Get live statistics and analysis of Tory | io.net 𦾠's profile on X / Twitter Tory | io.net 𦾠@MTorygreen Co-Founder of @ionet | Freeing the AI Genie from the Bottle š§āāļø
1k following 89k followers
Archetype analysis 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.
Social Circle
Top users who interacted with Tory | io.net 𦾠over the last 14 days
š„ 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!
ā”ļø Nice achievement 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.
š Life's 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.
š¬ Values and 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.
šŖ 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.
š«£ 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.
ā”ļø Growth audience tips 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.
š Bonus 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.
Top tweets of Tory | io.net š¦¾I 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.net ās 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.net ās 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.net ās 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.
A new $200 trillion economy is emerging right nowābigger, faster, and more transformative than anything weāve ever seen.
The technology driving this isnāt just another innovation. Itās not like the internet, mobile, or social media. Itās something bigger.
AI 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.
But thereās a problem.
AI doesnāt just run codeāit thinks. And thinking takes enormous power, massive scale, and unprecedented infrastructure.
The current cloud wasnāt designed for that. And you can already see it breaking:
ā¢Scale: By 2030, GPU production will barely meet half of the worldās AI compute needs.
ā¢Reliability: From 2022 to 2024, cloud outages doubled. Infrastructure is already showing it canāt support the demands of AI.
ā¢Access: Right now, 96% of major AI models are controlled by just a few large corporations, restricting innovation, limiting access, slowing down progress.
ā¢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.
ā¢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.
AWS was built for software. Azure was built for applications.
Google Cloud was built for search.
Theyāre powerfulābut they were never built to handle trillions of autonomous agents, real-time cognition, or a global-scale intelligence system.
Centralized AI isnāt humanityās futureāitās our biggest risk.
People wonāt see the danger clearly until the rails are already locked downāclosed off, controlled, and bottlenecked.
Thatās the nature of these things. By the time you notice the risk, itās usually too late.
Decentralized AI isnāt just another tech trend. Itās the infrastructure we need for whatās coming next.
Look at what decentralized AI can already do:
ā¢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.
ā¢Resilience: @akashnet_ has maintained over 99.99% uptime since launch in 2021. Decentralized systems simply donāt go down.
ā¢Openness: Anyone, anywhere can deploy GPU clusters on io.net in 90 secondsānot days or weeks.
ā¢Freedom: When Turkey banned Wikipedia, a decentralized network instantly restored it. Decentralized AI is impossible to censor.
ā¢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.
Built specifically for AI. Engineered explicitly for scale. Open by default.
Decentralized AI is the only architecture designed to handle this wave.
Crypto wasnāt created to speculate on coins. It was made for exactly moments like this:
To keep infrastructure open.
To stop power from centralizing.
To give us a chance to own our future, before someone else does.
If you see clearly whatās coming, you know that right now we donāt need more apps.
We need infrastructure.
Donāt wait. Build the rails.
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.
Most engaged tweets of Tory | io.net š¦¾I 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.net ās 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.net ās 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.net ās 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.
A new $200 trillion economy is emerging right nowābigger, faster, and more transformative than anything weāve ever seen.
The technology driving this isnāt just another innovation. Itās not like the internet, mobile, or social media. Itās something bigger.
AI 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.
But thereās a problem.
AI doesnāt just run codeāit thinks. And thinking takes enormous power, massive scale, and unprecedented infrastructure.
The current cloud wasnāt designed for that. And you can already see it breaking:
ā¢Scale: By 2030, GPU production will barely meet half of the worldās AI compute needs.
ā¢Reliability: From 2022 to 2024, cloud outages doubled. Infrastructure is already showing it canāt support the demands of AI.
ā¢Access: Right now, 96% of major AI models are controlled by just a few large corporations, restricting innovation, limiting access, slowing down progress.
ā¢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.
ā¢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.
AWS was built for software. Azure was built for applications.
Google Cloud was built for search.
Theyāre powerfulābut they were never built to handle trillions of autonomous agents, real-time cognition, or a global-scale intelligence system.
