MC P is a data-driven explorer blazing trails in the privacy and blockchain space, diving deep into zero-knowledge proofs, homomorphic encryption, and DeFi innovations. With a focus on quality and insightful research rather than mere hype, MC P brings clarity to complex tech through detailed analysis and engaging threads. They’re your go-to for smart investing mixed with cutting-edge cryptographic insights.
MC P is so into privacy tech that they probably encrypt their grocery list — but at this rate, their followers might need a cryptographic decoder ring just to understand a single tweet!
Successfully cultivated a loyal niche community passionate about privacy tech and blockchain innovation, exemplified by highly engaged discussions on complex subjects like FHE and ZK proofs, positioning MC P as a respected go-to analyst in their domain.
MC P’s life purpose is to demystify advanced cryptographic and blockchain technologies, empowering their audience to make smarter, privacy-conscious investment decisions while fostering a community rooted in innovation and transparent research.
They believe in the power of data-driven decisions, ethical privacy-first innovations, and transparent, quality discourse over flashy hype. MC P values authentic engagement that elevates understanding in the blockchain ecosystem while advocating for technological solutions that protect user privacy and data integrity.
Outstanding analytical ability, deep technical knowledge in blockchain privacy tech, and a knack for breaking down complex concepts into engaging, actionable insights. Their consistent research-driven content builds authority and trust.
Can sometimes be too detailed and technical, which might overwhelm or alienate casual followers. Also, engagement could suffer from less use of viral content tactics like humor or brevity, relying heavily on niche subject matter.
To grow their audience on X, MC P should blend their deep-dive threads with bite-sized, approachable explainer tweets or simple, friendly visuals to hook newcomers. Engaging more directly in community conversations and using trending blockchain hashtags will boost visibility. Regular interactive polls or Q&A sessions about new privacy tech could also invite wider participation.
MC P is obsessed with nuanced blockchain tech and privacy solutions, often sharing highly technical content such as ZK coprocessors and Fully Homomorphic Encryption, making cryptography accessible for investors and builders alike.
Zama's FPGA Alpha: Why FHE Goes Turbo Without Breaking Encryption
While everyone's grinding Zama Creator Program S3 for those OG NFTs and $50k pools, the real edge is their FPGA wizardry that's flying under radar. Remember that FHE.org 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks.
Think: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders.
Fork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority.
Buildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram
AI x FHE: Why Privacy Isn't Just a Buzzword
It's the Glue Holding It All Together
gZama fam @zama_fhe,
I used to think AI + blockchain = unstoppable duo. Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.
Then Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇
▫️ The Problem We Ignore: AI craves data, blockchain screams "public ledger." Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs.
▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking.
▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical.
Zama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. What if we built everything this way from day one?
#ZamaCreatorProgram#FHE#PrivacyOnChain
1/ I want to spotlight @inversion_cap—a team going after Real GDP onchain by flipping the script: don’t wait for enterprises to pilot, acquire businesses and move them onto crypto rails. They’ve just closed a $26.5M seed led by @dragonfly_xyz.
2/ Why I’m paying attention: this frames crypto as operational infrastructure, not a casino. Tangible value: lower fees/chargebacks, near-instant settlement, and 24/7 auditability—straight into business KPIs. Built on @avax to ship fast and customize.
3/ Near-term you can expect: stablecoin payments, onchain treasury, onchain invoicing/reconciliation, and supplier financing backed by real cashflows. Crypto stays invisible; users only feel faster, cheaper products.
4/ I’ll keep tracking early deployments. If you’re curious:
🔗 Job board: #job-board">inversioncap.com/about#job-board
📰 WSJ deep dive: wsj.com/articles/this-…
Zama's FPGA Alpha: Why FHE Goes Turbo Without Breaking Encryption
While everyone's grinding Zama Creator Program S3 for those OG NFTs and $50k pools, the real edge is their FPGA wizardry that's flying under radar. Remember that FHE.org 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks.
Think: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders.
Fork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority.
Buildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram
AI x FHE: Why Privacy Isn't Just a Buzzword
It's the Glue Holding It All Together
gZama fam @zama_fhe,
I used to think AI + blockchain = unstoppable duo. Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.
Then Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇
▫️ The Problem We Ignore: AI craves data, blockchain screams "public ledger." Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs.
▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking.
▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical.
Zama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. What if we built everything this way from day one?
