717 commits. 307 contributors. 96 first-timers. vLLM v0.31.0 is live. 🎉 Highlights: 🤖 DeepSeek-V4.1-Flash: FlashMLA mega attention with NVFP4 KV caching, DeepGEMM sparse MQA, Mega-Gate, and shared Engram host tables ⚡ Fast restart: vllm preload keeps weights in GPU memory across restarts, with data parallelism and MTP draft support; experimental engine snapshots 🛠️ Model Runner V2: draft-model speculative decoding, LiLiCorr, async DFlash, and DSpark adaptive verification for Gemma4 🌐 Large-scale serving: MoonEP balanced all-to-all, prefill context parallelism with data parallelism, DeepEPv2, and RL weight transfer 🎛️ Smarter scheduling: independent active-sequence limits, adaptive long-prefill chunking, and priority for requests already holding KV blocks 🗄️ HiSparse hardening: fixes for MTP verification, chunked-prefill livelocks, and host/GPU prefix caching Thanks to everyone who made this release possible! 💙 Full release notes 👇

🎤 @XRPSEOUL 2026 Highlights | Panel "Bringing Stablecoins into Everyday Finance" How stablecoins can move from trading into everyday payments, banking and cross-chain finance. 🗣Speakers: • Moderator: Lacey Wisdom (@lacey_wisdom), General Partner at @plcapital • Leo Lee, Manager at KakaoBank • John Lilic (@johnlilic), CSO at @useTria • Fig (@ecdsafu), Co-founder at @squidrouter 🔎 Key Takeaways: 1️⃣ Local-Currency Stablecoins & Remittances Establishing local-currency stablecoins (such as KRW-backed tokens) is crucial for preventing local capital flight, eliminating double FX conversion fees for consumers and merchants, and unlocking seamless global money transfers. 2️⃣ Abstracting Web3 Friction for Retail Projects must abstract gas fees and multi-chain complexities in the background, adopt traditional banking terminology instead of crypto jargon, and replace cumbersome seed phrases with familiar Web2 authentication like email and 2FA. 3️⃣ Bank-Tech Synergy & Monetary Sovereignty Building mainstream trust requires blending bank-level reserve management and regulatory compliance with startup technical agility. As USD stablecoins scale toward a trillion-dollar market cap, nation-states will increasingly prioritize local-currency stablecoins to preserve monetary sovereignty, while stablecoins serve as the foundational liquidity rail for tokenized RWAs. 💡 The Takeaway Transitioning stablecoins from speculative trading to everyday finance depends on removing technical barriers for everyday users, launching compliant local-currency stablecoins to cut cross-border friction, and combining bank-grade trust with agile Web3 infrastructure. Hosted by @XRPLKorea

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