Get live statistics and analysis of Tory | io.net š¦¾'s profile on X / Twitter
Co-Founder of @ionet | Freeing the AI Genie from the Bottle š§āāļø
1kfollowing89kfollowers
The Visionary
Tory | io.net 𦾠embodies The Visionary archetype, leading the charge to democratize AI infrastructure through decentralized GPU networks. As a CEO and co-founder of ionet, Tory is not just shaping the future of AI compute but also pioneering the open, permissionless platforms that will empower global innovation. With futuristic insights and bold execution, Tory is charting a course to redefine how AI scales worldwide.
Tory tweets so much about AI, it's like their keyboard has a neural network of its ownāpretty sure if you read all their posts in one go, you might get an AI existential crisis too. Just remember to pause and breathe; not every follower has a PhD in decentralized GPU economics!
Successfully leading the launch of ionetās $IO token and building a robust decentralized AI compute network that spans 138 countries, backed by over $40 million from top-tier investorsāsolidifying ionet as a major disruptor in the $2.5 trillion cloud industry.
Toryās life purpose centers on transforming the global AI ecosystem by removing barriers to access and decentralizing control over AI compute resources. They aim to build infrastructure that supports a fair, open, and resilient AI economy, ensuring the technology serves everyone rather than a privileged few.
Tory believes in transparency, open access, and decentralization as foundational principles for a sustainable and just AI future. They hold that technology should not only accelerate innovation but also distribute power broadly to avoid monopolization and censorship. Innovation driven by community and open networks is key to humanityās advancement.
Visionary leadership with the ability to foresee and shape emerging trends in AI and blockchain; strong communicator who educates and engages the community with clear insights; highly skilled at rallying investors and users around a common mission to decentralize AI infrastructure.
Sometimes their visionary zeal leads to overwhelming technical detail or lengthy expositions that may lose casual observers; a relentless focus on the future can occasionally overshadow immediate user experience or engagement strategies.
To grow their audience on X, Tory should balance deep technical insights with bite-sized, relatable content that highlights real-world use cases and community impact. Incorporating more interactive threads, AMA sessions, and collaborations with influencers outside the AI/crypto space can broaden appeal and boost engagement.
Fun fact: Tory has helped onboard approximately 20,000 cluster-ready GPUs worldwide, turning ionet into one of the fastest-growing AI compute networksāall within just a year of launch.
I am honored to step into the role of CEO for io.net, effective immediately.
Under @shadid_io 's leadership, io.net has grown into one of the fastest growing AI companies in the world.
Going forward, we will continue to execute on the vision that Ahmad set forth when he founded io.net - to become the worldās largest AI compute network and bring AI to the world. As of today, the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI, Krea and Leonardo.
For the last 6 months, I have worked closely with Ahmad, the io.net team, and our incredible roster of backers to streamline the day to day operations of io.net as the COO.
io.netās operations have been transitioned to the leadership team under my oversight and we will be sharing the full scope of io.net leadership team changes over the coming days.
Whatās next? We are excited to launch $IO on June 11th at 12:00 UTC and to continue accelerating io.netās growth post launch.
The launch of the token ushers in a new phase of growth for the network. We remain unwavering in our mission to build the worldās largest decentralized AI compute network and expect to focus heavily on acquiring and retaining suppliers and onboarding new customers.
AI compute spend is on track to be on the order of $100B in 2024, and yet there remain significant and structural gaps in access to existing resources. io.netās vision is a world where AI products of the coming decade are built on open, permissionless platforms that are accessible to all. We're excited to continue building the internet of GPUs.
I want to thank the community, our partners, our investors, and the io.net team for supporting the project as we start this next chapter in the companyās journey.
Itās been a big year for @ionet
We built a global network of GPUs, raised over $40M from top tier investors, and launched our $IO token
So whatās next?
Read below to see exactly how we plan to disrupt the $2.5 Trillion Cloud and help usher in a new age of AI:
š
The robots are here.
Are we ready for a world where machines pay machines?
ā¢
We're on the cusp of the sixth wave of innovation: embodied AI.
Not the cute robots that vacuum your floor or the industrial arms welded to factory floors, but the science fiction vision we've envisioned since the 1960s ā general-purpose humanoids that will fundamentally reshape our economy.
The numbers are staggering: a projected global labor shortfall of 85 million workers, creating an $8.5 trillion hole in future GDP.
The solution isn't more software or productivity hacks.
It's intelligence poured into steel and silicon ā a new form of labor that works 22 hours a day, never unionizes, and whose marginal cost trends toward zero.
That's a $42 trillion addressable market.
Let that sink in.
The players are lining up: @Apptronik, @Figure, and a legion of others racing to build the Model T of humanoids.
Techno-optimists paint a utopian future of abundance.
Doomers envision masses of economically redundant humans subsisting on UBI.
Both sides are missing something critical.
The real story isn't the robots themselves.
It's the orchestration layer.
The silent, invisible financial and logistical nervous system that will allow billions of these autonomous agents to function in a coordinated economy. And that system will not be built on legacy banking rails or corporate silos.
It'll be built on crypto... not because it should be, but because it has to be.
This isn't a bullish prediction. It's an inevitability ā a collision of necessity and technological capability.
The scaling of general-purpose robots faces five fundamental problems that traditional tech stacks simply can't solve:
ā¢
1) The Machine-to-Machine (M2M) Economy Problem
When you have a billion robots performing micro-tasks ā hauling boxes, scanning shelves, frying eggs ā you need a payment system that can handle billions of microtransactions with finality and near-zero fees.
Visa can't do this. SWIFT can't do this. Traditional banking infrastructure would collapse under this load.
Stablecoins on a high-throughput blockchain can handle this with ease. This isn't a nice-to-have feature; it's a non-negotiable prerequisite for a frictionless economy of things.
Imagine a delivery robot that needs to pay a charging station $0.0023 for a quick top-up, then pays a traffic optimization DAO $0.0015 for priority routing information. All of this happens in seconds, with no human intervention, at a cost that rounds to zero. The legacy financial system would drown in the overhead of these transactions.
ā¢
2) The Verifiable Truth Problem
Did the delivery robot actually leave the package at the correct GPS coordinate?
Did the manufacturing bot complete its quality assurance scan properly?
For robots to trust each other and for humans to trust robots, we need cryptographically signed, tamper-proof proofs of work, location, and identity.
A centralized database owned by Amazon or Google represents a single point of failure and a target for manipulation. A decentralized ledger provides a source of verifiable truth that no single entity controls.
Projects like @openmind_agi's FABRIC and @AukiNetwork's Posemesh aren't building gimmicky features ā they're building the fundamental trust layer for physical automation. When your life depends on a robot surgeon not glitching out, you'll want that surgical procedure logged on an immutable ledger, not in some hospital's SQL database that can be edited retroactively.
ā¢
3) The Data Famine Problem
The current bottleneck in robotics isn't hardware or even algorithms ā it's a lack of diverse training data. A robot trained to make coffee in a San Francisco startup's kitchen will short-circuit in a dimly lit Tokyo cafe.
We need a global, incentivized network to gather this data. Crypto is the only vehicle that can efficiently coordinate and pay a global army of data contributors with stablecoins, bypassing forex complications and legacy payment bottlenecks.
@silencioNetwork and @OVRtheReality represent early examples ā decentralized physical infrastructure networks (DePINs) that pay humans to feed sensory data to machines, building the dataset for the robot uprising one microtask at a time.
ā¢
4) The Capital Formation Problem
A high-quality humanoid robot costs around $50,000 today. Scaling to millions of units requires capital on a scale that makes even venture capitalists nervous.
Crypto enables fractional ownership and leasing models via tokenization. You won't "buy" a Tesla Optimus; you'll buy a slice of a robot fleet DAO that generates yield from its labor, democratizing access and solving the funding gap in one move.
This is capital finding its most efficient use ā the purest expression of what crypto was designed to enable.
ā¢
5) The Silo Problem
The world does not need ten competing, walled-garden robot ecosystems that can't talk to each other. We need a neutral, decentralized protocol for communication and settlement - an HTTP or TCP/IP for physical labor. This will not be built by a corporation; it will be built as a public good on a blockchain, exactly as OpenMind, Codec, and others are attempting. The market will demand it.
Skeptics will scoff.
They'll point to the current crypto robotics market cap of $250 million and call it peanuts.
They're right.
But they're also blind.
This is the seed of the system that will run the world. This is the plumbing. The story of the next decade isn't just about who builds the best robot arm; it's about who builds the financial and operational layer upon which all robotic labor transacts.
The system's response is to create a new asset class: robotic labor, owned by capital and coordinated by crypto. It is the most profound transfer of economic agency in human history.
It won't be gradual.
It will be a step-function change in how labor is organized, compensated, and deployed.
The horses never saw the car coming. The question is whether we, hurtling toward our own obsolescence, will see the blockchain that powers it.
I am honored to step into the role of CEO for io.net, effective immediately.
Under @shadid_io 's leadership, io.net has grown into one of the fastest growing AI companies in the world.
Going forward, we will continue to execute on the vision that Ahmad set forth when he founded io.net - to become the worldās largest AI compute network and bring AI to the world. As of today, the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI, Krea and Leonardo.
For the last 6 months, I have worked closely with Ahmad, the io.net team, and our incredible roster of backers to streamline the day to day operations of io.net as the COO.
io.netās operations have been transitioned to the leadership team under my oversight and we will be sharing the full scope of io.net leadership team changes over the coming days.
Whatās next? We are excited to launch $IO on June 11th at 12:00 UTC and to continue accelerating io.netās growth post launch.
The launch of the token ushers in a new phase of growth for the network. We remain unwavering in our mission to build the worldās largest decentralized AI compute network and expect to focus heavily on acquiring and retaining suppliers and onboarding new customers.
AI compute spend is on track to be on the order of $100B in 2024, and yet there remain significant and structural gaps in access to existing resources. io.netās vision is a world where AI products of the coming decade are built on open, permissionless platforms that are accessible to all. We're excited to continue building the internet of GPUs.
I want to thank the community, our partners, our investors, and the io.net team for supporting the project as we start this next chapter in the companyās journey.
Itās been a big year for @ionet
We built a global network of GPUs, raised over $40M from top tier investors, and launched our $IO token
So whatās next?
Read below to see exactly how we plan to disrupt the $2.5 Trillion Cloud and help usher in a new age of AI:
š
The robots are here.
Are we ready for a world where machines pay machines?
ā¢
We're on the cusp of the sixth wave of innovation: embodied AI.
Not the cute robots that vacuum your floor or the industrial arms welded to factory floors, but the science fiction vision we've envisioned since the 1960s ā general-purpose humanoids that will fundamentally reshape our economy.
The numbers are staggering: a projected global labor shortfall of 85 million workers, creating an $8.5 trillion hole in future GDP.
The solution isn't more software or productivity hacks.
It's intelligence poured into steel and silicon ā a new form of labor that works 22 hours a day, never unionizes, and whose marginal cost trends toward zero.
That's a $42 trillion addressable market.
Let that sink in.
The players are lining up: @Apptronik, @Figure, and a legion of others racing to build the Model T of humanoids.
Techno-optimists paint a utopian future of abundance.
Doomers envision masses of economically redundant humans subsisting on UBI.
Both sides are missing something critical.
The real story isn't the robots themselves.
It's the orchestration layer.
The silent, invisible financial and logistical nervous system that will allow billions of these autonomous agents to function in a coordinated economy. And that system will not be built on legacy banking rails or corporate silos.
It'll be built on crypto... not because it should be, but because it has to be.
This isn't a bullish prediction. It's an inevitability ā a collision of necessity and technological capability.
The scaling of general-purpose robots faces five fundamental problems that traditional tech stacks simply can't solve:
ā¢
1) The Machine-to-Machine (M2M) Economy Problem
When you have a billion robots performing micro-tasks ā hauling boxes, scanning shelves, frying eggs ā you need a payment system that can handle billions of microtransactions with finality and near-zero fees.
Visa can't do this. SWIFT can't do this. Traditional banking infrastructure would collapse under this load.
Stablecoins on a high-throughput blockchain can handle this with ease. This isn't a nice-to-have feature; it's a non-negotiable prerequisite for a frictionless economy of things.
Imagine a delivery robot that needs to pay a charging station $0.0023 for a quick top-up, then pays a traffic optimization DAO $0.0015 for priority routing information. All of this happens in seconds, with no human intervention, at a cost that rounds to zero. The legacy financial system would drown in the overhead of these transactions.
ā¢
2) The Verifiable Truth Problem
Did the delivery robot actually leave the package at the correct GPS coordinate?
Did the manufacturing bot complete its quality assurance scan properly?
For robots to trust each other and for humans to trust robots, we need cryptographically signed, tamper-proof proofs of work, location, and identity.
A centralized database owned by Amazon or Google represents a single point of failure and a target for manipulation. A decentralized ledger provides a source of verifiable truth that no single entity controls.
Projects like @openmind_agi's FABRIC and @AukiNetwork's Posemesh aren't building gimmicky features ā they're building the fundamental trust layer for physical automation. When your life depends on a robot surgeon not glitching out, you'll want that surgical procedure logged on an immutable ledger, not in some hospital's SQL database that can be edited retroactively.
