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AI Agents are evolving from assistants into autonomous on-chain actors. On May 24, OpenBuild and Mantle will host the Mantle Turing Test Hackathon 2026 Meetup in Shanghai, bringing together AI builders, Web3 developers, and creators exploring the future of Agentic AI × Web3. @Mantle_Official @0xMantle @0xMantleCN 💰 $120,000 prize pool ⚡ AI Trading, RWA, DevTools, Agentic Wallets, and more 🤝 Team matching and project networking This is not just a hackathon. It is an experiment in autonomous AI on-chain. 🗓 May 24, 2026 📍 Shanghai 🔗 #Mantle# #AI# #Web3# #Hackathon# #OpenBuild# #Shanghai# #Layer2# #ZK# #DeFi# #RWA#
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layered llm?
In this paper, a 7B language model trained with reinforcement learning learns to orchestrate larger frontier models like GPT-5, Claude Sonnet 4, and Gemini 2.5 Pro. It does so by writing natural-language subtasks, assigning each to one of the workers, and specifying which previous outputs that worker sees in context. The resulting system outperforms every individual frontier model on benchmarks including GPQA Diamond, LiveCodeBench, and AIME25, while averaging about three model calls per question—fewer than the multi-agent pipelines and self-reflection loops it beats. The work provides evidence that prompt engineering and pipeline design, currently done by hand in commercial AI products, can be learned end-to-end through reward signals alone. Read with an AI tutor: PDF:
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LayerZero can't be saved anymore? After the ~$300M rsETH exploit, @LayerZero_Core blamed its partners instead of owning it, and they felt the consequences immediately. @KelpDAO & @SolvProtocol have already left, both migrating to @Chainlink. Not only that, the projects below are currently pausing or reviewing their partnership with LayerZero: - Beefy, Ethena, BitGo, Lombard, and more on the way. The $ZRO damage chain is critical if you don't know: Partners leave → volume drops → Stargate revenue falls → $ZRO buyback slows → $ZRO loses its only growth engine. LayerZero did contribute 5,000 ETH to DeFi United and another 5,000 ETH into Aave liquidity, but the way they handled things only made people angrier. LayerZero's revenue will decrease, and in the current market, a revenue drop is never a good sign for price. If you're holding $ZRO, you need a clear-eyed risk assessment right now.
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Two layers of printed lines. One on the page, one on a clear film. Slide the film. That's it. That's the whole technology. The moiré effect has been known since the 19th century. Kurashima bound it between two covers.
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Nuxt layers might be the most powerful and underrated composability pattern ever. Here's why: The Nuxt MCP Toolkit is a module that lets you create MCP servers in your Nuxt app in the easiest possible way. But here's where it gets interesting. The module doesn't just create a server. It automatically scans every layer in your application and extends MCP tools from all of them. Meaning you can add tools from any layer. The composability is insane. Now imagine this: Docus ships with the MCP Toolkit built in as a layer. Every single Docus documentation site now has an MCP server running by default. But that's not even the best part. Because we use the @aisdk on top of the MCP, each doc site gets a fully functional agent that connects to that MCP server. Zero configuration. Deploy to @vercel with Gateway and it all just works. Out of the box. Every documentation site gets its own AI agent powered by MCP. One layer. One module. Infinite scale. This is the power of Nuxt's architecture. Layers let you compose functionality that cascades across every application that uses them. You build it once, and it works everywhere.
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Infrastructure layers form when fragmentation can no longer scale. Before cloud: companies had to manage their own infrastructure. The fragmentation became too expensive to sustain. Cloud platforms like AWS created a shared infrastructure layer. The industry rebuilt on top of it. Healthcare is reaching the same inflection point. Fragmented human health signals. Siloed institutions. Non-interoperable systems. Life AI BioHub is the coordination layer forming now. Cloud did it for computation. We’re doing it for human health.
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heard @LayerZero_Core set aside a ton of money for KOLs to do paid posting Just to be clear; This post is not a pay-per-post and we never do that
X Layer will soon be supported on the @Wallet x402 API. Devs will be able to enable gas-free stablecoin payments, instant onchain settlement and secure transactions using the OKX Wallet API. Learn more:
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This massive robotic tile layer is straight-up replacing an entire crew on a huge job site Watch it autonomously grab giant slabs, laser-align them perfectly, and lay them down flawlessly one after another with zero human hands on the floor We keep seeing robots like this getting smarter and faster every year. Be honest. Do you think this kind of AI tech is eventually going to take most construction and manual labor jobs?
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The Five Layers of Memory 1. Near Memory: Sk hynix, Samsung $MU 2. Main Memory: Sk hynix, Samsung, CMXT $MU 3. Expansion Memory: SK hynix, Samsung $MU $ALAB $MRVL $MCHP $RMBS 4. Contexted Memory: SK hynix, Samsung, Kioxia $MU $WDC $SNDK $SIMO 5. Data Lakes: $STX $WDC $DELL $NTAP $P $HPE $IBM
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