When an agent edits files partway through a session, how does the graph catch up? Does it watch the filesystem, or re-index when the next query runs?

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Minor update to #DeepSeek v4.1 Flash 1017 #Model Improvements on benchmarks. 1M context window. #AI #LLM #OpenSource MIT lic 🤗 huggingface.co/deepseek-ai/...

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@vercel.com Eve #Agentic #framework uses #filesystem as interface for tools, just drop a #TypeScript code into a folder, the filename becomes the tool name no registration. Built-in #sandbox. #React and #Next.js. #Self-hosted or managed in cloud. #OpenSource Apache 2.0 lic #AI #LLM #Agents

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#Xiomi released a 311B parameter #MoE #model, with 15B active, #FP8. #1M context window, Text, Multimodal: Image, Video, Audio. With built-in multi-token prediction #MTP. Multiple tool calls, coding. #AI #LLM #SotA #OpenSource MIT lic

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#Meta releases #Muse Spark “Open” #MoE #model 816B parameters, 42B active. Multilingual, Multimodal, Coding, tool calling. Not actually #OpenSource Muse Model license #AI #LLM #SotA

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