ā¢
3) The Data Famine Problem
The current bottleneck in robotics isn't hardware or even algorithms ā it's a lack of diverse training data. A robot trained to make coffee in a San Francisco startup's kitchen will short-circuit in a dimly lit Tokyo cafe.
We need a global, incentivized network to gather this data. Crypto is the only vehicle that can efficiently coordinate and pay a global army of data contributors with stablecoins, bypassing forex complications and legacy payment bottlenecks.
@silencioNetwork and @OVRtheReality represent early examples ā decentralized physical infrastructure networks (DePINs) that pay humans to feed sensory data to machines, building the dataset for the robot uprising one microtask at a time.
ā¢
4) The Capital Formation Problem
A high-quality humanoid robot costs around $50,000 today. Scaling to millions of units requires capital on a scale that makes even venture capitalists nervous.
Crypto enables fractional ownership and leasing models via tokenization. You won't "buy" a Tesla Optimus; you'll buy a slice of a robot fleet DAO that generates yield from its labor, democratizing access and solving the funding gap in one move.
This is capital finding its most efficient use ā the purest expression of what crypto was designed to enable.
ā¢
5) The Silo Problem
The world does not need ten competing, walled-garden robot ecosystems that can't talk to each other. We need a neutral, decentralized protocol for communication and settlement - an HTTP or TCP/IP for physical labor. This will not be built by a corporation; it will be built as a public good on a blockchain, exactly as OpenMind, Codec, and others are attempting. The market will demand it.
Skeptics will scoff.
They'll point to the current crypto robotics market cap of $250 million and call it peanuts.
They're right.
But they're also blind.
This is the seed of the system that will run the world. This is the plumbing. The story of the next decade isn't just about who builds the best robot arm; it's about who builds the financial and operational layer upon which all robotic labor transacts.
The system's response is to create a new asset class: robotic labor, owned by capital and coordinated by crypto. It is the most profound transfer of economic agency in human history.
It won't be gradual.
It will be a step-function change in how labor is organized, compensated, and deployed.
The horses never saw the car coming. The question is whether we, hurtling toward our own obsolescence, will see the blockchain that powers it.
{"data":{"__meta":{"device":false,"path":"/creators/MTorygreen"},"/creators/MTorygreen":{"data":{"user":{"id":"29304030","name":"Tory | io.net š¦¾","description":"Co-Founder of @ionet | Freeing the AI Genie from the Bottle š§āāļø","followers_count":89871,"friends_count":1521,"statuses_count":7594,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1913360040771334144/QfDYMUjF_normal.jpg","screen_name":"MTorygreen","location":"Decentralized","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"digitalnations.xyz","expanded_url":"http://www.digitalnations.xyz","url":"http://www.digitalnations.xyz","indices":[0,23]}]}}},"details":{"type":"The Visionary","description":"Tory | io.net 𦾠embodies The Visionary archetype, leading the charge to democratize AI infrastructure through decentralized GPU networks. As a CEO and co-founder of ionet, Tory is not just shaping the future of AI compute but also pioneering the open, permissionless platforms that will empower global innovation. With futuristic insights and bold execution, Tory is charting a course to redefine how AI scales worldwide.","purpose":"Toryās life purpose centers on transforming the global AI ecosystem by removing barriers to access and decentralizing control over AI compute resources. They aim to build infrastructure that supports a fair, open, and resilient AI economy, ensuring the technology serves everyone rather than a privileged few.","beliefs":"Tory believes in transparency, open access, and decentralization as foundational principles for a sustainable and just AI future. They hold that technology should not only accelerate innovation but also distribute power broadly to avoid monopolization and censorship. Innovation driven by community and open networks is key to humanityās advancement.","facts":"Fun fact: Tory has helped onboard approximately 20,000 cluster-ready GPUs worldwide, turning ionet into one of the fastest-growing AI compute networksāall within just a year of launch.","strength":"Visionary leadership with the ability to foresee and shape emerging trends in AI and blockchain; strong communicator who educates and engages the community with clear insights; highly skilled at rallying investors and users around a common mission to decentralize AI infrastructure.","weakness":"Sometimes their visionary zeal leads to overwhelming technical detail or lengthy expositions that may lose casual observers; a relentless focus on the future can occasionally overshadow immediate user experience or engagement strategies.","recommendation":"To grow their audience on X, Tory should balance deep technical insights with bite-sized, relatable content that highlights real-world use cases and community impact. Incorporating more interactive threads, AMA sessions, and collaborations with influencers outside the AI/crypto space can broaden appeal and boost engagement.","roast":"Tory tweets so much about AI, it's like their keyboard has a neural network of its ownāpretty sure if you read all their posts in one go, you might get an AI existential crisis too. Just remember to pause and breathe; not every follower has a PhD in decentralized GPU economics!","win":"Successfully leading the launch of ionetās $IO token and building a robust decentralized AI compute network that spans 138 countries, backed by over $40 million from top-tier investorsāsolidifying ionet as a major disruptor in the $2.5 trillion cloud industry."},"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"crowdfundinsider.com/2025/07/244870ā¦","expanded_url":"https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/","url":"https://t.co/lTgVQUJbAw","indices":[255,278]}],"user_mentions":[]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1949274037060001876","view_count":108397,"bookmark_count":54,"created_at":1753578120000,"favorite_count":896,"quote_count":12,"reply_count":34,"retweet_count":25,"user_id_str":"29304030","conversation_id_str":"1949274037060001876","full_text":"The GENIUS Act shows us what happens when lawmakers use a scalpel, not a Swiss Army knife.\n\nIts reserve and redemption rules could enable AI agents to transact on crypto rails.\n\nI dive into both GENIUS and CLARITY acts in my Crowdfund Insider interview.\n\nhttps://t.co/lTgVQUJbAw","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[1076,1079],"text":"IO"}],"timestamps":[],"urls":[{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/OigQQimgcD","indices":[46,69]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/OigQQimgcD","indices":[127,150]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[46,69]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[127,150]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[315,338]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[677,700]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[787,810]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[824,847]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[967,990]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1135,1158]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1601,1624]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1883,1906]}],"user_mentions":[{"id_str":"1680520514060816385","name":"SHADID | $O⢠& $IOā¢","screen_name":"shadid_io","indices":[101,111]},{"id_str":"1680520514060816385","name":"SHADID | $O⢠& $IOā¢","screen_name":"shadid_io","indices":[101,111]}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1799766711291490522","quoted_status_permalink":{"url":"https://t.co/12vRHJTMRG","expanded":"https://twitter.com/shadid_io/status/1799766711291490522","display":"x.com/shadid_io/statā¦"},"retweeted":false,"fact_check":null,"id":"1799779461665263983","view_count":246462,"bookmark_count":37,"created_at":1717935836000,"favorite_count":760,"quote_count":28,"reply_count":259,"retweet_count":135,"user_id_str":"29304030","conversation_id_str":"1799779461665263983","full_text":"I am honored to step into the role of CEO for https://t.co/86vmETckwu, effective immediately.\n\nUnder @shadid_io 's leadership, https://t.co/86vmETckwu has grown into one of the fastest growing AI companies in the world.\n\nGoing forward, we will continue to execute on the vision that Ahmad set forth when he founded https://t.co/86vmETckwu - to become the worldās largest AI compute network and bring AI to the world. As of today, the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI, Krea and Leonardo.\n\nFor the last 6 months, I have worked closely with Ahmad, the https://t.co/86vmETckwu team, and our incredible roster of backers to streamline the day to day operations of https://t.co/86vmETckwu as the COO.\n\nhttps://t.co/86vmETckwuās operations have been transitioned to the leadership team under my oversight and we will be sharing the full scope of https://t.co/86vmETckwu leadership team changes over the coming days.\n\nWhatās next? We are excited to launch $IO on June 11th at 12:00 UTC and to continue accelerating https://t.co/86vmETckwuās growth post launch.\n\nThe launch of the token ushers in a new phase of growth for the network. We remain unwavering in our mission to build the worldās largest decentralized AI compute network and expect to focus heavily on acquiring and retaining suppliers and onboarding new customers.\n\nAI compute spend is on track to be on the order of $100B in 2024, and yet there remain significant and structural gaps in access to existing resources. https://t.co/86vmETckwuās vision is a world where AI products of the coming decade are built on open, permissionless platforms that are accessible to all. We're excited to continue building the internet of GPUs.\n\nI want to thank the community, our partners, our investors, and the https://t.co/86vmETckwu team for supporting the project as we start this next chapter in the companyās journey.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[{"indices":[127,130],"text":"IO"}],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[25,31]}]},"favorited":false,"lang":"en","retweeted":false,"scopes":{"followers":false},"fact_check":null,"id":"1831039118794711124","view_count":82435,"bookmark_count":53,"created_at":1725388719000,"favorite_count":492,"quote_count":49,"reply_count":94,"retweet_count":191,"user_id_str":"29304030","conversation_id_str":"1831039118794711124","full_text":"Itās been a big year for @ionet\n\nWe built a global network of GPUs, raised over $40M from top tier investors, and launched our $IO token \n\nSo whatās next?\n\nRead below to see exactly how we plan to disrupt the $2.5 Trillion Cloud and help usher in a new age of AI:\n\nš","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETbMGW","indices":[2395,2418]}],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[2052,2058]},{"id_str":"1531588175000268800","name":"Aethir","screen_name":"AethirCloud","indices":[2113,2125]},{"id_str":"2653394250","name":"Filecoin","screen_name":"Filecoin","indices":[2151,2160]},{"id_str":"922670090834780162","name":"Akash Network","screen_name":"akashnet_","indices":[2229,2239]},{"id_str":"900487236315078657","name":"The Render Network","screen_name":"rendernetwork","indices":[2682,2696]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1933569148539244550","view_count":28885,"bookmark_count":55,"created_at":1749833783000,"favorite_count":469,"quote_count":5,"reply_count":56,"retweet_count":39,"user_id_str":"29304030","conversation_id_str":"1933569148539244550","full_text":"A new $200 trillion economy is emerging right nowābigger, faster, and more transformative than anything weāve ever seen.\n\nThe technology driving this isnāt just another innovation. Itās not like the internet, mobile, or social media. Itās something bigger. \n\nAI isnāt just technologyāitās becoming the very fabric of our global economy. AI will become the operating system for every market, every industry, every decision we make.\n\nBut thereās a problem.\n\nAI doesnāt just run codeāit thinks. And thinking takes enormous power, massive scale, and unprecedented infrastructure.\n\nThe current cloud wasnāt designed for that. And you can already see it breaking:\n\nā¢Scale: By 2030, GPU production will barely meet half of the worldās AI compute needs. \nā¢Reliability: From 2022 to 2024, cloud outages doubled. Infrastructure is already showing it canāt support the demands of AI.\nā¢Access: Right now, 96% of major AI models are controlled by just a few large corporations, restricting innovation, limiting access, slowing down progress.\nā¢Control: A researcher tested ChatGPT in 15 different political scenariosā14 of those showed hidden ideological biases. If centralized corporations own the AI, they also own the ideas.\nā¢Cost: Compute costs have doubled from 24% to 50% of revenues in just one year. Innovation can't survive if infrastructure eats half your margin.\n\nAWS was built for software. Azure was built for applications. \nGoogle Cloud was built for search. \n\nTheyāre powerfulābut they were never built to handle trillions of autonomous agents, real-time cognition, or a global-scale intelligence system.\n\nCentralized AI isnāt humanityās futureāitās our biggest risk.\n\nPeople wonāt see the danger clearly until the rails are already locked downāclosed off, controlled, and bottlenecked. \n\nThatās the nature of these things. By the time you notice the risk, itās usually too late.\n\nDecentralized AI isnāt just another tech trend. Itās the infrastructure we need for whatās coming next.\n\nLook at what decentralized AI can already do:\n\nā¢Scale instantly: @ionet expanded GPU access to 138 countries in under a year. @AethirCloud has activated 400K GPUs. @Filecoin onboarded over 2 EiB of data without breaking a sweat.\nā¢Resilience: @akashnet_ has maintained over 99.99% uptime since launch in 2021. Decentralized systems simply donāt go down.\nā¢Openness: Anyone, anywhere can deploy GPU clusters on https://t.co/86vmETbMGW in 90 secondsānot days or weeks.\nā¢Freedom: When Turkey banned Wikipedia, a decentralized network instantly restored it. Decentralized AI is impossible to censor.\nā¢Cost: Decentralized networks offer GPU compute at 90% lower costs compared to AWS or Google Cloud. @rendernetwork already delivers GPU rendering at costs up to 80% lower than traditional clouds. Dramatic cost reductions change everything.\n\nBuilt specifically for AI. Engineered explicitly for scale. Open by default.\n\nDecentralized AI is the only architecture designed to handle this wave.\n\nCrypto wasnāt created to speculate on coins. It was made for exactly moments like this:\n\nTo keep infrastructure open.\nTo stop power from centralizing.\nTo give us a chance to own our future, before someone else does.\n\nIf you see clearly whatās coming, you know that right now we donāt need more apps.\n\nWe need infrastructure.\n\nDonāt wait. Build the rails.