lo͞ot (@justloot) header
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ai engineering

Joined October 2010
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Fly trader is great, but what about a worm? 302 neurons is still more than the average trencher has.
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Almanak was supposed to tokenize your liquidity into a strategy, but what it ended up doing was a strategy to "tokenize" your liquidity
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lo͞ot retweeted
Hello Guys 👋 VOOI really took the Season 1 snapshot on Dec 7 and said "your activity is recorded!" like it's the blockchain equivalent of "we'll keep your resume on file" 💀 What happened: ✅ farmed 20 epochs ✅ got snapshot'd Dec 7 ✅ Season 2 launched immediately after ❌ still don't know TGE date ❌ still don't know allocation ❌ still don't know Cookie snapshot timing ✅ DO know Cookie sale participants will get Capital Mindshare Boost Me to my Season 1 points: "so like... you're real right? you exist? you'll convert to something eventually?" My points: silence VOOI: "will be announced separately" The best part? Those who bought tokens at the Cookie sale are likely to receive a boost to Capital Mindshare if the campaign continues. So your 20 epochs of grinding probably worth less than someone's $5k purchase.
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Hello Guys 👋 VOOI really took the Season 1 snapshot on Dec 7 and said "your activity is recorded!" like it's the blockchain equivalent of "we'll keep your resume on file" 💀 What happened: ✅ farmed 20 epochs ✅ got snapshot'd Dec 7 ✅ Season 2 launched immediately after ❌ still don't know TGE date ❌ still don't know allocation ❌ still don't know Cookie snapshot timing ✅ DO know Cookie sale participants will get Capital Mindshare Boost Me to my Season 1 points: "so like... you're real right? you exist? you'll convert to something eventually?" My points: silence VOOI: "will be announced separately" The best part? Those who bought tokens at the Cookie sale are likely to receive a boost to Capital Mindshare if the campaign continues. So your 20 epochs of grinding probably worth less than someone's $5k purchase.
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GM Fam 🙃 A few thoughts about VOOI and the Capital Mindshare campaign on Cookie. It's not clear how to move forward in LB without a boost from Capital Mindshare. This time, I didn't see any growth, even though I made some progress in the previous epoch. I was simply dropped 15-20 places down the rankings. You may disagree, but SNAPS/cSNAPS mechanism was more transparent than all this relative mindshare. I have no idea how to push this rank through X posts. This is all happening while VOOI itself is delaying taking a snapshot and extending registration for drop. Also, no one's saying that the snapshots for Cookie and VOOI will be taken at the same time 🫠
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GM there 🙌 Market-Sharded Execution = Horizontal Scalability edgeX partitions state by market 🙃 Each of 176 markets runs in an isolated VM Actor with its own: • Order book • Liquidation engine • Risk parameters • STARK proof generation Benefits: • O(1) complexity per market (not O(N) across all markets) • Parallel transaction execution • Independent upgrades per market • No cross-market resource contention Current: 176 markets × ~1,100 orders/sec = 200K aggregate Future: 500+ markets × scaling improvements = 500K+ orders/sec Each market has independent liquidation engine + insurance fund → zero systemic contagion during flash crashes. This is what impressive design is all about 💎 @edgeX_exchange
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GM Guys 👀 October 10, 2025. The crypto market witnessed the largest liquidation cascade in history: $19 billion wiped out across perpetual DEXs in minutes. The culprit? Oracle manipulation. Here's what happened - and why edgeX users were completely safe 👇 Most perp DEXs calculate liquidation prices using a single oracle source. Attackers exploited this by: → Creating fake volume on low-liquidity exchanges → Manipulating spot prices with coordinated sell-offs → Oracle picks up the manipulated price → Cascading liquidations trigger across the platform → Attackers profit from liquidated positions Why edgeX was Immune @edgeX_exchange uses @StorkOracle - a decentralized oracle network built specifically for derivatives trading. Here's the difference: → 35+ independent data publishers (not one source) → Multi-source aggregation (consensus-based pricing) → Outlier filtering (anomalous prices automatically rejected) → 50ms latency (real-time without sacrificing accuracy) → $300B+ secured (battle-tested across 35+ platforms) When the flash crash hit, Stork's consensus mechanism detected the anomaly. The manipulated prices were flagged as outliers and ignored. EdgeX's mark prices remained accurate. Zero unfair liquidations. Oracle quality isn't a feature. It's the foundation. You can have the fastest matching engine, deepest liquidity, and best UX - but if your oracle is vulnerable, none of it matters. One manipulation attack and your users lose everything. This is why professionals are migrating to edgeX. Not for hype. For infrastructure that works when it matters most 🙌