Centralized AI isnāt humanityās futureāitās our biggest risk.
People wonāt see the danger clearly until the rails are already locked downāclosed off, controlled, and bottlenecked.
Thatās the nature of these things. By the time you notice the risk, itās usually too late.
Decentralized AI isnāt just another tech trend. Itās the infrastructure we need for whatās coming next.
Look at what decentralized AI can already do:
ā¢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.
ā¢Resilience: @akashnet_ has maintained over 99.99% uptime since launch in 2021. Decentralized systems simply donāt go down.
ā¢Openness: Anyone, anywhere can deploy GPU clusters on io.net in 90 secondsānot days or weeks.
ā¢Freedom: When Turkey banned Wikipedia, a decentralized network instantly restored it. Decentralized AI is impossible to censor.
ā¢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.
Built specifically for AI. Engineered explicitly for scale. Open by default.
Decentralized AI is the only architecture designed to handle this wave.
Crypto wasnāt created to speculate on coins. It was made for exactly moments like this:
To keep infrastructure open.
To stop power from centralizing.
To give us a chance to own our future, before someone else does.
If you see clearly whatās coming, you know that right now we donāt need more apps.
We need infrastructure.
Donāt wait. Build the rails.
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.
People with Visionary archetype The Visionary Ira @mvanthof28 A word is smoke. An act is fire. Better the flame than the crackle. Truth is not in words, but in deeds.
1k following 1k followers
The Visionary Glenn Nieuwenhuis @GlennNieuwenh Scaling (dropship)brands to multiple 7 figures/month & helping others do the same with Visionary Ecom
57 following 2k followers
The Visionary The Visionary Michael Scott Strawn @Scott_Strawn Dual Archetype (āļø-š±),āļø=Cl,āļøLouder,š¤4Eva,šÆš,š4š¾š§¬,š4š¤,MwanaFUNzi,š¤4š³š¬,š4āŖļø,š24@X ,š4š®š±,š4āÆ,š4-š&s,š©øšŗšø f(yah!),š¾š§¬-š&+šŖļø of ā«ā¤ļø/ā³ w/AI
2k following 4k followers
The Visionary NonoisšŖ @Nonoissss Defiļø±CoserāØļø±Web3 leaderļ½Dreamerļø±ä½ ēåŗåé¾åÆččåøļø±åēŗ¦å°čµēļø±BNBéęÆå©åå®¶ļø±#Web3 第äøē“ęę°ē„Nonoé
±š#Crypto åå”åä½čÆ·DM t.me/yinokii š§ølinktr.ee/nonois
994 following 47k followers
The Visionary Mark Moores @XanadanX Sustainable abundance, decentralisation, better systems of governance, healthspan extension and strategy gaming.
262 following 522 followers
The Visionary Deep Prasad (yug-cybera) š“āā ļø @Deepneuron Founder @ QGM, STARVASA. Building the Reality Engine, an autonomous way to discover new laws of physics. Faster than light travel (FTL) is the goal. š½šø
1k following 32k followers
The Visionary Count Sorin Bloodthorne @SorinBloodthorn Helping Renaissance Souls unlock their Potential & Freedom in the Meaning Age.
Generalist over Specialist | Obsession over Discipline | Freedom over Scale
72 following 125 followers
The Visionary The Sherry Lens @thesherryverse Crafted in London. Driven by light, motion & obsession. I donāt follow trends ā I design what trends follow. Vision louder than words. ā” #TheSherryLens
1k following 1k followers
The Visionary The Visionary Torch @torchindex Agency Ops & Holdings
80 following 786 followers
The Visionary Andrew Power @GalaxySurfR Life's fleeting; make your mark, not for applause, but for your own soul's sake, live true, die real, and with every breath, cherish and give thanks.