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,230],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/izkqconUdp","expanded_url":"https://x.com/MTorygreen/status/1882126096050839739/photo/1","id_str":"1882126094180192256","indices":[231,254],"media_key":"3_1882126094180192256","media_url_https":"https://pbs.twimg.com/media/Gh6ntfIakAA1T7B.jpg","type":"photo","url":"https://t.co/izkqconUdp","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":720,"w":1280,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1280,"focus_rects":[{"x":0,"y":3,"w":1280,"h":717},{"x":280,"y":0,"w":720,"h":720},{"x":324,"y":0,"w":632,"h":720},{"x":460,"y":0,"w":360,"h":720},{"x":0,"y":0,"w":1280,"h":720}]},"media_results":{"result":{"media_key":"3_1882126094180192256"}}}],"symbols":[{"indices":[0,3],"text":"IO"}],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[68,74]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/izkqconUdp","expanded_url":"https://x.com/MTorygreen/status/1882126096050839739/photo/1","id_str":"1882126094180192256","indices":[231,254],"media_key":"3_1882126094180192256","media_url_https":"https://pbs.twimg.com/media/Gh6ntfIakAA1T7B.jpg","type":"photo","url":"https://t.co/izkqconUdp","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":720,"w":1280,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1280,"focus_rects":[{"x":0,"y":3,"w":1280,"h":717},{"x":280,"y":0,"w":720,"h":720},{"x":324,"y":0,"w":632,"h":720},{"x":460,"y":0,"w":360,"h":720},{"x":0,"y":0,"w":1280,"h":720}]},"media_results":{"result":{"media_key":"3_1882126094180192256"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1882126096050839739","view_count":27697,"bookmark_count":17,"created_at":1737568804000,"favorite_count":326,"quote_count":7,"reply_count":42,"retweet_count":51,"user_id_str":"29304030","conversation_id_str":"1882126096050839739","full_text":"$IO Nation ā\n\nI believe in ābuilding in publicā.\n\nSo going forward, @ionet is going to start sharing detailed monthly reports\non our progress, giving you a peak behind the curtain of what weāre doing.\n\nThis is the first oneā¦\n\nš\n\nš§µ https://t.co/izkqconUdp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,230],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0GGPdcGaJF","expanded_url":"https://x.com/MTorygreen/status/1950210629979295788/video/1","id_str":"1950210565051469824","indices":[231,254],"media_key":"13_1950210565051469824","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1950210565051469824/img/XuFcJYKHa4DaDl7y.jpg","type":"video","url":"https://t.co/0GGPdcGaJF","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":32800,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1950210565051469824/pl/yPyAizXjEDBHXdKR.m3u8?tag=14&v=9e5"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/320x568/RIkrfroH6dueB1ux.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/480x852/HCYSK85oSkI5tHL5.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/720x1280/v-3mEiTWTK4eKVHb.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1950210565051469824"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/0GGPdcGaJF","expanded_url":"https://x.com/MTorygreen/status/1950210629979295788/video/1","id_str":"1950210565051469824","indices":[231,254],"media_key":"13_1950210565051469824","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1950210565051469824/img/XuFcJYKHa4DaDl7y.jpg","type":"video","url":"https://t.co/0GGPdcGaJF","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":32800,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1950210565051469824/pl/yPyAizXjEDBHXdKR.m3u8?tag=14&v=9e5"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/320x568/RIkrfroH6dueB1ux.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/480x852/HCYSK85oSkI5tHL5.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/720x1280/v-3mEiTWTK4eKVHb.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1950210565051469824"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1950210629979295788","view_count":70288,"bookmark_count":44,"created_at":1753801422000,"favorite_count":278,"quote_count":2,"reply_count":35,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1950210629979295788","full_text":"80% of AI startup funding is being torched on GPUs.\n\nNo money left for building. Just survival.\n\nMeanwhile, decentralized networks offer the same compute for 90% less.\n\nDeAI is cryptoās quiet giant - ignored until itās everywhere. https://t.co/0GGPdcGaJF","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,244],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YByviBpHnM","expanded_url":"https://x.com/MTorygreen/status/1953832918272684332/video/1","id_str":"1953832830800474119","indices":[245,268],"media_key":"13_1953832830800474119","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1953832830800474119/img/uJIqAUjH0RmcmN8n.jpg","type":"video","url":"https://t.co/YByviBpHnM","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":41266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1953832830800474119/pl/kc9FKIlwrGvDd_Up.m3u8?tag=14&v=b9c"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/320x568/gsCbA9wMUU42xEVU.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/480x852/oPMJX8TP3jwB3QZi.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/720x1280/eIA7IVMb9nZ94xvz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1953832830800474119"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YByviBpHnM","expanded_url":"https://x.com/MTorygreen/status/1953832918272684332/video/1","id_str":"1953832830800474119","indices":[245,268],"media_key":"13_1953832830800474119","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1953832830800474119/img/uJIqAUjH0RmcmN8n.jpg","type":"video","url":"https://t.co/YByviBpHnM","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":41266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1953832830800474119/pl/kc9FKIlwrGvDd_Up.m3u8?tag=14&v=b9c"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/320x568/gsCbA9wMUU42xEVU.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/480x852/oPMJX8TP3jwB3QZi.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/720x1280/eIA7IVMb9nZ94xvz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1953832830800474119"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1953832918272684332","view_count":27377,"bookmark_count":29,"created_at":1754665042000,"favorite_count":247,"quote_count":3,"reply_count":32,"retweet_count":21,"user_id_str":"29304030","conversation_id_str":"1953832918272684332","full_text":"AI canāt run on clouds that crash.\n\nOutages doubled in 2 years. Centralized infra is a ticking time bomb.\n\nBitcoin shows us the blueprint:\n> 99.9% uptime.\n> No CEO.\n> No single point of failure.\n\nDeAI isnāt just next - itās inevitable. https://t.co/YByviBpHnM","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"},{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"},{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1975260546250444995","view_count":21120,"bookmark_count":10,"created_at":1759773787000,"favorite_count":179,"quote_count":0,"reply_count":25,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1975260546250444995","full_text":"The cloud market is nearing $1 trillion in 2025, but AI workloads are growing twice as fast as total cloud demand.\n\nEvery hyperscaler is trapped in the same physical bottleneck: chips and energy.\n\n$IO $AKT $RNDR - all operate a structural arbitrage: aggregating underused GPUs at significantly lower cost.\n\nThey turn waste into yield.\n\nWhere AWS earns 35% gross margins from ownership, DeAI earns coordination spreads from liquidity.\n\nThe same customer problems are solved, but with a fundamentally lower cost basis.\n\nCentralized clouds can't compete with that cost curve.\n\nNot now, and not ever.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1957820854940962817","view_count":36488,"bookmark_count":24,"created_at":1755615841000,"favorite_count":178,"quote_count":1,"reply_count":35,"retweet_count":20,"user_id_str":"29304030","conversation_id_str":"1957820854940962817","full_text":"Bitcoin was Phase 1: Free the money.\nDeAI is Phase 2: Free the mind.\n\nCoins were crypto's proof of concept.\nCognition is its endgame.\n\nMoney changes what you can buy.\nIntelligence changes what you can build.\n\nDeAI will be bigger than Bitcoin.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,248],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/60v8Bex75w","expanded_url":"https://x.com/MTorygreen/status/1957896423556763714/video/1","id_str":"1957896354052874240","indices":[249,272],"media_key":"13_1957896354052874240","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1957896354052874240/img/mdfzK38u_HG23ASj.jpg","type":"video","url":"https://t.co/60v8Bex75w","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":66325,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1957896354052874240/pl/hwTY89nTh6ZpKBB1.m3u8?tag=14&v=756"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/480x270/Dnq7FZ-gyz2QVP7c.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/640x360/RGE6Yvhvq3EckHj0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/1280x720/wemtfC0fJ67MwVDt.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1957896354052874240"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/60v8Bex75w","expanded_url":"https://x.com/MTorygreen/status/1957896423556763714/video/1","id_str":"1957896354052874240","indices":[249,272],"media_key":"13_1957896354052874240","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1957896354052874240/img/mdfzK38u_HG23ASj.jpg","type":"video","url":"https://t.co/60v8Bex75w","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":66325,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1957896354052874240/pl/hwTY89nTh6ZpKBB1.m3u8?tag=14&v=756"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/480x270/Dnq7FZ-gyz2QVP7c.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/640x360/RGE6Yvhvq3EckHj0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/1280x720/wemtfC0fJ67MwVDt.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1957896354052874240"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1957896423556763714","view_count":24368,"bookmark_count":18,"created_at":1755633857000,"favorite_count":171,"quote_count":1,"reply_count":36,"retweet_count":15,"user_id_str":"29304030","conversation_id_str":"1957896423556763714","full_text":"Belief that gets pushback:\n\nDeAI or bust.\n\n1) Compute deficit is permanent, ML needs rise ~100x every 3 years with new workloads stacking.\n\n2) The future is trillions of agents. No single org can manage that. Only permissionless coordination scales https://t.co/60v8Bex75w","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9srMaB5FBa","expanded_url":"https://x.com/MTorygreen/status/1971230957186466225/photo/1","id_str":"1971230952396648448","indices":[274,297],"media_key":"3_1971230952396648448","media_url_https":"https://pbs.twimg.com/media/G1s4G2_bcAAWY6y.png","type":"photo","url":"https://t.co/9srMaB5FBa","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":673,"w":878,"resize":"fit"},"medium":{"h":673,"w":878,"resize":"fit"},"small":{"h":521,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":673,"width":878,"focus_rects":[{"x":0,"y":171,"w":878,"h":492},{"x":103,"y":0,"w":673,"h":673},{"x":144,"y":0,"w":590,"h":673},{"x":271,"y":0,"w":337,"h":673},{"x":0,"y":0,"w":878,"h":673}]},"media_results":{"result":{"media_key":"3_1971230952396648448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"792359016592584704","name":"Apptronik","screen_name":"Apptronik","indices":[813,823]},{"id_str":"1013846930634391552","name":"Figure","screen_name":"Figure","indices":[825,832]},{"id_str":"1808645361202049025","name":"OpenMind","screen_name":"openmind_agi","indices":[3155,3168]},{"id_str":"1708794219828285440","name":"Auki","screen_name":"AukiNetwork","indices":[3182,3194]},{"id_str":"1584482213701238784","name":"Silencio","screen_name":"silencioNetwork","indices":[4009,4025]},{"id_str":"1127665795251822594","name":"Over the Reality š","screen_name":"OVRtheReality","indices":[4030,4044]},{"id_str":"792359016592584704","name":"Apptronik","screen_name":"Apptronik","indices":[813,823]},{"id_str":"1013846930634391552","name":"Figure","screen_name":"Figure","indices":[825,832]},{"id_str":"1808645361202049025","name":"OpenMind","screen_name":"openmind_agi","indices":[3155,3168]},{"id_str":"1708794219828285440","name":"Auki","screen_name":"AukiNetwork","indices":[3182,3194]},{"id_str":"1584482213701238784","name":"Silencio","screen_name":"silencioNetwork","indices":[4009,4025]},{"id_str":"1127665795251822594","name":"Over the Reality š","screen_name":"OVRtheReality","indices":[4030,4044]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/9srMaB5FBa","expanded_url":"https://x.com/MTorygreen/status/1971230957186466225/photo/1","id_str":"1971230952396648448","indices":[274,297],"media_key":"3_1971230952396648448","media_url_https":"https://pbs.twimg.com/media/G1s4G2_bcAAWY6y.png","type":"photo","url":"https://t.co/9srMaB5FBa","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":673,"w":878,"resize":"fit"},"medium":{"h":673,"w":878,"resize":"fit"},"small":{"h":521,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":673,"width":878,"focus_rects":[{"x":0,"y":171,"w":878,"h":492},{"x":103,"y":0,"w":673,"h":673},{"x":144,"y":0,"w":590,"h":673},{"x":271,"y":0,"w":337,"h":673},{"x":0,"y":0,"w":878,"h":673}]},"media_results":{"result":{"media_key":"3_1971230952396648448"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1971230957186466225","view_count":40925,"bookmark_count":15,"created_at":1758813058000,"favorite_count":165,"quote_count":4,"reply_count":29,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1971230957186466225","full_text":"The robots are here.\n\nAre we ready for a world where machines pay machines?\n\nā¢\n\nWe're on the cusp of the sixth wave of innovation: embodied AI.\n\nNot the cute robots that vacuum your floor or the industrial arms welded to factory floors, but the science fiction vision we've envisioned since the 1960s ā general-purpose humanoids that will fundamentally reshape our economy.\n\nThe numbers are staggering: a projected global labor shortfall of 85 million workers, creating an $8.5 trillion hole in future GDP.\n\nThe solution isn't more software or productivity hacks.\n\nIt's intelligence poured into steel and silicon ā a new form of labor that works 22 hours a day, never unionizes, and whose marginal cost trends toward zero.\n\nThat's a $42 trillion addressable market.\n\nLet that sink in.\n\nThe players are lining up: @Apptronik, @Figure, and a legion of others racing to build the Model T of humanoids.\n\nTechno-optimists paint a utopian future of abundance.\n\nDoomers envision masses of economically redundant humans subsisting on UBI.\n\nBoth sides are missing something critical.\n\nThe real story isn't the robots themselves.\n\nIt's the orchestration layer.\n\nThe silent, invisible financial and logistical nervous system that will allow billions of these autonomous agents to function in a coordinated economy. And that system will not be built on legacy banking rails or corporate silos.\n\nIt'll be built on crypto... not because it should be, but because it has to be.\n\nThis isn't a bullish prediction. It's an inevitability ā a collision of necessity and technological capability.\n\nThe scaling of general-purpose robots faces five fundamental problems that traditional tech stacks simply can't solve:\n\nā¢\n\n1) The Machine-to-Machine (M2M) Economy Problem\n\nWhen you have a billion robots performing micro-tasks ā hauling boxes, scanning shelves, frying eggs ā you need a payment system that can handle billions of microtransactions with finality and near-zero fees.\n\nVisa can't do this. SWIFT can't do this. Traditional banking infrastructure would collapse under this load.\n\nStablecoins on a high-throughput blockchain can handle this with ease. This isn't a nice-to-have feature; it's a non-negotiable prerequisite for a frictionless economy of things.\n\nImagine a delivery robot that needs to pay a charging station $0.0023 for a quick top-up, then pays a traffic optimization DAO $0.0015 for priority routing information. All of this happens in seconds, with no human intervention, at a cost that rounds to zero. The legacy financial system would drown in the overhead of these transactions.\n\nā¢\n\n2) The Verifiable Truth Problem\n\nDid the delivery robot actually leave the package at the correct GPS coordinate?