#ZamaCreatorProgram#FHE#PrivacyOnChain
1/ I want to spotlight @inversion_cap—a team going after Real GDP onchain by flipping the script: don’t wait for enterprises to pilot, acquire businesses and move them onto crypto rails. They’ve just closed a $26.5M seed led by @dragonfly_xyz.
2/ Why I’m paying attention: this frames crypto as operational infrastructure, not a casino. Tangible value: lower fees/chargebacks, near-instant settlement, and 24/7 auditability—straight into business KPIs. Built on @avax to ship fast and customize.
3/ Near-term you can expect: stablecoin payments, onchain treasury, onchain invoicing/reconciliation, and supplier financing backed by real cashflows. Crypto stays invisible; users only feel faster, cheaper products.
4/ I’ll keep tracking early deployments. If you’re curious:
🔗 Job board: #job-board">inversioncap.com/about#job-board
📰 WSJ deep dive: wsj.com/articles/this-…
Betting Analyst | @CaesarsSports | @Wagertalk | I bet on human beings fighting each other | MMA Happy Hour Podcast: every Wednesday | Home of the Hero Parlay
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Really.\n\nIf you are an investor then you should not miss @useTria x @NozomiNetwork | Legion. They will open the community sale on 3/11.","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":[0,280],"entities":{"hashtags":[{"indices":[1066,1085],"text":"ZamaCreatorProgram"}],"symbols":[],"timestamps":[],"urls":[{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/hEDkIircEe","indices":[229,252]},{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/gfDbHWvt4n","indices":[229,252]}],"user_mentions":[]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1978024986636878214","quoted_status_permalink":{"url":"https://t.co/Gu7ezq4kyf","expanded":"https://twitter.com/zama_fhe/status/1978024986636878214","display":"x.com/zama_fhe/statu…"},"retweeted":false,"fact_check":null,"id":"1979015251296424406","view_count":1459,"bookmark_count":0,"created_at":1760668978000,"favorite_count":81,"quote_count":0,"reply_count":101,"retweet_count":2,"user_id_str":"890925426641485824","conversation_id_str":"1979015251296424406","full_text":"Zama's FPGA Alpha: Why FHE Goes Turbo Without Breaking Encryption\n\nWhile everyone's grinding Zama Creator Program S3 for those OG NFTs and $50k pools, the real edge is their FPGA wizardry that's flying under radar. Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. 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It's no raw like or view grind; this algo prioritizes quality content, nukes bots and spam, and rewards authentic vibes to fuel a thriving FHE community.\n\nHow It Works: 5 Core Pillars\nThe algo crunches scores from organic interactions, blending \"smart\" signals for a holistic view. Core formula pulls from these (per official docs and community breakdowns):\n\n▫️ Quality Followers: Only \"smart followers\" count verified, active accounts, no bots. Higher count boosts scores (roughly 20-30% weight).\n▫️ Reach: Monthly UTC impressions (views) as the base layer must be genuine, no bought traffic.\n▫️ Meaningful Interactions: Likes, reposts, quotes (quotes weigh heavier for deeper engagement). Engagement Rate (ER = Interactions / Impressions x 100) targets healthy 1-5%.\n▫️ Engagement Quality: Flags anomalies ER >20%? Zeroed out for the month (full DQ). ER >10% with <50K impressions? 70% penalty (score x 0.3), curbing small account fakes.\n▫️ Consistency: Minimum 2 posts/month to qualify. More quality drops = up to +40% bonus.\n\nRough formula (community-derived): \nScore = (Smart Followers + Reach + Engagement) x Consistency Multiplier x Anti-Gaming Penalty \nE.g., 100 likes on 500 views = 20% ER → DQ'd. But 10K likes on 1M views = 1% ER → High score, greenlit.\n\nAnti-Cheat Shield: Bot-Busting Smarts\nZama built v0.1 to \"nuke bots & spam\": Tracks weird ER spikes, caps low-reach fakes, and mandates Zama/FHE relevance. Season 3 (11 days left) sticks to S2 rules but amps video rewards.\n\nBottom line: VIEW SCORING ALGORITHM v0.1 isn't a view farm race it's payouts for real FHE builders, not hype chasers. Eyeing top 100 ($50K split) or OG NFTs for top 1K? Go quality content, real interactions, consistent posts.\nJump in via https://t.co/cObpJ8ihk7 to track your rank! #ZamaCreatorProgram @zama_fhe","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":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? Nah: \n- Off chain proof gen still costs compute and relies on solid verifiers (dig into Brevis's model). \n- Devs need ZK fundamentals mess up the logic, and your contract bricks. \n- Tokenomics (if BREVIS drops) are hazy chase the tech, not the hype. \nWeb3 eternal truth: Audit hard, test in the wild, don't bet the farm without checks.