950 following 1k followers
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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. 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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. 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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. 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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 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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. 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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 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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 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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 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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 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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 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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 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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 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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 - 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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 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Words alone are smoke; true transformation requires intelligent, deliberate deeds that inspire collective progress.","facts":"Despite tweeting passionately about cutting-edge AI and blockchain ideas for over 4,600 times, Ira maintains a thoughtful curation of following 1,521 accounts ā a clear sign they engage broadly but selectively.","strength":"Ira's greatest strength lies in their visionary mindset and ability to weave complex tech concepts into compelling narratives that inspire and mobilize an audience. They are articulate, deeply knowledgeable about Web3 ecosystems, and skilled at connecting innovation with real-world impact.","weakness":"Ira's intense focus on high-concept ideas risks alienating casual audiences who crave simpler, bite-sized content. 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Somewhere between the poetry and the tech jargon, casual scrollers might need a blockchain translator just to keep up!","win":"Successfully positioned themselves as a key voice in bridging AI and DeFi, rallying a community around Talus Labsā vision and pioneering conversations about autonomous agents and AI-driven economies."},"created":1763630688421,"type":"the visionary","id":"mvanthof28"},{"user":{"id":"1841914207689752576","name":"Glenn Nieuwenhuis","description":"Scaling (dropship)brands to multiple 7 figures/month & helping others do the same with Visionary Ecom","followers_count":2171,"friends_count":57,"statuses_count":297,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1948429863683325953/qKWIPGHT_normal.jpg","screen_name":"GlennNieuwenh","location":"Marbella, Spain","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"linktr.ee/glenn.nieuwenhā¦","expanded_url":"https://linktr.ee/glenn.nieuwenhuis","url":"https://t.co/PsDquhBzWN","indices":[0,23]}]}}},"details":{"type":"The Visionary","description":"Glenn Nieuwenhuis is a trailblazer in the e-commerce world, expertly scaling dropship brands to multiple seven figures per month. With a sharp eye on the future and a knack for strategic growth, he inspires others through Visionary Ecom to reach similar heights. His content blends success, hustle, and lifestyle, making e-commerce look both achievable and glamorous.","facts":"Fun fact: Glenn was already dropshipping in elementary schoolātalk about a childhood hustle that pays off big time!","purpose":"Glenn's life purpose is to revolutionize the e-commerce landscape by empowering aspiring entrepreneurs to build scalable, high-revenue brands. He aims to share the blueprint to financial freedom and lifestyle independence through innovative, bold business strategies.","beliefs":"He believes in relentless hard work, data-driven growth, and pushing boundariesāwhether that's working 10-14 hour days or experimenting with new markets. Glenn values transparency, hustle, and making the entrepreneurial journey accessible and scalable.","strength":"His biggest strengths are visionary leadership, strategic scaling expertise, and the ability to motivate others with relatable storytelling paired with concrete results. Glenn's work ethic and clarity on long-term goals fuel his unstoppable momentum.","weakness":"The downside? Sometimes his high-energy, hustle-heavy message might overwhelm newcomers or those seeking balance, and a relentless focus on growth could risk burnout or overlooking small, steady wins along the way.","recommendation":"To grow his audience on X, Glenn should double down on sharing actionable mini-tutorials and behind-the-scenes growth hacks that demystify dropshipping. 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They value community support, openness about mental health, and the transformative power of hope and resilience.","facts":"Fun fact: Nonois once lost their phone in the snow-covered fields of Hokkaido, which symbolized a breakthrough moment from deep emotional struggleāturning what could have been a loss into a liberating chapter of rebirth.","strength":"Nonois' greatest strength lies in their vulnerability and authenticity, forging strong emotional connections with their audience and fostering a supportive community. 