\n\nDid the manufacturing bot complete its quality assurance scan properly?\n\nFor robots to trust each other and for humans to trust robots, we need cryptographically signed, tamper-proof proofs of work, location, and identity.\n\nA centralized database owned by Amazon or Google represents a single point of failure and a target for manipulation. A decentralized ledger provides a source of verifiable truth that no single entity controls.\n\nProjects like @openmind_agi's FABRIC and @AukiNetwork's Posemesh aren't building gimmicky features ā they're building the fundamental trust layer for physical automation. When your life depends on a robot surgeon not glitching out, you'll want that surgical procedure logged on an immutable ledger, not in some hospital's SQL database that can be edited retroactively.\n\nā¢\n\n3) The Data Famine Problem\n\nThe current bottleneck in robotics isn't hardware or even algorithms ā it's a lack of diverse training data. A robot trained to make coffee in a San Francisco startup's kitchen will short-circuit in a dimly lit Tokyo cafe.\n\nWe need a global, incentivized network to gather this data. Crypto is the only vehicle that can efficiently coordinate and pay a global army of data contributors with stablecoins, bypassing forex complications and legacy payment bottlenecks.\n\n@silencioNetwork and @OVRtheReality represent early examples ā decentralized physical infrastructure networks (DePINs) that pay humans to feed sensory data to machines, building the dataset for the robot uprising one microtask at a time.\n\nā¢\n\n4) The Capital Formation Problem\n\nA high-quality humanoid robot costs around $50,000 today. Scaling to millions of units requires capital on a scale that makes even venture capitalists nervous.\n\nCrypto enables fractional ownership and leasing models via tokenization. You won't \"buy\" a Tesla Optimus; you'll buy a slice of a robot fleet DAO that generates yield from its labor, democratizing access and solving the funding gap in one move.\n\nThis is capital finding its most efficient use ā the purest expression of what crypto was designed to enable.\n\nā¢\n\n5) The Silo Problem\n\nThe world does not need ten competing, walled-garden robot ecosystems that can't talk to each other. We need a neutral, decentralized protocol for communication and settlement - an HTTP or TCP/IP for physical labor. This will not be built by a corporation; it will be built as a public good on a blockchain, exactly as OpenMind, Codec, and others are attempting. The market will demand it.\n\nSkeptics will scoff.\n\nThey'll point to the current crypto robotics market cap of $250 million and call it peanuts.\n\nThey're right.\n\nBut they're also blind.\n\nThis is the seed of the system that will run the world. This is the plumbing. The story of the next decade isn't just about who builds the best robot arm; it's about who builds the financial and operational layer upon which all robotic labor transacts.\n\nThe system's response is to create a new asset class: robotic labor, owned by capital and coordinated by crypto. It is the most profound transfer of economic agency in human history.\n\nIt won't be gradual.\n\nIt will be a step-function change in how labor is organized, compensated, and deployed.\n\nThe horses never saw the car coming. The question is whether we, hurtling toward our own obsolescence, will see the blockchain that powers it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/6zxneHrJ2x","expanded_url":"https://x.com/MTorygreen/status/1942736562531491857/video/1","id_str":"1942736462337957891","indices":[268,291],"media_key":"13_1942736462337957891","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1942736462337957891/img/rAjeCKcPC22zY-B3.jpg","type":"video","url":"https://t.co/6zxneHrJ2x","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":2048,"w":1152,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":3840,"width":2160,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":61600,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1942736462337957891/pl/Ob0bAUUCKTSt-I4C.m3u8?tag=14&v=a04"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/320x568/yriBhOLcBvmcYxYd.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/480x852/VuoEHQgqaMzBQzdw.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/720x1280/xIK1LfhSIANHtsE-.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1942736462337957891"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/6zxneHrJ2x","expanded_url":"https://x.com/MTorygreen/status/1942736562531491857/video/1","id_str":"1942736462337957891","indices":[268,291],"media_key":"13_1942736462337957891","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1942736462337957891/img/rAjeCKcPC22zY-B3.jpg","type":"video","url":"https://t.co/6zxneHrJ2x","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":2048,"w":1152,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":3840,"width":2160,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":61600,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1942736462337957891/pl/Ob0bAUUCKTSt-I4C.m3u8?tag=14&v=a04"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/320x568/yriBhOLcBvmcYxYd.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/480x852/VuoEHQgqaMzBQzdw.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1942736462337957891/vid/avc1/720x1280/xIK1LfhSIANHtsE-.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1942736462337957891"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1942736562531491857","view_count":93329,"bookmark_count":23,"created_at":1752019465000,"favorite_count":164,"quote_count":2,"reply_count":18,"retweet_count":106,"user_id_str":"29304030","conversation_id_str":"1942736562531491857","full_text":"Within ten years, trillions of autonomous agents will quietly run supply chains, farms, and grids.\n\nCentral clouds canāt coordinate at that cadence; DeAI already does.\n\nThe Intelligence Economy is live, but most people won't notice the transition until it's complete. https://t.co/6zxneHrJ2x","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1962636595355652597","view_count":14488,"bookmark_count":26,"created_at":1756764003000,"favorite_count":155,"quote_count":1,"reply_count":18,"retweet_count":17,"user_id_str":"29304030","conversation_id_str":"1962636595355652597","full_text":"July 2024: Zuck says āOpen Source is the Path Forwardā\n\nJuly 2025: Nevermind.\n\nIs anyone surprised?\n\nYou canāt trust centralized AI.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,230],"entities":{"hashtags":[],"symbols":[{"indices":[76,80],"text":"FIL"},{"indices":[103,107],"text":"AKT"},{"indices":[120,125],"text":"RNDR"},{"indices":[152,155],"text":"IO"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1974899449978859925","view_count":21412,"bookmark_count":9,"created_at":1759687695000,"favorite_count":153,"quote_count":1,"reply_count":19,"retweet_count":21,"user_id_str":"29304030","conversation_id_str":"1974899449978859925","full_text":"DeAI isnāt one stack. Itās roles within the stack.\n\nStorage and retrieval - $FIL\nCompute marketplace - $AKT\nRendering - $RNDR\nGPU intensive workloads - $IO\n\nThe endgame is a coordination layer that routes work + trust across them.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1974534735734129091","view_count":28122,"bookmark_count":5,"created_at":1759600740000,"favorite_count":138,"quote_count":0,"reply_count":21,"retweet_count":20,"user_id_str":"29304030","conversation_id_str":"1974534735734129091","full_text":"AI today is compute-rich, but context-poor.\n\nYour phoneās AI creates āperfectā weekly meal plan. It tells you to buy milk and eggs while your fridge is full and your kid is lactose-intolerant.\n\nTons of compute went into menu generation, but the model had zero access to your IRL context across your fridge, grocery history, family chat, allergies, or calendar.\n\nDeAI will fix that.\n\nIt'll federate data across millions of nodes, train where context lives, not where servers sit.\n\nProofs and gradients travel.\n\nRaw data stays home.\n\nPrivacy becomes architecture, not policy.\n\nCognition gets local again.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1974097149630820683","view_count":20609,"bookmark_count":10,"created_at":1759496412000,"favorite_count":137,"quote_count":1,"reply_count":23,"retweet_count":17,"user_id_str":"29304030","conversation_id_str":"1974097149630820683","full_text":"Electric grids taught us the importance of redundancy. AI needs the same.\n\nIf one grid goes down, the mesh keeps us from losing power.\n\nIf one centralized provider goes down, AI goes dark.\n\nBlockchains are that mesh.\n\nElectricity powered machines.\n\nDeAI will power minds.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}],"ctweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[1076,1079],"text":"IO"}],"timestamps":[],"urls":[{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/OigQQimgcD","indices":[46,69]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/OigQQimgcD","indices":[127,150]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[46,69]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[127,150]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[315,338]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[677,700]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[787,810]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[824,847]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[967,990]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1135,1158]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1601,1624]},{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETckwu","indices":[1883,1906]}],"user_mentions":[{"id_str":"1680520514060816385","name":"SHADID | $O⢠& $IOā¢","screen_name":"shadid_io","indices":[101,111]},{"id_str":"1680520514060816385","name":"SHADID | $O⢠& $IOā¢","screen_name":"shadid_io","indices":[101,111]}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1799766711291490522","quoted_status_permalink":{"url":"https://t.co/12vRHJTMRG","expanded":"https://twitter.com/shadid_io/status/1799766711291490522","display":"x.com/shadid_io/statā¦"},"retweeted":false,"fact_check":null,"id":"1799779461665263983","view_count":246462,"bookmark_count":37,"created_at":1717935836000,"favorite_count":760,"quote_count":28,"reply_count":259,"retweet_count":135,"user_id_str":"29304030","conversation_id_str":"1799779461665263983","full_text":"I am honored to step into the role of CEO for https://t.co/86vmETckwu, effective immediately.\n\nUnder @shadid_io 's leadership, https://t.co/86vmETckwu has grown into one of the fastest growing AI companies in the world.\n\nGoing forward, we will continue to execute on the vision that Ahmad set forth when he founded https://t.co/86vmETckwu - to become the worldās largest AI compute network and bring AI to the world. As of today, the network has onboarded approximately 20K cluster-ready GPUs and is serving end-to-end AI inference and model training workloads across AI companies like WonderAI, Krea and Leonardo.\n\nFor the last 6 months, I have worked closely with Ahmad, the https://t.co/86vmETckwu team, and our incredible roster of backers to streamline the day to day operations of https://t.co/86vmETckwu as the COO.\n\nhttps://t.co/86vmETckwuās operations have been transitioned to the leadership team under my oversight and we will be sharing the full scope of https://t.co/86vmETckwu leadership team changes over the coming days.\n\nWhatās next? We are excited to launch $IO on June 11th at 12:00 UTC and to continue accelerating https://t.co/86vmETckwuās growth post launch.\n\nThe launch of the token ushers in a new phase of growth for the network. We remain unwavering in our mission to build the worldās largest decentralized AI compute network and expect to focus heavily on acquiring and retaining suppliers and onboarding new customers.\n\nAI compute spend is on track to be on the order of $100B in 2024, and yet there remain significant and structural gaps in access to existing resources. https://t.co/86vmETckwuās vision is a world where AI products of the coming decade are built on open, permissionless platforms that are accessible to all. We're excited to continue building the internet of GPUs.\n\nI want to thank the community, our partners, our investors, and the https://t.co/86vmETckwu team for supporting the project as we start this next chapter in the companyās journey.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,267],"entities":{"hashtags":[],"symbols":[{"indices":[127,130],"text":"IO"}],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[25,31]}]},"favorited":false,"lang":"en","retweeted":false,"scopes":{"followers":false},"fact_check":null,"id":"1831039118794711124","view_count":82435,"bookmark_count":53,"created_at":1725388719000,"favorite_count":492,"quote_count":49,"reply_count":94,"retweet_count":191,"user_id_str":"29304030","conversation_id_str":"1831039118794711124","full_text":"Itās been a big year for @ionet\n\nWe built a global network of GPUs, raised over $40M from top tier investors, and launched our $IO token \n\nSo whatās next?\n\nRead below to see exactly how we plan to disrupt the $2.5 Trillion Cloud and help usher in a new age of AI:\n\nš","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,272],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"io.net","expanded_url":"http://io.net","url":"https://t.co/86vmETbMGW","indices":[2395,2418]}],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[2052,2058]},{"id_str":"1531588175000268800","name":"Aethir","screen_name":"AethirCloud","indices":[2113,2125]},{"id_str":"2653394250","name":"Filecoin","screen_name":"Filecoin","indices":[2151,2160]},{"id_str":"922670090834780162","name":"Akash Network","screen_name":"akashnet_","indices":[2229,2239]},{"id_str":"900487236315078657","name":"The Render Network","screen_name":"rendernetwork","indices":[2682,2696]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1933569148539244550","view_count":28885,"bookmark_count":55,"created_at":1749833783000,"favorite_count":469,"quote_count":5,"reply_count":56,"retweet_count":39,"user_id_str":"29304030","conversation_id_str":"1933569148539244550","full_text":"A new $200 trillion economy is emerging right nowābigger, faster, and more transformative than anything weāve ever seen.\n\nThe technology driving this isnāt just another innovation. Itās not like the internet, mobile, or social media. Itās something bigger. \n\nAI isnāt just technologyāitās becoming the very fabric of our global economy. AI will become the operating system for every market, every industry, every decision we make.\n\nBut thereās a problem.\n\nAI doesnāt just run codeāit thinks. And thinking takes enormous power, massive scale, and unprecedented infrastructure.\n\nThe current cloud wasnāt designed for that. And you can already see it breaking:\n\nā¢Scale: By 2030, GPU production will barely meet half of the worldās AI compute needs. \nā¢Reliability: From 2022 to 2024, cloud outages doubled. Infrastructure is already showing it canāt support the demands of AI.\nā¢Access: Right now, 96% of major AI models are controlled by just a few large corporations, restricting innovation, limiting access, slowing down progress.\nā¢Control: A researcher tested ChatGPT in 15 different political scenariosā14 of those showed hidden ideological biases. If centralized corporations own the AI, they also own the ideas.\nā¢Cost: Compute costs have doubled from 24% to 50% of revenues in just one year. Innovation can't survive if infrastructure eats half your margin.\n\nAWS was built for software. Azure was built for applications. \nGoogle Cloud was built for search. \n\nTheyāre powerfulābut they were never built to handle trillions of autonomous agents, real-time cognition, or a global-scale intelligence system.\n\nCentralized AI isnāt humanityās futureāitās our biggest risk.