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 👇

RootData Stock Derivatives Exchange Ranking: BingX Records Widest Spread at 0.307%; Posts Lowest Weighted Depth Among Top 10 According to RootData's stock derivatives exchange ranking, BingX has the widest spread among ranked platforms at 0.307%. Among the Top 10, has the lowest weighted depth (±2%) at only $210,500. The spread is calculated as a 24-hour volume-weighted figure, a higher value generally indicates higher trading costs. Weighted Depth (±2%) measures the ±2% order book depth across all stock derivatives on an exchange, weighted by 24-hour trading volume. A lower figure typically means larger price volatility when executing sizeable orders. 👇

Last week summary (July 12 – 19): Drove 1,307 km (812 miles). Charging costs at Superchargers: €42 (~$46). Food & living expenses: €400 (~$436). Since picking up my Tesla in Rome back in May, I’ve now driven a total of 10,806 km (6,715 miles). Still one of the most affordable and comfortable ways to live and travel full-time. Grateful for this setup every single day.

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Waterdrop Inc. (NYSE: WDH) has just announced its Q2 results, showcasing a 307% increase in profitability. To reward the ongoing support from our shareholders and investors, the board has approved a second special cash dividend and a new share repurchase program!