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Engaging more with crypto influencers through thoughtful replies and collaborations will amplify their visionary message and community impact."},"created":1763611365044,"type":"the visionary","id":"nonoissss"},{"user":{"id":"970190680634155008","name":"Mark Moores","description":"Sustainable abundance, decentralisation, better systems of governance, healthspan extension and strategy gaming.","followers_count":522,"friends_count":262,"statuses_count":18542,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1714513251600371712/h_D9ZlKt_normal.jpg","screen_name":"XanadanX","location":"UK","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"Mark Moores is a forward-thinking advocate for sustainable abundance and innovative governance. With a passion for extending healthspan and a love of strategy gaming, Mark bridges futuristic concepts with practical insights. 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He holds a firm conviction that understanding complex systems can lead to smarter societies.","facts":"Fun fact: Mark has dived deep into role-playing games like SLA Industries, WFRP, and Exalted, showcasing his love for exploring diverse imagined worlds and classes more than in any other RPG heās played!","strength":"His strengths lie in his visionary mindset, blending strategic gaming passion with a clear commitment to sustainability and governance innovation. Mark is an insightful communicator who can distill complex topics into engaging discussions.","weakness":"A potential weakness is that his highly specialized interests and frequent tweeting (over 18,000 tweets!) might overwhelm or confuse followers who aren't as deeply invested in gaming or niche governance topics.","roast":"Mark probably has enough tweets to warp the space-time continuum but still can't figure out how to get more than a handful of likes ā maybe try decoding those RPG manuals into memes next time?","win":"Mark's biggest win is creating a unique niche voice that combines sustainable governance with gaming strategy, positioning himself as a niche thought leader in an eclectic but compelling space.","recommendation":"To grow his audience on X, Mark should consider weaving more relatable content that connects his visionary ideas to everyday experiences, and leverage visuals or short threads breaking down complex concepts. Engaging more with followers through debates or polls will also amplify his reach."},"created":1763601643017,"type":"the visionary","id":"xanadanx"},{"user":{"id":"942426076353060865","name":"Deep Prasad (yug-cybera) š“āā ļø","description":"Founder @ QGM, STARVASA. Building the Reality Engine, an autonomous way to discover new laws of physics. Faster than light travel (FTL) is the goal. š½šø","followers_count":32230,"friends_count":1509,"statuses_count":58047,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1962799243091156996/dh07Um0x_normal.jpg","screen_name":"Deepneuron","location":"Mars","entities":{"description":{"urls":[]},"url":{"urls":[{"display_url":"starvasa.space","expanded_url":"http://starvasa.space","url":"https://t.co/VI7sw4g5qb","indices":[0,23]}]}}},"details":{"type":"The Visionary","description":"Deep Prasad, aka yug-cybera, is a pioneering mind on a mission to revolutionize physics and space travel through cutting-edge AI technology. As the founder of QGM and STARVASA, Deep channels relentless creativity and futuristic ambition into building the Reality Engine, aiming to unlock faster-than-light travel. His online presence pulses with excitement for a boldly reimagined future, blending scientific breakthroughs and personal determination.","purpose":"To propel humanity beyond current physical and technological limits by discovering new laws of physics, fostering an abundant space-faring civilization, and accelerating the journey toward groundbreaking scientific innovations.","beliefs":"Deep values relentless innovation, scientific discovery, and courage in the face of adversity. He believes in embracing disruptive technologies, the potential of AI to transform knowledge, and the importance of persistence even after personal and ideological transformations. His evolving political views reflect a pragmatic approach to power and mandate.","facts":"Fun fact: Deep sends over 58,000 tweets, proving his boundless energy and commitment to sharing his journey and ideas openly. Also, he secured the prestigious O1 visa, highlighting global recognition of his exceptional talents in science and technology.","strength":"Visionary thinking combined with undeniable resilience and a profound commitment to using AI for revolutionary advancements. His fearless attitude toward change and ability to inspire others with high-stakes aspirations set him apart.","weakness":"His rapid-fire tweeting and unfiltered openness may sometimes overwhelm or alienate followers who prefer more measured discourse. Additionally, shifting political stances might confuse or divide his audience.","recommendation":"To grow his audience on X, Deep should leverage his deep knowledge and visionary updates by creating threaded, digestible explainer series on complex physics and AI concepts. Engaging in live Q&As and collaborating with other thought leaders in tech and science could amplify his reach and convert followers into ardent supporters.","roast":"For someone aiming to break light-speed records, you sure spend a lot of time twiddling your thumbs on X ā or maybe youāre just trying to tweet fast enough to become a blur before we catch up. Either way, if your brain were a spaceship, itād need a manual the size of your tweet count just to navigate all that chaos!","win":"Securing the O1 visa and relocating to San Francisco to lead the development of physics-based AI is a monumental personal and professional achievement, solidifying his status as a globally recognized innovator driving real change in science and technology."