\n\nPeople wonāt see the danger clearly until the rails are already locked downāclosed off, controlled, and bottlenecked. \n\nThatās the nature of these things. By the time you notice the risk, itās usually too late.\n\nDecentralized AI isnāt just another tech trend. Itās the infrastructure we need for whatās coming next.\n\nLook at what decentralized AI can already do:\n\nā¢Scale instantly: @ionet expanded GPU access to 138 countries in under a year. @AethirCloud has activated 400K GPUs. @Filecoin onboarded over 2 EiB of data without breaking a sweat.\nā¢Resilience: @akashnet_ has maintained over 99.99% uptime since launch in 2021. Decentralized systems simply donāt go down.\nā¢Openness: Anyone, anywhere can deploy GPU clusters on https://t.co/86vmETbMGW in 90 secondsānot days or weeks.\nā¢Freedom: When Turkey banned Wikipedia, a decentralized network instantly restored it. Decentralized AI is impossible to censor.\nā¢Cost: Decentralized networks offer GPU compute at 90% lower costs compared to AWS or Google Cloud. @rendernetwork already delivers GPU rendering at costs up to 80% lower than traditional clouds. Dramatic cost reductions change everything.\n\nBuilt specifically for AI. Engineered explicitly for scale. Open by default.\n\nDecentralized AI is the only architecture designed to handle this wave.\n\nCrypto wasnāt created to speculate on coins. It was made for exactly moments like this:\n\nTo keep infrastructure open.\nTo stop power from centralizing.\nTo give us a chance to own our future, before someone else does.\n\nIf you see clearly whatās coming, you know that right now we donāt need more apps.\n\nWe need infrastructure.\n\nDonāt wait. Build the rails.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,230],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/izkqconUdp","expanded_url":"https://x.com/MTorygreen/status/1882126096050839739/photo/1","id_str":"1882126094180192256","indices":[231,254],"media_key":"3_1882126094180192256","media_url_https":"https://pbs.twimg.com/media/Gh6ntfIakAA1T7B.jpg","type":"photo","url":"https://t.co/izkqconUdp","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":720,"w":1280,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1280,"focus_rects":[{"x":0,"y":3,"w":1280,"h":717},{"x":280,"y":0,"w":720,"h":720},{"x":324,"y":0,"w":632,"h":720},{"x":460,"y":0,"w":360,"h":720},{"x":0,"y":0,"w":1280,"h":720}]},"media_results":{"result":{"media_key":"3_1882126094180192256"}}}],"symbols":[{"indices":[0,3],"text":"IO"}],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"998897550827642880","name":"io.net","screen_name":"ionet","indices":[68,74]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/izkqconUdp","expanded_url":"https://x.com/MTorygreen/status/1882126096050839739/photo/1","id_str":"1882126094180192256","indices":[231,254],"media_key":"3_1882126094180192256","media_url_https":"https://pbs.twimg.com/media/Gh6ntfIakAA1T7B.jpg","type":"photo","url":"https://t.co/izkqconUdp","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":720,"w":1280,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":720,"width":1280,"focus_rects":[{"x":0,"y":3,"w":1280,"h":717},{"x":280,"y":0,"w":720,"h":720},{"x":324,"y":0,"w":632,"h":720},{"x":460,"y":0,"w":360,"h":720},{"x":0,"y":0,"w":1280,"h":720}]},"media_results":{"result":{"media_key":"3_1882126094180192256"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1882126096050839739","view_count":27697,"bookmark_count":17,"created_at":1737568804000,"favorite_count":326,"quote_count":7,"reply_count":42,"retweet_count":51,"user_id_str":"29304030","conversation_id_str":"1882126096050839739","full_text":"$IO Nation ā\n\nI believe in ābuilding in publicā.\n\nSo going forward, @ionet is going to start sharing detailed monthly reports\non our progress, giving you a peak behind the curtain of what weāre doing.\n\nThis is the first oneā¦\n\nš\n\nš§µ https://t.co/izkqconUdp","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,248],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/60v8Bex75w","expanded_url":"https://x.com/MTorygreen/status/1957896423556763714/video/1","id_str":"1957896354052874240","indices":[249,272],"media_key":"13_1957896354052874240","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1957896354052874240/img/mdfzK38u_HG23ASj.jpg","type":"video","url":"https://t.co/60v8Bex75w","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":66325,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1957896354052874240/pl/hwTY89nTh6ZpKBB1.m3u8?tag=14&v=756"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/480x270/Dnq7FZ-gyz2QVP7c.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/640x360/RGE6Yvhvq3EckHj0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/1280x720/wemtfC0fJ67MwVDt.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1957896354052874240"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/60v8Bex75w","expanded_url":"https://x.com/MTorygreen/status/1957896423556763714/video/1","id_str":"1957896354052874240","indices":[249,272],"media_key":"13_1957896354052874240","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1957896354052874240/img/mdfzK38u_HG23ASj.jpg","type":"video","url":"https://t.co/60v8Bex75w","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1080,"w":1920,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1080,"width":1920,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":66325,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1957896354052874240/pl/hwTY89nTh6ZpKBB1.m3u8?tag=14&v=756"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/480x270/Dnq7FZ-gyz2QVP7c.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/640x360/RGE6Yvhvq3EckHj0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1957896354052874240/vid/avc1/1280x720/wemtfC0fJ67MwVDt.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1957896354052874240"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1957896423556763714","view_count":24368,"bookmark_count":18,"created_at":1755633857000,"favorite_count":171,"quote_count":1,"reply_count":36,"retweet_count":15,"user_id_str":"29304030","conversation_id_str":"1957896423556763714","full_text":"Belief that gets pushback:\n\nDeAI or bust.\n\n1) Compute deficit is permanent, ML needs rise ~100x every 3 years with new workloads stacking.\n\n2) The future is trillions of agents. No single org can manage that. Only permissionless coordination scales https://t.co/60v8Bex75w","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,230],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/0GGPdcGaJF","expanded_url":"https://x.com/MTorygreen/status/1950210629979295788/video/1","id_str":"1950210565051469824","indices":[231,254],"media_key":"13_1950210565051469824","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1950210565051469824/img/XuFcJYKHa4DaDl7y.jpg","type":"video","url":"https://t.co/0GGPdcGaJF","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":32800,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1950210565051469824/pl/yPyAizXjEDBHXdKR.m3u8?tag=14&v=9e5"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/320x568/RIkrfroH6dueB1ux.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/480x852/HCYSK85oSkI5tHL5.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/720x1280/v-3mEiTWTK4eKVHb.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1950210565051469824"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/0GGPdcGaJF","expanded_url":"https://x.com/MTorygreen/status/1950210629979295788/video/1","id_str":"1950210565051469824","indices":[231,254],"media_key":"13_1950210565051469824","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1950210565051469824/img/XuFcJYKHa4DaDl7y.jpg","type":"video","url":"https://t.co/0GGPdcGaJF","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":32800,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1950210565051469824/pl/yPyAizXjEDBHXdKR.m3u8?tag=14&v=9e5"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/320x568/RIkrfroH6dueB1ux.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/480x852/HCYSK85oSkI5tHL5.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1950210565051469824/vid/avc1/720x1280/v-3mEiTWTK4eKVHb.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1950210565051469824"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1950210629979295788","view_count":70288,"bookmark_count":44,"created_at":1753801422000,"favorite_count":278,"quote_count":2,"reply_count":35,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1950210629979295788","full_text":"80% of AI startup funding is being torched on GPUs.\n\nNo money left for building. Just survival.\n\nMeanwhile, decentralized networks offer the same compute for 90% less.\n\nDeAI is cryptoās quiet giant - ignored until itās everywhere. https://t.co/0GGPdcGaJF","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,242],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1957820854940962817","view_count":36488,"bookmark_count":24,"created_at":1755615841000,"favorite_count":178,"quote_count":1,"reply_count":35,"retweet_count":20,"user_id_str":"29304030","conversation_id_str":"1957820854940962817","full_text":"Bitcoin was Phase 1: Free the money.\nDeAI is Phase 2: Free the mind.\n\nCoins were crypto's proof of concept.\nCognition is its endgame.\n\nMoney changes what you can buy.\nIntelligence changes what you can build.\n\nDeAI will be bigger than Bitcoin.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"crowdfundinsider.com/2025/07/244870ā¦","expanded_url":"https://www.crowdfundinsider.com/2025/07/244870-blockchain-professional-comments-on-whether-crypto-legislation-the-genius-clarity-acts-should-be-combined/","url":"https://t.co/lTgVQUJbAw","indices":[255,278]}],"user_mentions":[]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1949274037060001876","view_count":108397,"bookmark_count":54,"created_at":1753578120000,"favorite_count":896,"quote_count":12,"reply_count":34,"retweet_count":25,"user_id_str":"29304030","conversation_id_str":"1949274037060001876","full_text":"The GENIUS Act shows us what happens when lawmakers use a scalpel, not a Swiss Army knife.\n\nIts reserve and redemption rules could enable AI agents to transact on crypto rails.\n\nI dive into both GENIUS and CLARITY acts in my Crowdfund Insider interview.\n\nhttps://t.co/lTgVQUJbAw","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,244],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/YByviBpHnM","expanded_url":"https://x.com/MTorygreen/status/1953832918272684332/video/1","id_str":"1953832830800474119","indices":[245,268],"media_key":"13_1953832830800474119","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1953832830800474119/img/uJIqAUjH0RmcmN8n.jpg","type":"video","url":"https://t.co/YByviBpHnM","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":41266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1953832830800474119/pl/kc9FKIlwrGvDd_Up.m3u8?tag=14&v=b9c"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/320x568/gsCbA9wMUU42xEVU.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/480x852/oPMJX8TP3jwB3QZi.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/720x1280/eIA7IVMb9nZ94xvz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1953832830800474119"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/YByviBpHnM","expanded_url":"https://x.com/MTorygreen/status/1953832918272684332/video/1","id_str":"1953832830800474119","indices":[245,268],"media_key":"13_1953832830800474119","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1953832830800474119/img/uJIqAUjH0RmcmN8n.jpg","type":"video","url":"https://t.co/YByviBpHnM","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1920,"w":1080,"resize":"fit"},"medium":{"h":1200,"w":675,"resize":"fit"},"small":{"h":680,"w":383,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":1920,"width":1080,"focus_rects":[]},"video_info":{"aspect_ratio":[9,16],"duration_millis":41266,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1953832830800474119/pl/kc9FKIlwrGvDd_Up.m3u8?tag=14&v=b9c"},{"bitrate":632000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/320x568/gsCbA9wMUU42xEVU.mp4?tag=14"},{"bitrate":950000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/480x852/oPMJX8TP3jwB3QZi.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1953832830800474119/vid/avc1/720x1280/eIA7IVMb9nZ94xvz.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1953832830800474119"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1953832918272684332","view_count":27377,"bookmark_count":29,"created_at":1754665042000,"favorite_count":247,"quote_count":3,"reply_count":32,"retweet_count":21,"user_id_str":"29304030","conversation_id_str":"1953832918272684332","full_text":"AI canāt run on clouds that crash.\n\nOutages doubled in 2 years. Centralized infra is a ticking time bomb.\n\nBitcoin shows us the blueprint:\n> 99.9% uptime.\n> No CEO.\n> No single point of failure.\n\nDeAI isnāt just next - itās inevitable. https://t.co/YByviBpHnM","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,273],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/9srMaB5FBa","expanded_url":"https://x.com/MTorygreen/status/1971230957186466225/photo/1","id_str":"1971230952396648448","indices":[274,297],"media_key":"3_1971230952396648448","media_url_https":"https://pbs.twimg.com/media/G1s4G2_bcAAWY6y.png","type":"photo","url":"https://t.co/9srMaB5FBa","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":673,"w":878,"resize":"fit"},"medium":{"h":673,"w":878,"resize":"fit"},"small":{"h":521,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":673,"width":878,"focus_rects":[{"x":0,"y":171,"w":878,"h":492},{"x":103,"y":0,"w":673,"h":673},{"x":144,"y":0,"w":590,"h":673},{"x":271,"y":0,"w":337,"h":673},{"x":0,"y":0,"w":878,"h":673}]},"media_results":{"result":{"media_key":"3_1971230952396648448"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"792359016592584704","name":"Apptronik","screen_name":"Apptronik","indices":[813,823]},{"id_str":"1013846930634391552","name":"Figure","screen_name":"Figure","indices":[825,832]},{"id_str":"1808645361202049025","name":"OpenMind","screen_name":"openmind_agi","indices":[3155,3168]},{"id_str":"1708794219828285440","name":"Auki","screen_name":"AukiNetwork","indices":[3182,3194]},{"id_str":"1584482213701238784","name":"Silencio","screen_name":"silencioNetwork","indices":[4009,4025]},{"id_str":"1127665795251822594","name":"Over the Reality š","screen_name":"OVRtheReality","indices":[4030,4044]},{"id_str":"792359016592584704","name":"Apptronik","screen_name":"Apptronik","indices":[813,823]},{"id_str":"1013846930634391552","name":"Figure","screen_name":"Figure","indices":[825,832]},{"id_str":"1808645361202049025","name":"OpenMind","screen_name":"openmind_agi","indices":[3155,3168]},{"id_str":"1708794219828285440","name":"Auki","screen_name":"AukiNetwork","indices":[3182,3194]},{"id_str":"1584482213701238784","name":"Silencio","screen_name":"silencioNetwork","indices":[4009,4025]},{"id_str":"1127665795251822594","name":"Over the Reality š","screen_name":"OVRtheReality","indices":[4030,4044]}]},"extended_entities":{"media":[{"display_url":"pic.x.com/9srMaB5FBa","expanded_url":"https://x.com/MTorygreen/status/1971230957186466225/photo/1","id_str":"1971230952396648448","indices":[274,297],"media_key":"3_1971230952396648448","media_url_https":"https://pbs.twimg.com/media/G1s4G2_bcAAWY6y.png","type":"photo","url":"https://t.co/9srMaB5FBa","ext_media_availability":{"status":"Available"},"features":{"large":{"faces":[]},"medium":{"faces":[]},"small":{"faces":[]},"orig":{"faces":[]}},"sizes":{"large":{"h":673,"w":878,"resize":"fit"},"medium":{"h":673,"w":878,"resize":"fit"},"small":{"h":521,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":673,"width":878,"focus_rects":[{"x":0,"y":171,"w":878,"h":492},{"x":103,"y":0,"w":673,"h":673},{"x":144,"y":0,"w":590,"h":673},{"x":271,"y":0,"w":337,"h":673},{"x":0,"y":0,"w":878,"h":673}]},"media_results":{"result":{"media_key":"3_1971230952396648448"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1971230957186466225","view_count":40925,"bookmark_count":15,"created_at":1758813058000,"favorite_count":165,"quote_count":4,"reply_count":29,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1971230957186466225","full_text":"The robots are here.