\n\n6. Wrapping It Up\nTL;DR: Brevis equips BNB Chain smart contracts with \"memory\" and \"smarts\" historical data + complex thinking, minus the gas spike. As fresh ZK infra for data and compute, it cracks open doors to smarter, more personalized dApps and seamless cross chain plays. If you're designing DeFi games or history hungry apps, Brevis is a must try to level up that UX.\n\nWant a step by step English guide (integrating into your game/DeFi contracts)? 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. 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What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? Nah: \n- Off chain proof gen still costs compute and relies on solid verifiers (dig into Brevis's model). \n- Devs need ZK fundamentals mess up the logic, and your contract bricks. \n- Tokenomics (if BREVIS drops) are hazy chase the tech, not the hype. \nWeb3 eternal truth: Audit hard, test in the wild, don't bet the farm without checks.\n\n6. Wrapping It Up\nTL;DR: Brevis equips BNB Chain smart contracts with \"memory\" and \"smarts\" historical data + complex thinking, minus the gas spike. As fresh ZK infra for data and compute, it cracks open doors to smarter, more personalized dApps and seamless cross chain plays. If you're designing DeFi games or history hungry apps, Brevis is a must try to level up that UX.\n\nWant a step by step English guide (integrating into your game/DeFi contracts)? 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It's no raw like or view grind; this algo prioritizes quality content, nukes bots and spam, and rewards authentic vibes to fuel a thriving FHE community.\n\nHow It Works: 5 Core Pillars\nThe algo crunches scores from organic interactions, blending \"smart\" signals for a holistic view. Core formula pulls from these (per official docs and community breakdowns):\n\n▫️ Quality Followers: Only \"smart followers\" count verified, active accounts, no bots. Higher count boosts scores (roughly 20-30% weight).\n▫️ Reach: Monthly UTC impressions (views) as the base layer must be genuine, no bought traffic.\n▫️ Meaningful Interactions: Likes, reposts, quotes (quotes weigh heavier for deeper engagement). Engagement Rate (ER = Interactions / Impressions x 100) targets healthy 1-5%.\n▫️ Engagement Quality: Flags anomalies ER >20%? Zeroed out for the month (full DQ). ER >10% with <50K impressions? 70% penalty (score x 0.3), curbing small account fakes.\n▫️ Consistency: Minimum 2 posts/month to qualify. More quality drops = up to +40% bonus.\n\nRough formula (community-derived): \nScore = (Smart Followers + Reach + Engagement) x Consistency Multiplier x Anti-Gaming Penalty \nE.g., 100 likes on 500 views = 20% ER → DQ'd. But 10K likes on 1M views = 1% ER → High score, greenlit.\n\nAnti-Cheat Shield: Bot-Busting Smarts\nZama built v0.1 to \"nuke bots & spam\": Tracks weird ER spikes, caps low-reach fakes, and mandates Zama/FHE relevance. Season 3 (11 days left) sticks to S2 rules but amps video rewards.\n\nBottom line: VIEW SCORING ALGORITHM v0.1 isn't a view farm race it's payouts for real FHE builders, not hype chasers. Eyeing top 100 ($50K split) or OG NFTs for top 1K? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember how I hyped Boundless early? Folks who jumped in, farmed those Discord roles, and built real engagement walked away with fat ZKC bags. Same vibe here – Zama (@zama_fhe) is next level, and their #ZamaCreatorProgram is straight fire for anyone serious about stacking rewards. \nWhy am I ultra-bullish on Zama right now? Quick rundown: \n▫️ FHE Magic: Not just hiding data – compute ON encrypted stuff without decrypting. DeFi trades stay private, medical AI runs on-chain zero leaks. Post-quantum secure too, zk-proof can't touch that. \n▫️ Cross-Chain Beast: Slap it on ETH, Solana, any L1/L2. No new chain drama, just plug-and-play privacy. \n▫️ Incentives Incoming: Testnet's free rn, but Beta drops soon – gated for OG NFT holders. Top 250 creators get early access via content drops. $130M backed, Circle CEO vibes? This prints. \nYour move: Don't just lurk. Contribute smart – tweet threads on FHE use cases, join Discord, earn roles without spamming. Small accounts, link up with each other for mutual RTs; big accs won't engage unless you bring heat. \nPro tip: Quote this with your take on \"How Zama fixes DeFi privacy fails\" – I'll scout the best one tomorrow at 12 PM UTC and shout it out. Who's already building on fhEVM? Drop your progress below, let's network. 