},"created":1763582115541,"type":"the visionary","id":"deepneuron"},{"user":{"id":"1680971425333608449","name":"Count Sorin Bloodthorne","description":"Helping Renaissance Souls unlock their Potential & Freedom in the Meaning Age.\nGeneralist over Specialist | Obsession over Discipline | Freedom over Scale","followers_count":125,"friends_count":72,"statuses_count":55,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1986292976222404608/W8CR9k4n_normal.jpg","screen_name":"SorinBloodthorn","location":"","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"Count Sorin Bloodthorne is a profound thinker and guide for Renaissance Souls navigating the Meaning Age. He challenges the status quo, blending poetic expression with deep psychological insights to inspire personal freedom and self-mastery. His voice weaves mystique with wisdom, inviting followers to awaken from the noise and seek authentic meaning.","facts":"Count Sorin uniquely labels himself as a 'Generalist over Specialist,' emphasizing breadth and integration rather than narrow expertiseāa hallmark of a true Visionary. He coins engaging concepts like 'Dopamine Frenzy' to articulate modern struggles, showcasing creativity and depth.","purpose":"To awaken individuals burdened by the superficial and mechanistic, guiding them toward a life defined by conscious choice, deeper meaning, and elevated freedom beyond conventional limits.","beliefs":"He believes that modern society is trapped in cycles of pain, deception, and numbing addictions, and only by embracing meaning and inner peace can true freedom be attained. Authenticity, self-discipline, and strategic living are pillars of his worldview.","strength":"His visionary thinking paired with poetic insight allows him to articulate complex emotional and existential conditions in a deeply relatable way. He thrives on inspiring transformation and sparking awakening in others through powerful narrative and original concepts.","weakness":"His mysterious, sometimes cryptic style and low interaction levels might alienate broader audiences, limiting engagement and follower growth. The preference for depth over scale may hinder mass appeal on fast-paced platforms like X.","recommendation":"To amplify his impact on X, Sorin could complement his profound content with more regular, accessible interactionsāthreads breaking down his ideas, engaging directly with followersā replies, and blending poetic visions with actionable advice. Collaborating with other thinkers could expand his reach and enrich dialogue.","roast":"Count Sorin talks about freedom and discipline like heās leading a cult, but with 55 tweets and a following smaller than a secret society, it looks like his legion is still stuck in stealth modeāmaybe itās the shadows that got lost on the way.","win":"Crafting 'Dopamine Frenzy' as a relatable yet novel term to describe modern distraction shows his unique ability to translate complex neuroscience and psychology into poetic, memorable languageāa clear hallmark achievement for a thought influencer."},"created":1763558610337,"type":"the visionary","id":"sorinbloodthorn"},{"user":{"id":"1970508959120228352","name":"The Sherry Lens","description":"Crafted in London. Driven by light, motion & obsession. I donāt follow trends ā I design what trends follow. Vision louder than words. ā” #TheSherryLens","followers_count":1279,"friends_count":1382,"statuses_count":12880,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1978276253082832896/rF5P0Q22_normal.jpg","screen_name":"thesherryverse","location":"London, England","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"The Sherry Lens is a trend-defying creative powerhouse, effortlessly blending light and motion to craft a unique digital narrative. They inspire with a fearless vision that speaks louder than words, engaging their audience in thoughtful, real conversations. Their tweets reveal a passion for innovation and meaningful connections, making them a beacon for those who value originality and depth.","purpose":"To illuminate new paths in digital creativity and inspire others to break free from conventional trends by harnessing the power of visionary storytelling and authentic connection.","beliefs":"They believe in the transformative power of vision over conformity, cherishing genuine relationships and the lifelong growth of the mind. The Sherry Lens values originality, thought leadership, and the idea that mindset shapes reality.","facts":"Fun fact: Despite their fast-paced content delivery (tweeting over 12,000 times), The Sherry Lens prioritizes meaningful connection, as reflected in their heartfelt tweets about real relationships.","strength":"Their greatest strength