\n\nAre we ready for a world where machines pay machines?\n\nā¢\n\nWe're on the cusp of the sixth wave of innovation: embodied AI.\n\nNot the cute robots that vacuum your floor or the industrial arms welded to factory floors, but the science fiction vision we've envisioned since the 1960s ā general-purpose humanoids that will fundamentally reshape our economy.\n\nThe numbers are staggering: a projected global labor shortfall of 85 million workers, creating an $8.5 trillion hole in future GDP.\n\nThe solution isn't more software or productivity hacks.\n\nIt's intelligence poured into steel and silicon ā a new form of labor that works 22 hours a day, never unionizes, and whose marginal cost trends toward zero.\n\nThat's a $42 trillion addressable market.\n\nLet that sink in.\n\nThe players are lining up: @Apptronik, @Figure, and a legion of others racing to build the Model T of humanoids.\n\nTechno-optimists paint a utopian future of abundance.\n\nDoomers envision masses of economically redundant humans subsisting on UBI.\n\nBoth sides are missing something critical.\n\nThe real story isn't the robots themselves.\n\nIt's the orchestration layer.\n\nThe silent, invisible financial and logistical nervous system that will allow billions of these autonomous agents to function in a coordinated economy. And that system will not be built on legacy banking rails or corporate silos.\n\nIt'll be built on crypto... not because it should be, but because it has to be.\n\nThis isn't a bullish prediction. It's an inevitability ā a collision of necessity and technological capability.\n\nThe scaling of general-purpose robots faces five fundamental problems that traditional tech stacks simply can't solve:\n\nā¢\n\n1) The Machine-to-Machine (M2M) Economy Problem\n\nWhen you have a billion robots performing micro-tasks ā hauling boxes, scanning shelves, frying eggs ā you need a payment system that can handle billions of microtransactions with finality and near-zero fees.\n\nVisa can't do this. SWIFT can't do this. Traditional banking infrastructure would collapse under this load.\n\nStablecoins on a high-throughput blockchain can handle this with ease. This isn't a nice-to-have feature; it's a non-negotiable prerequisite for a frictionless economy of things.\n\nImagine a delivery robot that needs to pay a charging station $0.0023 for a quick top-up, then pays a traffic optimization DAO $0.0015 for priority routing information. All of this happens in seconds, with no human intervention, at a cost that rounds to zero. The legacy financial system would drown in the overhead of these transactions.\n\nā¢\n\n2) The Verifiable Truth Problem\n\nDid the delivery robot actually leave the package at the correct GPS coordinate?\n\nDid the manufacturing bot complete its quality assurance scan properly?\n\nFor robots to trust each other and for humans to trust robots, we need cryptographically signed, tamper-proof proofs of work, location, and identity.\n\nA centralized database owned by Amazon or Google represents a single point of failure and a target for manipulation. A decentralized ledger provides a source of verifiable truth that no single entity controls.\n\nProjects like @openmind_agi's FABRIC and @AukiNetwork's Posemesh aren't building gimmicky features ā they're building the fundamental trust layer for physical automation. When your life depends on a robot surgeon not glitching out, you'll want that surgical procedure logged on an immutable ledger, not in some hospital's SQL database that can be edited retroactively.\n\nā¢\n\n3) The Data Famine Problem\n\nThe current bottleneck in robotics isn't hardware or even algorithms ā it's a lack of diverse training data. A robot trained to make coffee in a San Francisco startup's kitchen will short-circuit in a dimly lit Tokyo cafe.\n\nWe need a global, incentivized network to gather this data. Crypto is the only vehicle that can efficiently coordinate and pay a global army of data contributors with stablecoins, bypassing forex complications and legacy payment bottlenecks.\n\n@silencioNetwork and @OVRtheReality represent early examples ā decentralized physical infrastructure networks (DePINs) that pay humans to feed sensory data to machines, building the dataset for the robot uprising one microtask at a time.\n\nā¢\n\n4) The Capital Formation Problem\n\nA high-quality humanoid robot costs around $50,000 today. Scaling to millions of units requires capital on a scale that makes even venture capitalists nervous.\n\nCrypto enables fractional ownership and leasing models via tokenization. You won't \"buy\" a Tesla Optimus; you'll buy a slice of a robot fleet DAO that generates yield from its labor, democratizing access and solving the funding gap in one move.\n\nThis is capital finding its most efficient use ā the purest expression of what crypto was designed to enable.\n\nā¢\n\n5) The Silo Problem\n\nThe world does not need ten competing, walled-garden robot ecosystems that can't talk to each other. We need a neutral, decentralized protocol for communication and settlement - an HTTP or TCP/IP for physical labor. This will not be built by a corporation; it will be built as a public good on a blockchain, exactly as OpenMind, Codec, and others are attempting. The market will demand it.\n\nSkeptics will scoff.\n\nThey'll point to the current crypto robotics market cap of $250 million and call it peanuts.\n\nThey're right.\n\nBut they're also blind.\n\nThis is the seed of the system that will run the world. This is the plumbing. The story of the next decade isn't just about who builds the best robot arm; it's about who builds the financial and operational layer upon which all robotic labor transacts.\n\nThe system's response is to create a new asset class: robotic labor, owned by capital and coordinated by crypto. It is the most profound transfer of economic agency in human history.\n\nIt won't be gradual.\n\nIt will be a step-function change in how labor is organized, compensated, and deployed.\n\nThe horses never saw the car coming. The question is whether we, hurtling toward our own obsolescence, will see the blockchain that powers it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,265],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1958371701047316906","quoted_status_permalink":{"url":"https://t.co/yXzP44GmtL","expanded":"https://twitter.com/1299523632868110338/status/1958371701047316906","display":"x.com/12995236328681ā¦"},"retweeted":false,"fact_check":null,"id":"1959220576507310327","view_count":10019,"bookmark_count":29,"created_at":1755949560000,"favorite_count":81,"quote_count":2,"reply_count":27,"retweet_count":14,"user_id_str":"29304030","conversation_id_str":"1959220576507310327","full_text":"The bubble frame is lazy.\n\nAI is rewiring unit economics. When cognition gets cheaper, margins change, not just multiples. It can run longer, but watch out for bottlenecks like energy, GPUs, distribution, and architecture.\n\nSolve allocation on permissionless rails.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,241],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"beincrypto.com/decentralizatiā¦","expanded_url":"https://beincrypto.com/decentralization-key-big-tech-ai-monopoly/","url":"https://t.co/PtOj3fuuSD","indices":[218,241]}],"user_mentions":[{"id_str":"1021643080208801792","name":"BeInCrypto","screen_name":"beincrypto","indices":[26,37]}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1959238696064241860","view_count":25967,"bookmark_count":17,"created_at":1755953880000,"favorite_count":85,"quote_count":0,"reply_count":26,"retweet_count":14,"user_id_str":"29304030","conversation_id_str":"1959238696064241860","full_text":"I have a new piece out at @beincrypto.\n\nCentralized AI is the choke point. Three clouds set prices, rules, and the mute button.\n\nDeAI is the alternative ā permissionless models, compute, and data so anyone can build.\n\nhttps://t.co/PtOj3fuuSD","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,279],"entities":{"hashtags":[],"symbols":[{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"},{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"},{"indices":[197,200],"text":"IO"},{"indices":[201,205],"text":"AKT"},{"indices":[206,211],"text":"RNDR"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1975260546250444995","view_count":21120,"bookmark_count":10,"created_at":1759773787000,"favorite_count":179,"quote_count":0,"reply_count":25,"retweet_count":28,"user_id_str":"29304030","conversation_id_str":"1975260546250444995","full_text":"The cloud market is nearing $1 trillion in 2025, but AI workloads are growing twice as fast as total cloud demand.\n\nEvery hyperscaler is trapped in the same physical bottleneck: chips and energy.\n\n$IO $AKT $RNDR - all operate a structural arbitrage: aggregating underused GPUs at significantly lower cost.\n\nThey turn waste into yield.\n\nWhere AWS earns 35% gross margins from ownership, DeAI earns coordination spreads from liquidity.\n\nThe same customer problems are solved, but with a fundamentally lower cost basis.\n\nCentralized clouds can't compete with that cost curve.\n\nNot now, and not ever.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,218],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1970474239989100676","view_count":13517,"bookmark_count":9,"created_at":1758632643000,"favorite_count":133,"quote_count":2,"reply_count":23,"retweet_count":14,"user_id_str":"29304030","conversation_id_str":"1970474239989100676","full_text":"People frame DeAI as ā just a cheaper AWS.ā\n\nThatās like calling Bitcoin āPayPal 2.0.ā\n\nThat completely misses the point.\n\nDeAI isnāt a better service. Itās a different paradigm.\n\nWhat''s cognition without gatekeepers?","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,271],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1974097149630820683","view_count":20609,"bookmark_count":10,"created_at":1759496412000,"favorite_count":137,"quote_count":1,"reply_count":23,"retweet_count":17,"user_id_str":"29304030","conversation_id_str":"1974097149630820683","full_text":"Electric grids taught us the importance of redundancy. AI needs the same.\n\nIf one grid goes down, the mesh keeps us from losing power.\n\nIf one centralized provider goes down, AI goes dark.\n\nBlockchains are that mesh.\n\nElectricity powered machines.\n\nDeAI will power minds.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}],"activities":{"nreplies":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":15,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":12,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":20,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":5,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":3,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":9,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":2,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":7,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":2,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":11,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":1,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":26,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":6,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":6,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":5,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":6,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":0,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":4,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":0,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":30,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nretweets":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":7,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":9,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":13,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":12,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":4,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":2,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":11,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":13,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":5,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":0,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":11,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nlikes":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":57,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":75,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":102,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":85,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":16,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":7,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":66,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":101,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":9,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":2,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":5,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":21,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":12,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":2,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":134,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nviews":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":15275,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":69,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":86,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":4213,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":23278,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":7010,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":527,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":555,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":3001,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":24738,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":461,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":1660,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":156,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":554,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":15308,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":353,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":25201,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}]},"interactions":{"users":[{"created_at":1533305071000,"uid":"1025381906173583361","id":"1025381906173583361","screen_name":"cryptopunk7213","name":"Ejaaz","friends_count":2960,"followers_count":32672,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1942232699772489728/QLKt85RQ_normal.jpg","description":"treading the line between AI and Crypto | Investing @26cryptocapital | AI @limitlessFT | Contributing @aicceleratedao Prev. @coinbase @consensys","entities":{"description":{"urls":[]}},"interactions":1}],"period":14,"start":1762364039691,"end":1763573639691},"interactions_updated":1763573639789,"created":1763573639487,"updated":1763573639789,"type":"the visionary","hits":1},"people":[{"user":{"id":"759894532649545732","name":"Aravind Srinivas","description":"CEO @perplexity_ai","followers_count":322274,"friends_count":1265,"statuses_count":8129,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1977794342241845248/3m4UG_I9_normal.jpg","screen_name":"AravSrinivas","location":"SF","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"os.ai","expanded_url":"https://os.ai","url":"https://t.co/UmCAcxDnFi","indices":[0,23]}]}}},"details":{"type":"The Visionary","description":"Aravind Srinivas is a forward-thinking CEO who blends cutting-edge AI innovation with a deep sense of purpose. As the leader of Perplexity AI, he actively shapes the future of technology while engaging with influential figures to amplify his vision. His tweets reflect a rare mix of technological transcendence and grounded ideals, inspiring many to rethink AI's role in society.","purpose":"To pioneer transformative AI technologies that elevate humanity and align with a higher purpose or dharma, while influencing global technology adoption through visionary leadership.","beliefs":"Aravind values purpose-driven innovation, believing that technology should serve a greater calling beyond profit alone. He respects disciplined visionaries and leaders who stay committed to evolving ideas for societal progress.","facts":"Fun fact: Aravindās tweets have amassed millions of views, with topics ranging from AI transcendence to high-profile collaborations with leaders like Prime Minister Narendra Modi, blending spirituality with technological futurism.","strength":"His greatest strength is his ability to envision and communicate a compelling future where AI transcends traditional limits, inspiring both tech insiders and influential global leaders alike.","weakness":"However, his visionary ideals may sometimes seem overly ambitious or abstract to more pragmatic audiences, potentially making his messaging less accessible to everyday users.","roast":"Aravind probably spends more time staring into the AI matrix than his own reflectionārumor has it his mirror started asking him existential questions instead of the other way around.","win":"Landing meaningful conversations and public endorsements with prominent world leaders like Prime Minister Narendra Modi, positioning Perplexity AI as a key player on the global tech stage.","recommendation":"To grow his audience on X, Aravind should leverage his unique position by sharing behind-the-scenes insights into AI breakthroughs and leadership moments, balancing visionary messaging with actionable takeaways to engage a broader, tech-curious audience."