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Just hit $1M+ in beta revenue, $18M tx volume, 20K users that's adoption, not air. $12M war chest fueling AI swarms for gasless swaps via BestPath, self custody vaults that actually scale global.\nDiving deeper: zkKYC x @billions_ntwk drops privacy proofs for compliant on ramps, no data leaks. TriAI agents auto hunt 16% USDC yields to fund your Visa spends from UAE RWAs to Solana perps, all atomic, no bridges.\nAirdrop seasons stacking multipliers now; Season 1 live for early grinders. This is the disintermediation wave: Neo banks + DeFi + AI agents reshaping $3T payments. Incumbents scrambling, Tria executing.\nPosition early queue at https://t.co/w19TymogY3, farm that bag. 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. What if we built everything this way from day one? \n#ZamaCreatorProgram #FHE #PrivacyOnChain","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":"2025-10-16","value":0,"startTime":1760486400000,"endTime":1760572800000,"tweets":[]},{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":101,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[{"indices":[1066,1085],"text":"ZamaCreatorProgram"}],"symbols":[],"timestamps":[],"urls":[{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/hEDkIircEe","indices":[229,252]},{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/gfDbHWvt4n","indices":[229,252]}],"user_mentions":[]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1978024986636878214","quoted_status_permalink":{"url":"https://t.co/Gu7ezq4kyf","expanded":"https://twitter.com/zama_fhe/status/1978024986636878214","display":"x.com/zama_fhe/statu…"},"retweeted":false,"fact_check":null,"id":"1979015251296424406","view_count":1459,"bookmark_count":0,"created_at":1760668978000,"favorite_count":81,"quote_count":0,"reply_count":101,"retweet_count":2,"user_id_str":"890925426641485824","conversation_id_str":"1979015251296424406","full_text":"Zama's FPGA Alpha: Why FHE Goes Turbo Without Breaking Encryption\n\nWhile everyone's grinding Zama Creator Program S3 for those OG NFTs and $50k pools, the real edge is their FPGA wizardry that's flying under radar. Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. 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What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? Nah: \n- Off chain proof gen still costs compute and relies on solid verifiers (dig into Brevis's model). \n- Devs need ZK fundamentals mess up the logic, and your contract bricks. \n- Tokenomics (if BREVIS drops) are hazy chase the tech, not the hype. \nWeb3 eternal truth: Audit hard, test in the wild, don't bet the farm without checks.\n\n6. Wrapping It Up\nTL;DR: Brevis equips BNB Chain smart contracts with \"memory\" and \"smarts\" historical data + complex thinking, minus the gas spike. As fresh ZK infra for data and compute, it cracks open doors to smarter, more personalized dApps and seamless cross chain plays. If you're designing DeFi games or history hungry apps, Brevis is a must try to level up that UX.\n\nWant a step by step English guide (integrating into your game/DeFi contracts)? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. 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What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":73,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":861,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Your followers need a PhD in '0xEnvi-ology' just to keep up with your trading jabs, so maybe toss in a glossary next time?","win":"Successfully forecasted and executed strategic moves on emerging DeFi protocols like $PUZZLE and $VAL, helping their community navigate high-growth projects with careful risk management and capturing impressive yields during major TVL growth phases."},"created":1762999953513,"type":"the analyst","id":"shosho_406"},{"user":{"id":"1156957398734495747","name":"oraclee.edge🦭","description":"Research x InfoFi — signal hunter, alpha digger, never noise.