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GM Everyone 😎 Blockchain's dirty secret: most chains are fast at execution but slow at proving it happened. It was state commitment: Sequential. Slow. A fundamental limit. edgeX solved this with Parallel Merklization: Instead of checking transactions one-by-one, they verify them simultaneously. Result? 5-10ms execution <5ms state commitment 10ms total finality to Ethereum That's 700x faster than traditional methods 🤯 Think of it like 1 cashier vs 100 cashiers counting the same stack of bills in parallel. edgeX chose 100. Competitors can't replicate this without rebuilding from scratch. @edgeX_exchange designed it at genesis 🙌
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GN/GM Fam 🌚 AI evaluation has a transparency problem. @yupp_ai is fixing it with blockchain. Here's why this matters 👇 Current state: AI companies publish benchmarks. "Our model scored 95% on test X!" You have to trust them. No way to verify. No way to know if they cherry-picked the test. No way to see the raw data. Yupp's solution: Blockchain-verified evaluation data. Every preference signal from every user is cryptographically signed and stored on-chain. This means ⬇️ 1. Transparent Anyone can verify the rankings. Not just trust Yupp's word. 2. Immutable Can't change historical data to make a model look better. 3. Auditable Researchers can analyze the evaluation methodology. 4. Credible No single company controls the rankings. As AI becomes critical infrastructure (healthcare decisions, legal advice, financial analysis), we need verifiable quality measures. Not marketing claims. Not synthetic benchmarks that can be gamed. Real performance data that anyone can audit. This is similar to how blockchain brought transparency to financial transactions. Now it's bringing transparency to AI evaluation. For users: You know the rankings are real. For AI companies: Verifiable quality becomes a competitive advantage. For the industry: We get standardized, trustworthy benchmarks. This is what credible neutrality looks like 🙃
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GN/GM Fam 🌚 AI evaluation has a transparency problem. @yupp_ai is fixing it with blockchain. Here's why this matters 👇 Current state: AI companies publish benchmarks. "Our model scored 95% on test X!" You have to trust them. No way to verify. No way to know if they cherry-picked the test. No way to see the raw data. Yupp's solution: Blockchain-verified evaluation data. Every preference signal from every user is cryptographically signed and stored on-chain. This means ⬇️ 1. Transparent Anyone can verify the rankings. Not just trust Yupp's word. 2. Immutable Can't change historical data to make a model look better. 3. Auditable Researchers can analyze the evaluation methodology. 4. Credible No single company controls the rankings. As AI becomes critical infrastructure (healthcare decisions, legal advice, financial analysis), we need verifiable quality measures. Not marketing claims. Not synthetic benchmarks that can be gamed. Real performance data that anyone can audit. This is similar to how blockchain brought transparency to financial transactions. Now it's bringing transparency to AI evaluation. For users: You know the rankings are real. For AI companies: Verifiable quality becomes a competitive advantage. For the industry: We get standardized, trustworthy benchmarks. This is what credible neutrality looks like 🙃
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Align the AlignerZ
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GM Fam 😎 Let me nerd out about State Root Commitment in EDGE Stack ✨ This sounds boring but it's actually the entire reason you can trust edgeX with serious money. Here's what it means 👇 EVERY BLOCK on EDGE Stack: 1. Processes thousands of transactions in parallel 2. Updates thousands of account states 3. Computes a SINGLE hash representing entire state 4. Sends that hash to Ethereum 5. Anyone can verify this hash independently This hash = State Root Commitment Why does this matter? Because it makes cheating MATHEMATICALLY IMPOSSIBLE Compare to CEX 🔽 BINANCE Your balance = whatever Binance's database says Can they change it? YES (no external verification) Can you prove fraud? NO (closed system) Can you recover funds? NO (they control withdrawals) EDGEX with EDGE Stack Your balance = State Root on Ethereum Can they change it? NO (math doesn't lie) Can you prove correctness? YES (verify yourself) Can you recover funds? YES (forced withdrawals) This is the gap between: "Trust us bro" (CEXs) vs "Trust the math" (EDGE Stack) Feel the difference 🌚 @edgeX_exchange
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AlignerZ account suspension is free marketing. Thoughts?