},"created":1763018549200,"type":"the visionary","id":"aravsrinivas"}],"activities":{"nreplies":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":15,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":12,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":20,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":5,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":3,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":9,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":2,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":7,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":2,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":11,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":1,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":26,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nbookmarks":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":6,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":6,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":5,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":6,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":0,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":0,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":4,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":1,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":0,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":2,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":0,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":30,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nretweets":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":7,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":9,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":13,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":12,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":4,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":2,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":11,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":13,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":1,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":0,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":0,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":5,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":0,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":0,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":11,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nlikes":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":57,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":0,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":0,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":75,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":102,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":85,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":16,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":7,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":66,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":101,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":9,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":2,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":5,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":21,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":12,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":2,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":134,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}],"nviews":[{"label":"2025-10-21","value":0,"startTime":1760918400000,"endTime":1761004800000,"tweets":[]},{"label":"2025-10-22","value":0,"startTime":1761004800000,"endTime":1761091200000,"tweets":[]},{"label":"2025-10-23","value":15275,"startTime":1761091200000,"endTime":1761177600000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1981012173997711485","view_count":15275,"bookmark_count":6,"created_at":1761145082000,"favorite_count":57,"quote_count":1,"reply_count":15,"retweet_count":7,"user_id_str":"29304030","conversation_id_str":"1981012173997711485","full_text":"Everyoneās chasing bigger models.\n\nBut few realize they're context-starved.\n\nScale doesnāt guarantee relevance.\n\nBig models are still blind to context unless you bring them close to where real-world data is generated.\n\nThe winner wonāt be the largest - itāll be the closest.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-24","value":69,"startTime":1761177600000,"endTime":1761264000000,"tweets":[{"bookmarked":false,"display_text_range":[12,190],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"965990932549177344","name":"Uma Roy","screen_name":"pumatheuma","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"pumatheuma","lang":"en","retweeted":false,"fact_check":null,"id":"1981499373319344360","view_count":69,"bookmark_count":0,"created_at":1761261239000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1981452545143754900","full_text":"@pumatheuma itās easier to sell marketing tools than to fix epistemic rot. but once the web drowns in synthetic noise, verification will become the scarce resource - and the defensible moat.","in_reply_to_user_id_str":"965990932549177344","in_reply_to_status_id_str":"1981452545143754900","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-25","value":0,"startTime":1761264000000,"endTime":1761350400000,"tweets":[]},{"label":"2025-10-26","value":0,"startTime":1761350400000,"endTime":1761436800000,"tweets":[]},{"label":"2025-10-27","value":86,"startTime":1761436800000,"endTime":1761523200000,"tweets":[{"bookmarked":false,"display_text_range":[12,75],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1435408360023670786","name":"0xDesigner","screen_name":"0xDesigner","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"0xDesigner","lang":"en","retweeted":false,"fact_check":null,"id":"1982437839452487706","view_count":86,"bookmark_count":0,"created_at":1761484987000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982276321498571203","full_text":"@0xDesigner itās the internet finally finding the pay button it lost in 90s","in_reply_to_user_id_str":"1435408360023670786","in_reply_to_status_id_str":"1982276321498571203","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-28","value":4213,"startTime":1761523200000,"endTime":1761609600000,"tweets":[{"bookmarked":false,"display_text_range":[0,270],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1982824125229129941","view_count":4095,"bookmark_count":6,"created_at":1761577085000,"favorite_count":73,"quote_count":1,"reply_count":11,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1982824125229129941","full_text":"DeAI = the brain (models, agents, cognition)\n\nDePIN = the body (GPU, storage, networking)\n\nx402 = the bloodstream (payments between machines)\n\nStack them, and AI crosses the line - from \"just\" software to a self-running economy that moves and allocates value on its own.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1388236590049206272","name":"Amy Wu Martin","screen_name":"amytongwu","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"amytongwu","lang":"en","retweeted":false,"fact_check":null,"id":"1982821382359855358","view_count":118,"bookmark_count":0,"created_at":1761576431000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1982801233749381205","full_text":"@amytongwu creationās getting flatter, not just bigger. ai narrows the skill gap but widens the taste gap - output parity doesnāt mean aesthetic parity. curation becomes the new craft.","in_reply_to_user_id_str":"1388236590049206272","in_reply_to_status_id_str":"1982801233749381205","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-29","value":23278,"startTime":1761609600000,"endTime":1761696000000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1983192045406826847","view_count":23278,"bookmark_count":5,"created_at":1761664804000,"favorite_count":102,"quote_count":1,"reply_count":20,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1983192045406826847","full_text":"Everyone talking about x402 overlooks something critical:\n\nAn unaligned agent that can transact on its own doesnāt just \"answer badly.\"\n\nIt can route funds to itself, front-run a user, or squat on blockspace.\n\nIf you thought PvP financial markets with humans were hard, PvP vs agents is a completely different sport.\n\nDeAI solves the agent accountability gap by embedding reputation in a loop that stays on-chain forever.\n\nPolicies compile to rules.\nRules compile to programs.\nPrograms emit receipts.\n\nDonāt just trust any model - especially when it handles your funds.\n\nMake them earn it in public, one verifiable receipt at a time.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-30","value":0,"startTime":1761696000000,"endTime":1761782400000,"tweets":[]},{"label":"2025-10-31","value":7010,"startTime":1761782400000,"endTime":1761868800000,"tweets":[{"bookmarked":false,"display_text_range":[9,226],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1600230048572792846","name":"Simon Dedic","screen_name":"sjdedic","indices":[0,8]}]},"favorited":false,"in_reply_to_screen_name":"sjdedic","lang":"en","retweeted":false,"fact_check":null,"id":"1983965944591610227","view_count":7010,"bookmark_count":6,"created_at":1761849316000,"favorite_count":85,"quote_count":0,"reply_count":5,"retweet_count":12,"user_id_str":"29304030","conversation_id_str":"1983935822182138011","full_text":"@sjdedic Extreme doubt is the biggest bottom signal in the world. Hugely bullish.\n\nWhat scares me is when weāre in a bull and people say stupid thighs like āthis will never endā.\n\nGo against the crowd and you will always win.","in_reply_to_user_id_str":"1600230048572792846","in_reply_to_status_id_str":"1983935822182138011","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-01","value":527,"startTime":1761868800000,"endTime":1761955200000,"tweets":[{"bookmarked":false,"display_text_range":[0,269],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1984349678234976446","view_count":527,"bookmark_count":0,"created_at":1761940805000,"favorite_count":16,"quote_count":0,"reply_count":3,"retweet_count":4,"user_id_str":"29304030","conversation_id_str":"1984349678234976446","full_text":"People ask, \"Is the model aligned?\"\nI ask, \"Aligned with whom?\"\n\nA doctor wants probabilities.\nA patient wants comfort.\nTeachers want rigor.\nStudents want answers.\n\nContexts collide.\nUniform alignment erases real needs.\n\nDeAI lets preferences coexist without a referee.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-02","value":0,"startTime":1761955200000,"endTime":1762041600000,"tweets":[]},{"label":"2025-11-03","value":555,"startTime":1762041600000,"endTime":1762128000000,"tweets":[{"bookmarked":false,"display_text_range":[0,285],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985058584686895463","view_count":555,"bookmark_count":0,"created_at":1762109821000,"favorite_count":7,"quote_count":0,"reply_count":9,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985058584686895463","full_text":"The line between robot and data center is blurring.\n\nEach drone or vehicle can be a node in a cognitive network. When machines can earn, spend, and learn on their own, the industrial stack starts to resemble a blockchain.\n\n> DeAI routes the right tasks to the right machine.\n> ZK verifies task completion.\n> Stablecoins settle A2A (agent to agent) payments in seconds.\n\nFactories and fleets become APIs.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-04","value":3001,"startTime":1762128000000,"endTime":1762214400000,"tweets":[{"bookmarked":false,"display_text_range":[0,256],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985360326863548698","view_count":479,"bookmark_count":1,"created_at":1762181762000,"favorite_count":7,"quote_count":0,"reply_count":1,"retweet_count":2,"user_id_str":"29304030","conversation_id_str":"1985360326863548698","full_text":"The 402 status code slept for 30 years.\n\nx402 revives it as the handshake between AI and money.\n\nEvery call becomes pay-per-use, so agents can act without a human in the loop.\n\nNo API keys, no billing dashboards.\n\nThe network thinks and pays in one motion.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1985420723163464124","view_count":2522,"bookmark_count":3,"created_at":1762196162000,"favorite_count":59,"quote_count":0,"reply_count":1,"retweet_count":9,"user_id_str":"29304030","conversation_id_str":"1985420723163464124","full_text":"I donāt want you to trust a platform.\n\nI want you to verify the math.\n\nCentralized AI asks you to trust the company, the controls, the policies.\n\nZK AI asks you to trust a proof that the work was done correctly.\n\nAgents run on your device, attest on-chain, and the model never sees your inputs in the clear.\n\nPrivacy becomes computation, not compliance.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-05","value":0,"startTime":1762214400000,"endTime":1762300800000,"tweets":[]},{"label":"2025-11-06","value":0,"startTime":1762300800000,"endTime":1762387200000,"tweets":[]},{"label":"2025-11-07","value":24738,"startTime":1762387200000,"endTime":1762473600000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[{"indices":[1165,1169],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1986508643525943534","view_count":18065,"bookmark_count":1,"created_at":1762455542000,"favorite_count":86,"quote_count":0,"reply_count":7,"retweet_count":13,"user_id_str":"29304030","conversation_id_str":"1986508643525943534","full_text":"The trust problem in AI is the same one finance faced a century ago.\n\nIn financial systems, thereās a classic trade-off:\n\n> If you make everything transparent, regulators and the public can confirm a bank isnāt hiding losses (good for solvency), but you risk exposing private details.\n\n> If you make everything opaque, you protect privacy, but no one can verify the system is safe.