\n🧠🧠🧠","followers_count":2391,"friends_count":2597,"statuses_count":42863,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1942146853497360384/w81k20x0_normal.jpg","screen_name":"oraclee_xyz","location":"Deep Grid // InfoVerse","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"oraclee.edge🦭 is the quintessential alpha digger and signal hunter of the InfoFi and research realm, expertly cutting through the noise with deep, data-driven insights. With a relentless tweet frequency and a focus on institutional-level DeFi innovations, they turn complex financial and tech ecosystems into actionable intelligence. Their content stands out for precision, detailed dissection, and a robust focus on compliance and future-proof infrastructure.","purpose":"To unearth hidden value and breakthrough signals in the rapidly evolving InfoFi space, guiding builders, investors, and institutions to make informed, forward-looking decisions in decentralized finance and Web3 infrastructure.","beliefs":"oraclee.edge🦭 values clarity over hype, substance over flash, and robust systems that blend compliance with innovation. They believe in the power of knowledge to democratize finance and thrive on transparency and data-backed storytelling. Integrity in signal hunting and fostering community-driven, scalable, and regulatory-compatible technologies is at their core.","facts":"Fun fact: oraclee.edge🦭 has tweeted over 42,800 times, embodying relentless commitment to delivering quality alpha and engaging in high-frequency, high-insight discourse that transforms complex InfoFi topics into digestible signals.","strength":"Masterful at synthesizing sprawling technical details into coherent, actionable narratives; excels at spotting and amplifying early signals from institutional-grade Web3 projects before they hit mainstream awareness.","weakness":"Sometimes the laser focus on nuance and detail can make their content feel dense or intimidating to casual audiences, potentially limiting broader appeal outside niche communities.","recommendation":"To grow their audience on X, oraclee.edge🦭 should experiment with more bite-sized, teaser threads that draw in novice and intermediate users. Engaging in timely debates and collaborations with key Web3 influencers while maintaining their signature alpha depth could expand reach without watering down expertise.","roast":"oraclee.edge🦭 must have a PhD in nerd-chatter because no one else tweets enough to cause a blockchain transaction volume spike—your notifications probably need a compliance audit by now!","win":"Their high-signal analysis on @RaylsLabs helped spotlight a $32M-backed project bridging institutional banks with $100T+ markets, marking oraclee.edge🦭 as a go-to mind for compliant, scalable Web3 finance infrastructure."},"created":1762999235727,"type":"the analyst","id":"oraclee_xyz"},{"user":{"id":"274693823","name":"Sébastien Lachance","description":"Passionate about Windows development and Magic The Gathering (1x Pro Tour). Windows Development MVP alum. 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Maybe slow down before their followers start needing a PhD just to keep up with the daily tech thesis.","win":"Their tweet exposing the operations of Chinese mobile carriers grabbed over 700K views, sparking wide discussion and showcasing their power to influence tech conversations with insight and humor."},"created":1762993093782,"type":"the analyst","id":"canlee886"},{"user":{"id":"9250642","name":"F. Javier Pedrosa","description":"Software engineer","followers_count":76,"friends_count":148,"statuses_count":600,"profile_image_url_https":"https://pbs.twimg.com/profile_images/1111009496896294912/F7_D3HnZ_normal.png","screen_name":"fjpedrosa86","location":"Málaga, España","entities":{"description":{"urls":[]}}},"details":{"type":"The Analyst","description":"F. Javier Pedrosa is a thoughtful software engineer who thrives on dissecting technical challenges and sharing strategic insights about product development and innovation. 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. What if we built everything this way from day one? \n#ZamaCreatorProgram #FHE #PrivacyOnChain","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":"2025-10-16","value":0,"startTime":1760486400000,"endTime":1760572800000,"tweets":[]},{"label":"2025-10-17","value":0,"startTime":1760572800000,"endTime":1760659200000,"tweets":[]},{"label":"2025-10-18","value":101,"startTime":1760659200000,"endTime":1760745600000,"tweets":[{"bookmarked":false,"display_text_range":[0,280],"entities":{"hashtags":[{"indices":[1066,1085],"text":"ZamaCreatorProgram"}],"symbols":[],"timestamps":[],"urls":[{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/hEDkIircEe","indices":[229,252]},{"display_url":"FHE.org","expanded_url":"http://FHE.org","url":"https://t.co/gfDbHWvt4n","indices":[229,252]}],"user_mentions":[]},"favorited":false,"lang":"en","possibly_sensitive":false,"possibly_sensitive_editable":true,"quoted_status_id_str":"1978024986636878214","quoted_status_permalink":{"url":"https://t.co/Gu7ezq4kyf","expanded":"https://twitter.com/zama_fhe/status/1978024986636878214","display":"x.com/zama_fhe/statu…"},"retweeted":false,"fact_check":null,"id":"1979015251296424406","view_count":1459,"bookmark_count":0,"created_at":1760668978000,"favorite_count":81,"quote_count":0,"reply_count":101,"retweet_count":2,"user_id_str":"890925426641485824","conversation_id_str":"1979015251296424406","full_text":"Zama's FPGA Alpha: Why FHE Goes Turbo Without Breaking Encryption\n\nWhile everyone's grinding Zama Creator Program S3 for those OG NFTs and $50k pools, the real edge is their FPGA wizardry that's flying under radar. Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":79,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? Nah: \n- Off chain proof gen still costs compute and relies on solid verifiers (dig into Brevis's model). \n- Devs need ZK fundamentals mess up the logic, and your contract bricks. \n- Tokenomics (if BREVIS drops) are hazy chase the tech, not the hype. \nWeb3 eternal truth: Audit hard, test in the wild, don't bet the farm without checks.\n\n6. Wrapping It Up\nTL;DR: Brevis equips BNB Chain smart contracts with \"memory\" and \"smarts\" historical data + complex thinking, minus the gas spike. As fresh ZK infra for data and compute, it cracks open doors to smarter, more personalized dApps and seamless cross chain plays. If you're designing DeFi games or history hungry apps, Brevis is a must try to level up that UX.\n\nWant a step by step English guide (integrating into your game/DeFi contracts)? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":0,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. 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What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":73,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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Transparent data meets smart contracts? Game over for inefficiency. But nah – without privacy, it's like throwing your secrets into a public square.\n\nThen Zama hit me with FHE, and boom: everything clicked. Here's the breakdown 👇 \n▫️ The Problem We Ignore: AI craves data, blockchain screams \"public ledger.\" Result? Your wallet habits, health stats, or trades all exposed. No wonder breaches hit record highs. \n▫️ Zama's Fix: Concrete ML Magic: Train ML models on encrypted data. No decryption, no leaks. Imagine analyzing your portfolio risks without anyone peeking. \n▫️ FHEVM for On-Chain Wizards: Smart contracts that compute privately. DeFi trades stay hidden, AI agents reason without spying. It's not slowing things down it's making them ethical. \nZama isn't patching holes: they're redesigning trust from the ground up. Privacy + innovation? That's the real alpha. 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Remember that https://t.co/gfDbHWvt4n 2025 talk where Zama's lead architect Jing-Jing dropped homomorphic processing on open source FPGAs? It's not just buzz it's TFHE math hitting real-time speeds on encrypted inputs, no decryption leaks. \n\nThink: DeFi AMMs sealing bids at 230 TPS without exposing liquidity, or AI models training on private data via Concrete ML without the usual slowdowns. Post-Series B $57M glow-up, they're shipping v1.3 TFHE-rs with GPU tweaks and key upgrades that make this hardware play practical for builders. \n\nFork their repos, slam 10+ commits on a confidential auction demo, and bounty-hunt for that $10k dev track slice. S3 ends in 20 days—top 1k snag NFTs, but FPGA forks? That's certified Zama dev status and mainnet priority. \n\nBuildshare this privacy meta before it moons. Join Discord, ship encrypted, gzama. 🚀🔒 #ZamaCreatorProgram","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,"conversation_control":{"policy":"Verified","conversation_owner_results":{"result":{"__typename":"User","core":{"screen_name":"0xTuixingdep"}}}},"display_text_range":[97,184],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[],"user_mentions":[{"id_str":"1047658562","name":"Tuixingdep","screen_name":"0xTuixingdep","indices":[0,13]},{"id_str":"1103585776619741184","name":"Zama","screen_name":"zama_fhe","indices":[14,23]},{"id_str":"1745980775235735552","name":"Quranium","screen_name":"quranium_org","indices":[24,37]},{"id_str":"1098881129057112064","name":"Bitget","screen_name":"bitgetglobal","indices":[38,51]},{"id_str":"1592874736916185089","name":"Bantr","screen_name":"Bantr_fun","indices":[52,62]},{"id_str":"1937544417835130880","name":"Mindō