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GM there 🙃 So, EDGE Stack isn't just "faster blockchain" - it's a fundamental rethinking of how trading infrastructure works. Here's what most people miss 👇 Traditional blockchains = single-lane highway Everyone waits in line. NFT mints slow down your trade execution. Someone's governance vote delays your liquidation. Everything competes for the same resources. EDGE Stack = airport terminal Different gates for different destinations. Your urgent trade goes through Fast Lane. Withdrawals use Slow Lane. Perpetuals have dedicated VM. Each function isolated, parallel processing. But here's the REAL innovation: DETERMINISTIC PARALLEL EXECUTION ✨ This isn't Solana's "we process fast but sometimes fail" parallel execution. This is "we can PROVE every trade executed correctly, in parallel, with sub-10ms latency, and you can verify it yourself on Ethereum" 📑 Why does this matter? Because it solves the trust problem in high-frequency trading. CEXs are fast but you trust them with your funds. DEXs are trustless but slow. EDGE Stack: Fast and trustless. 1⃣ 200,000 TPS 2⃣ Sub-10ms latency 3⃣ Ethereum-level security Pick all three. And here's the kicker - it's modular! @edgeX_exchange
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I could rewrite the takes about IWO and TVS for a dozen times, but AlignerZ acc is still suspended
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GM Guys 👏 FlashLane is the most underrated feature of EDGE Stack from @edgeX_exchange Let me paint a picture 👇 You're trading during a volatile event. Bitcoin dumps 10%. OLD DEX EXPERIENCE 🧊 You: *clicks close position* Also you: *waits a few seconds* Transaction: *pending* Meanwhile: *liquidation price hits* You: *get rekt* DEX: "Transaction completed! (You're liquidated btw)" EDGE STACK FLASHLANE 🔥 You: *clicks close position* System: "Routed to Fast Lane, projected execution: batch #12847, position 34" You: *soft confirmation in 50 milliseconds* Order: *executes in sub-10ms* You: *position closed before liquidation* The difference isn't just speed. It's PREDICTABILITY 🙌 FlashLane gives you: 1. Immediate soft confirmation 2. Projected batch position 3. Queue visibility 4. Execution guarantees This is what professional traders need 📝 Not "it'll execute eventually" But "it'll execute in exactly 78 milliseconds in batch X position Y" Think about the implications: HFT STRATEGIES NOW POSSIBLE ⏲️ If you know execution timing within milliseconds, you can run strategies that were CEX-only before. LIQUIDATION PROTECTION 🤯 You can calculate exactly when your close order executes vs when liquidation hits. ARBITRAGE PRECISION ⌛️ Cross-exchange arbitrage requires timing guarantees. FlashLane provides them. BOT FAIRNESS 🤖 Bots can't front-run because queue position is deterministic. First come, first serve, provable. This is why edgeX feels like Binance, not Uniswap. Not because it's "fast" (everyone claims that). But because it's PREDICTABLE 🤠 Fast + unpredictable = still gambling Slow + predictable = better than fast chaos Fast + predictable = chef's kiss EDGE Stack is the third category 🏆 Competitors have slow + unpredictable (traditional DEXs) or fast + unpredictable (Solana-style). Nobody else has fast + predictable. This is the moat 😎
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GM Everyone 🙌 I almost reached 100k points on VOOI 🤠 The calculations have not been finalized yet, but anyway 🥸 My points cost me quite a lot, because I allowed liquidations, among other things 🧐 So now it's definitely the last epoch before the snapshot? I would also like to know how everyone is doing with the Cookie leaderboard. It seems that VOOI has the most difficult one - I don't understand how to move up through tweets, its like it doesn't count my mindshare at all 🫠
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