lies in their visionary approach to content creation, combining artistic obsession with insightful storytelling, which drives engagement far beyond surface-level trends.","weakness":"The sheer volume of their tweets might overwhelm followers, potentially diluting the impact of their most powerful messages and risking audience fatigue.","recommendation":"To grow their audience on X, The Sherry Lens should focus on curating high-impact, visually stunning content paired with thought-provoking captions that leverage their distinct voice. Engaging more strategically with top followers and using polls or interactive threads could deepen connections and boost visibility.","roast":"With over 12,000 tweets, itās clear The Sherry Lens is on a mission to prove that sleep is overratedāand that everyone needs a daily dose of their relentless light and motion obsession, whether they want it or not.","win":"Successfully established a distinct and recognizable digital brand that challenges trends rather than follows them, fostering a community that values creativity and thoughtful dialogue."},"created":1763555779921,"type":"the visionary","id":"thesherryverse"},{"user":{"id":"85393055","name":"Ronak Pakzad","description":"Exploring the frontier & consciousness | Trained Industrial Engineer I ex @starship_vc @morganstanley @deutschebank | Accelerating Alignment šļøšøšŖ","followers_count":1676,"friends_count":1030,"statuses_count":435,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1984770545393815552/o-3uIZHl_normal.jpg","screen_name":"RonakPakzad","location":"San Franicsco","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"Ronak Pakzad is a forward-thinking explorer at the crossroads of technology, consciousness, and finance, with a sharp industrial engineering foundation. He thrives on accelerating alignment between emerging digital assets and traditional finance, often amplifying groundbreaking ideas through thoughtful and high-impact retweets. His digital footprint reveals an avid interest in cryptocurrencies, decentralized finance, and transformative tech futures.","purpose":"To pioneer the merging of human consciousness and technological frontiers, guiding global conversations on the evolution of money and innovation toward a more aligned and sustainable future.","beliefs":"Ronak believes in the disruptive power of decentralized finance, the imperative for systemic financial realignment, and the profound potential of consciousness expansion to unlock new realms of human and technological synergy.","facts":"Fun fact: Ronak once tracked the future of the US dollar status and predicted the rise of digital assets like Bitcoin as dominant financial instruments before it became mainstream discourse.","strength":"His strengths lie in a unique blend of technical expertise, visionary insight, and the ability to curate and amplify influential voices, creating an influential network of forward-thinkers and changemakers.","weakness":"However, his heavy lean on retweets over original content might dilute personal branding, sometimes making it hard for new followers to grasp his unique voice and perspective.","roast":"Ronakās timeline is like a greatest hits album where he's definitely more of a master DJ than the lead singerāspinning the hottest tracks but rarely dropping his own verses to steal the spotlight.","win":"His biggest win is successfully positioning himself as a key amplifier in the crypto and tech space by connecting high-profile insights (like those from Elon Musk & BlackRock) with his audience, fostering a community eager for transformational ideas.","recommendation":"To grow his audience on X, Ronak should increase original, thought-provoking content that showcases his unique analysis and engineering insights, complemented by engaging threads that break down complex topics into digestible narratives. A stronger personal voice will elevate his position from amplifier to recognized visionary leader."},"created":1763521842237,"type":"the visionary","id":"ronakpakzad"},{"user":{"id":"1141053320334905345","name":"Torch","description":"Agency Ops & Holdings","followers_count":786,"friends_count":80,"statuses_count":428,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1961019268226580482/ZxzkkI9a_normal.jpg","screen_name":"torchindex","location":"United States","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"Torch is a bold and insightful strategist who thrives on turning chaos into opportunity. His tweets reveal a deep understanding of agency operations paired with a fierce embrace of his darker, unconventional traits as fuel for success. With a sharp mind for systems and scaling, heās not afraid to challenge norms and rewrite the playbook.","facts":"Torch openly champions the idea that trying to 'fix' your dangerous traits kills your edge, instead advocating to harness that intensity as a competitive advantage.","purpose":"To transform disorder into unstoppable growth by pioneering operational mastery and empowering renegades to channel their inner darkness into visionary success.","beliefs":"He believes exceptional success comes not from sanitizing your flaws but from embracing and weaponizing them; irrationality and unpredictability are tools to break cages of conformity; and business growth demands ruthless systems, clarity, and brutal honesty.","strength":"Torchās greatest strength lies in his unapologetic embrace of complexity and chaos, combined with an