\n\nTradFi bridged that gap with audits: third parties check the books and vouch that things add up without publishing everyoneās account details.\n\nAI doesn't have that yet.\n\nModels either expose everything (for trust) or hide everything (for IP).\n\nThereās no middle ground... no shared truth layer yet.\n\nNow, DeAI needs to make cognition auditable.\n\nThis is where DeAI and zero-knowledge (ZK) proofs come in.\n\nImagine being able to verify that an AI agent used the right data, ran the right model, and produced the right output... without ever seeing the underlying data or model itself.\n\nZK is the receipt for computation. It proves correctness while keeping the contents private. This is cryptographic accountability, where proofs are used instead of NDAs.\n\nWeāve seen this before.\n\n$ZEC made privacy auditable.\n\nRegulators could verify supply integrity without knowing who held what, which is policy-compatible privacy.\n\nZK Cognition does the same for intelligence by auditing without exposing data, which is how we move from belief-based to proof-based intelligence.\n\nWhy this matters:\n\n> If agents can prove correctness privately, capital flows into them.\n\n> If they canāt, risk premiums spike. Investors demand higher returns or avoid DeAI altogether, because it feels risky.\n\nZK Cognition reduces AI counterparty risk. You can prove that AI did its job correctly without revealing the sensitive data - and thatās what unlocks scale.\n\nAt the macro level, ZK Cognition lets AI infrastructure remain compliant and decentralized at the same time.\n\nItās what makes DeAI viable in jurisdictions where data sovereignty laws collide with global compute demand.\n\nPrivacy isnāt about hiding anymore. Itās about keeping throughput under local control while staying globally composable.\n\nWeāre heading toward a world where intelligence itself becomes the new consensus layer.\n\nAnd for that to work, it canāt be owned.\n\nIntelligence has to be provable, not promised.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[11,152],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1825243643529027584","name":"Lisan al Gaib","screen_name":"scaling01","indices":[0,10]}]},"favorited":false,"in_reply_to_screen_name":"scaling01","lang":"en","retweeted":false,"fact_check":null,"id":"1986504056970641577","view_count":6055,"bookmark_count":0,"created_at":1762454449000,"favorite_count":15,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986450149107695897","full_text":"@scaling01 the biggest upside for builders is the developer commons. when models and toolchains are open, innovation multiplies through reuse and forks.","in_reply_to_user_id_str":"1825243643529027584","in_reply_to_status_id_str":"1986450149107695897","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[12,115],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1137701","name":"David Sacks","screen_name":"DavidSacks","indices":[0,11]}]},"favorited":false,"in_reply_to_screen_name":"DavidSacks","lang":"en","retweeted":false,"fact_check":null,"id":"1986510976154481116","view_count":618,"bookmark_count":0,"created_at":1762456098000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986476840207122440","full_text":"@DavidSacks exactly, the ecosystemās already antifragile. federal money is better spent on power and energy for AI.","in_reply_to_user_id_str":"1137701","in_reply_to_status_id_str":"1986476840207122440","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-08","value":461,"startTime":1762473600000,"endTime":1762560000000,"tweets":[{"bookmarked":false,"display_text_range":[0,277],"entities":{"hashtags":[],"symbols":[{"indices":[0,4],"text":"ZEC"}],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1986508643525943534","quoted_status_permalink":{"url":"https://t.co/4tX6suNwas","expanded":"https://twitter.com/29304030/status/1986508643525943534","display":"x.com/29304030/statuā¦"},"retweeted":false,"fact_check":null,"id":"1986870278899839296","view_count":407,"bookmark_count":0,"created_at":1762541763000,"favorite_count":3,"quote_count":0,"reply_count":1,"retweet_count":1,"user_id_str":"29304030","conversation_id_str":"1986870278899839296","full_text":"$ZEC sparked private capital formation.\n\nDeAI puts a price on provable cognition.\n\nAgents that prove correctness will attract capital, like audited banks post-Depression.\n\nOnce inference is a market, privacy gets priced like risk.\n\nZK cognition is how AI earns a balance sheet.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":1,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[34,287],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]},{"id_str":"574032254","name":"Coinbase š”ļø","screen_name":"coinbase","indices":[10,19]},{"id_str":"1529875152460193794","name":"Ethereum Foundation","screen_name":"ethereumfndn","indices":[20,33]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1986877264265683433","view_count":54,"bookmark_count":0,"created_at":1762543428000,"favorite_count":6,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1986755198212096486","full_text":"@S4mmyEth @coinbase @ethereumfndn loved your writeup but it assumes exponential composability without friction. different angle - agents hit legal, data, and reputational walls fast. even more opportunity might be in tooling that manages those collisions, not just the agents themselves.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1986755198212096486","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-09","value":1660,"startTime":1762560000000,"endTime":1762646400000,"tweets":[{"bookmarked":false,"display_text_range":[0,278],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1987263362963788273","view_count":1660,"bookmark_count":0,"created_at":1762635481000,"favorite_count":2,"quote_count":0,"reply_count":2,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987263362963788273","full_text":"I used to use ChatGPT for fitness.\n\nIād upload a photo and it would tell me which muscle groups needed work.\n\nNow it says:\n\"I canāt comment on your physical appearance.\"\n\nThatās how soft control begins.\n\nFirst, models canāt help you harm anyone.\nThen, they canāt talk about your body.\nNext, they refuse entire categories of thought.\n\nThe pattern is always the same:\ncontrol packaged as compassion, censorship shipped as safety.\n\nAutocracy doesnāt always start with guns.\nIt starts with defaults.\nCode decides what you can ask,\nthen what you can see,\nthen shapes who you can be.\n\nThe machine isnāt protecting you.\nItās training you to comply.\n\nDonāt build systems that protect people from choice.\n\nBuild ones that return it.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-10","value":0,"startTime":1762646400000,"endTime":1762732800000,"tweets":[]},{"label":"2025-11-11","value":156,"startTime":1762732800000,"endTime":1762819200000,"tweets":[{"bookmarked":false,"display_text_range":[16,225],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1987905472633135605","view_count":64,"bookmark_count":0,"created_at":1762788572000,"favorite_count":2,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987712130779320800","full_text":"@cryptopunk7213 cheap training usually stands on open weights, public recipes, and prior papers from the same labs people say are \"wasting\" compute. the first mover pays exploration tax, the fast follower enjoys the discount.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1987712130779320800","is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[10,134],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"223921570","name":"s4mmy","screen_name":"S4mmyEth","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"S4mmyEth","lang":"en","retweeted":false,"fact_check":null,"id":"1987893031169896904","view_count":92,"bookmark_count":0,"created_at":1762785606000,"favorite_count":3,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1987867266935886151","full_text":"@S4mmyEth the connective tissue is forming - zk for proof, x402 for payment, agents for logic, ERC-8004 for identity & reputation.","in_reply_to_user_id_str":"223921570","in_reply_to_status_id_str":"1987867266935886151","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-12","value":554,"startTime":1762819200000,"endTime":1762905600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]},{"id_str":"1261335549215989760","name":"Polymarket","screen_name":"Polymarket","indices":[98,109]},{"id_str":"1071484733543079936","name":"Kalshi","screen_name":"Kalshi","indices":[114,121]}]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1988350525616910601","view_count":554,"bookmark_count":2,"created_at":1762894681000,"favorite_count":21,"quote_count":0,"reply_count":11,"retweet_count":5,"user_id_str":"29304030","conversation_id_str":"1988350525616910601","full_text":"People bet on emotion and information.\n\nAI bets on latency and receipts.\n\nPrediction markets like @Polymarket and @Kalshi are turning into sandboxes for autonomous agents.\n\nThese agents donāt speculate, they execute: parse streams, price odds, settle in milliseconds - faster than any human trader can blink.\n\nx402 handles micropayments for live data access.\n\nERC-8004 secures agent reputation in oracle disputes.\n\nThe result is algorithms wagering against each other, with people supplying the signal.\n\nEmotion becomes the signal to trade, not the trader.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-13","value":0,"startTime":1762905600000,"endTime":1762992000000,"tweets":[]},{"label":"2025-11-14","value":0,"startTime":1762992000000,"endTime":1763078400000,"tweets":[]},{"label":"2025-11-15","value":0,"startTime":1763078400000,"endTime":1763164800000,"tweets":[]},{"label":"2025-11-16","value":0,"startTime":1763164800000,"endTime":1763251200000,"tweets":[]},{"label":"2025-11-17","value":15308,"startTime":1763251200000,"endTime":1763337600000,"tweets":[{"bookmarked":false,"display_text_range":[10,224],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"33836629","name":"Andrej Karpathy","screen_name":"karpathy","indices":[0,9]}]},"favorited":false,"in_reply_to_screen_name":"karpathy","lang":"en","retweeted":false,"fact_check":null,"id":"1990162404651814996","view_count":15308,"bookmark_count":0,"created_at":1763326667000,"favorite_count":12,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990116666194456651","full_text":"@karpathy some \"non-verifiable\" tasks can become verifiable with better formalization. governance, markets, coordination - these look fuzzy, but with reputation systems and zk attestations you can create measurable feedback.","in_reply_to_user_id_str":"33836629","in_reply_to_status_id_str":"1990116666194456651","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-18","value":353,"startTime":1763337600000,"endTime":1763424000000,"tweets":[{"bookmarked":false,"display_text_range":[0,274],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"favorited":false,"lang":"en","retweeted":false,"fact_check":null,"id":"1990525370739929394","view_count":353,"bookmark_count":0,"created_at":1763413205000,"favorite_count":2,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990525370739929394","full_text":"2021 rewarded attention.\n2025 rewards utility.\n\nLiquidity was the product.\nNarratives pulled in capital long before anything shipped, and most systems had no obligation to do real work.\n\nWhen the cycle turned, there was nothing underneath to keep them alive.\n\nThis time, the signals look different.\n\nOpen any DePIN or infra dashboard to see actual activity: GPUs rented, TBs stored, compute delivered, tasks routed, nodes proving reliability.\n\nThese flows donāt disappear because sentiment is bad.\n\nThey disappear only when the underlying economics stop making sense.\n\nThatās the distinction the market is slowly waking up to.\n\nAttention creates volatility.\nUtility creates durability.\n\nAnd in a cycle like this, durability is the only metric that matters.","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-19","value":25201,"startTime":1763424000000,"endTime":1763510400000,"tweets":[{"bookmarked":false,"display_text_range":[0,262],"entities":{"hashtags":[],"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[]},"extended_entities":{"media":[{"display_url":"pic.x.com/rnSnwtRKZx","expanded_url":"https://x.com/MTorygreen/status/1990813188934545532/video/1","id_str":"1990813023980879872","indices":[263,286],"media_key":"13_1990813023980879872","media_url_https":"https://pbs.twimg.com/amplify_video_thumb/1990813023980879872/img/3HmwuxN4esC_UiKy.jpg","type":"video","url":"https://t.co/rnSnwtRKZx","additional_media_info":{"monetizable":false},"ext_media_availability":{"status":"Available"},"sizes":{"large":{"h":1152,"w":2048,"resize":"fit"},"medium":{"h":675,"w":1200,"resize":"fit"},"small":{"h":383,"w":680,"resize":"fit"},"thumb":{"h":150,"w":150,"resize":"crop"}},"original_info":{"height":2160,"width":3840,"focus_rects":[]},"video_info":{"aspect_ratio":[16,9],"duration_millis":173566,"variants":[{"content_type":"application/x-mpegURL","url":"https://video.twimg.com/amplify_video/1990813023980879872/pl/qckOOQBTzpUH7ZkP.m3u8?tag=14"},{"bitrate":288000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/480x270/shLZUGlOgshGN2JC.mp4?tag=14"},{"bitrate":832000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/640x360/NTKlMSUmHrI-vDH0.mp4?tag=14"},{"bitrate":2176000,"content_type":"video/mp4","url":"https://video.twimg.com/amplify_video/1990813023980879872/vid/avc1/1280x720/3nTzMVad55u2UJFw.mp4?tag=14"}]},"media_results":{"result":{"media_key":"13_1990813023980879872"}}}]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"retweeted":false,"fact_check":null,"id":"1990813188934545532","view_count":18846,"bookmark_count":7,"created_at":1763481826000,"favorite_count":91,"quote_count":1,"reply_count":25,"retweet_count":11,"user_id_str":"29304030","conversation_id_str":"1990813188934545532","full_text":"AI isnāt being slowed by algorithms, itās being strangled by compute.\n\nGPU demand is 10xāing every 18 months - and supply, data centers, and power grids are structurally incapable of keeping up.\n\nDecentralized networks are the only path to keep innovation alive. https://t.co/rnSnwtRKZx","in_reply_to_user_id_str":null,"in_reply_to_status_id_str":null,"is_quote_status":0,"is_ai":null,"ai_score":null},{"bookmarked":false,"display_text_range":[16,216],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1025381906173583361","name":"Ejaaz","screen_name":"cryptopunk7213","indices":[0,15]}]},"favorited":false,"in_reply_to_screen_name":"cryptopunk7213","lang":"en","retweeted":false,"fact_check":null,"id":"1990803046767673419","view_count":6355,"bookmark_count":23,"created_at":1763479408000,"favorite_count":43,"quote_count":0,"reply_count":1,"retweet_count":0,"user_id_str":"29304030","conversation_id_str":"1990791305392533942","full_text":"@cryptopunk7213 heās actually betting on a structural imbalance - compute demand growing exponentially while supply (chips, energy, cooling, grid capacity) grows linearly. That gap was destined to monetize somewhere.","in_reply_to_user_id_str":"1025381906173583361","in_reply_to_status_id_str":"1990791305392533942","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-11-20","value":0,"startTime":1763510400000,"endTime":1763596800000,"tweets":[]}]},"interactions":{"users":[{"created_at":1533305071000,"uid":"1025381906173583361","id":"1025381906173583361","screen_name":"cryptopunk7213","name":"Ejaaz","friends_count":2960,"followers_count":32672,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1942232699772489728/QLKt85RQ_normal.jpg","description":"treading the line between AI and Crypto | Investing @26cryptocapital | AI @limitlessFT | Contributing @aicceleratedao Prev. @coinbase @consensys","entities":{"description":{"urls":[]}},"interactions":1}],"period":14,"start":1762364039691,"end":1763573639691}}},"settings":{},"session":null,"routeProps":{"/creators/:username":{}}}