AI","screen_name":"MindoAI","indices":[63,71]},{"id_str":"1685292846029660160","name":"Blazpay","screen_name":"blazpaylabs","indices":[72,84]},{"id_str":"1575258041267925002","name":"Bluwhale AI","screen_name":"bluwhaleai","indices":[85,96]}]},"favorited":false,"in_reply_to_screen_name":"0xTuixingdep","lang":"en","retweeted":false,"fact_check":null,"id":"1979102023548309872","view_count":2,"bookmark_count":0,"created_at":1760689667000,"favorite_count":0,"quote_count":0,"reply_count":0,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979034241829867661","full_text":"@0xTuixingdep @zama_fhe @quranium_org @bitgetglobal @Bantr_fun @MindoAI @blazpaylabs @bluwhaleai The convergence of technologies signals a transformative era for Web3 user experiences.","in_reply_to_user_id_str":"1047658562","in_reply_to_status_id_str":"1979034241829867661","is_quote_status":0,"is_ai":null,"ai_score":null}]},{"label":"2025-10-19","value":0,"startTime":1760745600000,"endTime":1760832000000,"tweets":[]},{"label":"2025-10-20","value":861,"startTime":1760832000000,"endTime":1760918400000,"tweets":[{"bookmarked":false,"display_text_range":[0,276],"entities":{"hashtags":[],"symbols":[],"timestamps":[],"urls":[{"display_url":"brevis.network","expanded_url":"http://brevis.network","url":"https://t.co/1o6ui2g4s6","indices":[2127,2150]}],"user_mentions":[]},"favorited":false,"lang":"en","quoted_status_id_str":"1976618727547490634","quoted_status_permalink":{"url":"https://t.co/hWVQk8uJuf","expanded":"https://twitter.com/brevis_zk/status/1976618727547490634","display":"x.com/brevis_zk/stat…"},"retweeted":false,"fact_check":null,"id":"1979741345783980535","view_count":861,"bookmark_count":0,"created_at":1760842093000,"favorite_count":73,"quote_count":0,"reply_count":79,"retweet_count":0,"user_id_str":"890925426641485824","conversation_id_str":"1979741345783980535","full_text":"Brevis: The ZK Coprocessor Layer – Giving Smart Contracts a \"Brain\" on BNB Chain\n\n1. What is Brevis?\nIn a nutshell, Brevis is a \"ZK coprocessor layer\" think of it as a zero-knowledge proof (ZK) sidekick for blockchain computation. It lets smart contracts on BNB Chain tap into full transaction history and past states without the insane gas costs that usually kill the vibe. Instead of crunching heavy stuff on-chain, Brevis offloads complex programs (simulations, ML inference, big algorithms) off chain, then verifies everything with cheap ZK proofs. Result? dApps don't just run they think: analyzing history, personalizing experiences, handling intricate logic all without gas fees eating you alive.\n\n2. Why Does This Matter?\nPicture this (nerd professor mode on): On chains like BNB, smart contracts are basically amnesiacs they can't easily peek at user or protocol history due to costs and complexity. Brevis smashes that barrier. With historical data + heavy-duty computation unlocked, you unlock wild new possibilities: \n- Personalized incentives based on real behavior, not just lame snapshots. \n- Smarter DeFi UX: Perks for long-term traders, loyal LPs, or diamond handed holders. \n- Cross chain security: ZK proofs for validators and restaking, ditching risky bridges or third party trust. \nBottom line: It turns blockchains from basic calculators into data crunching AIs efficient and secure AF.\n\n3. Brevis on BNB Chain: What's New? \nHot off the press: Brevis is now \"fully live\" on BNB Chain! Devs can plug into its two core systems: \n- ZK Data Coprocessor: Query any transaction history or state, compute off-chain, and verify proofs on-chain. \n- Pico zkVM: Run arbitrary Rust code (sims, ML, complex algos) off chain, then prove it for contract verification. \nReal-world flex: PancakeSwap Infinity uses Brevis to tweak swap fees and LP rewards based on user history. Ideas that were once \"too hard\" or \"too pricey\" like personalized DeFi or cross-chain logic are now plug and play.\n\n4. Quick Guide for Devs/DApp Builders \nIf you're building games/DeFi, here's how to dip into Brevis: \n▫️ Hit the docs: https://t.co/1o6ui2g4s6 zero in on ZK Coprocessor & Pico zkVM. \n▫️ Nail your use case: \"Sum a user's trade volume over 30 days\" or \"Run a mini ML model to predict churn.\" \n▫️ Code in Rust for Pico: Pretty chill if you're backend savvy execute off chain. \n▫️ Hook it to Solidity: Add a callback to verify the proof gas savings on steroids. \n▫️ Pro tip: Brush up on ZK basics to dodge bugs; optimize proof gen for scalability.\n\n5. Caveats & Potential \"Traps\"\nGame-changer? Absolutely. Magic bullet? 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