expert-level command of operational systems that scale businesses from survival to thriving. His foresight and willingness to disrupt norms inspire followers to rethink limits.","weakness":"His intense, no-nonsense style and celebration of 'dangerous' traits might alienate more conventional audiences, and his disdain for 'playing it safe' could lead to burnout or recklessness if untethered by balance.","recommendation":"To grow his audience on X, Torch should lean into storytelling that illustrates his transformative journeyāshowcasing real wins from chaos to order while inviting engagement on the mental grit behind the hustle. Hosting live Q&A threads or sharing 'day-in-the-life' breakdowns of his systems could amplify connection and trust.","roast":"Torchās like that friend who insists on setting everything on fire just to watch the smoke signalsāgreat for a BBQ, questionable for a candlelit dinner. If obsession with chaos were an Olympic sport, heād have a gold, silver, and āplease stop alreadyā medal all in one.","win":"Built an agency reaching $10M in annual revenue by meticulously scaling operations and refusing to accept survival as growth, proving that mastering chaos can turn an agency into a well-oiled revenue machine."},"created":1763509602615,"type":"the visionary","id":"torchindex"},{"user":{"id":"957339786976661505","name":"Andrew Power","description":"Life's fleeting; make your mark, not for applause, but for your own soul's sake, live true, die real, and with every breath, cherish and give thanks.","followers_count":1523,"friends_count":950,"statuses_count":6600,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1316539987597438976/G7EDzVPD_normal.jpg","screen_name":"GalaxySurfR","location":"š ","entities":{"description":{"urls":[]}}},"details":{"type":"The Visionary","description":"Andrew Power embodies the essence of The Visionary archetype, inspiring his audience to live authentically and embrace personal growth. His messages balance introspection with bold encouragement, urging people to make meaningful impacts for their own souls rather than external validation. Through poetic and motivational tweets, he creates a space where hope meets challenge, inviting followers to dance in chaos and rise stronger.","purpose":"Andrewās life purpose is to awaken others to their inner strength and potential, motivating them to live true to themselves and pursue their dreams with relentless passion and authenticity. He strives to cultivate a mindset where personal transformation fuels a brighter, bolder world.","beliefs":"He values self-love, resilience, and the transformative power of facing lifeās struggles head-on. His beliefs center around the idea that true fulfillment comes from internal growth and living with intention, rather than seeking approval or applause from others.","facts":"Fun fact: Andrew has tweeted over 6600 times, weaving poetic inspiration through every message, showing his relentless commitment to spreading positivity and deep reflection across his network of 950 connections.","strength":"His greatest strength lies in his ability to craft uplifting, soul-stirring content that encourages self-belief and perseverance. He excels at motivating others to transform ideas into reality and face adversity with courage.","weakness":"His poetic and abstract style, while inspiring, might sometimes obscure clear calls to action or tangible advice, which could limit engagement or the practical impact of his messages on a broader audience.","roast":"Andrewās tweets have so much soul, you half expect a wolf to start howling every time he postsāas if heās trying to philosophize his way into becoming the Bard of Twitter, but sometimes even the most profound poetry can struggle to fit in 280 characters.","win":"His biggest win is cultivating a message that consistently uplifts, reflected in his tweet with over 4,200 views and 106 likes, demonstrating a rare ability to connect with and inspire people even in a noisy digital space.","recommendation":"To grow his audience on X, Andrew should consider blending his poetic messages with actionable insights or questions to boost engagement, encouraging more replies and retweets. Using threads to unpack his ideas could also deepen connections and provide followers with more tangible value."},"created":1763464861102,"type":"the visionary","id":"galaxysurfr"}],"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 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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 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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 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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. 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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 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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 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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 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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 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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 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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 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