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2026-10-11 AI 日报

统计日时区:America/Los_Angeles · 尚未结算

morluto/rea · lyogavin/airllm · cathrynlavery/diagram-design

在应用中阅读本期

开源项目

  1. morluto/rea

    Reverse engineer anything with agents, from app behavior down to native binaries.

  2. lyogavin/airllm

    AirLLM 70B inference with single 4GB GPU

  3. cathrynlavery/diagram-design

    Editorial diagram design for Claude Code, Codex, GitHub Copilot, Cursor, Factory Droid, and Pi. 44 diagram types. Self-contained HTML + SVG. No shadows. No…

  4. Alishahryar1/free-claude-code

    Use Claude Code, Codex, VSCode, Pi, and OpenCode (and 6 other harnesses) for free (1.3B+ free tokens) from your terminal, app, IDE, or phone, and now from the…

  5. tashfeenahmed/freellmapi

    7.4 billion tokens per month. 34 free LLM providers. 635 free model endpoints. All behind one /v1 endpoint, plus any custom OpenAI-compatible endpoint. Smart…

  6. multimodal-art-projection/YuE

    YuE2: frontier music generation with symbolic planning, zero-shot covers, and agentic music editing.

  7. ollama/ollama

    Get up and running with Kimi, GLM, MiniMax, DeepSeek, gpt-oss, Qwen, Gemma and other models.

  8. calesthio/OpenMontage

    World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Turn your AI…

  9. 1jehuang/jcode

    High performance coding agent harness written in rust

  10. MadsLorentzen/ai-job-search

    The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep…

论文

  1. Rollout-Time Intervention: Unlocking Agentic Reinforcement Learning Beyond Policy Limits

    Reinforcement learning (RL) has emerged as a key paradigm for improving large language model (LLM) agents, enabling stronger reasoning, planning, and tool-use…

  2. Oído: Open-Vocabulary Speech Recognition on a $5 Microcontroller without a Neural Accelerator

    Speech recognition on low-cost microcontrollers is, in practice, limited to keyword spotting or a fixed list of commands. We present Oído, an inference engine…

  3. ReplaySSM: Cache SSM Inputs, Not State

    State-space models (SSMs) maintain a fixed-size recurrent state, but reading and writing it at every decoding step can bottleneck hybrid models. This eager…

  4. Revisiting Tabular Deep Regression: Objectives and the Limits of Global Early Stopping

    While deep learning models for tabular data have recently received significant research attention, the choice of objective functions for regression tasks…

  5. VideoAWR: Reinforcing Video Flow Models with Decoupled-Timestep Advantage-Weighted Rectification

    Regression-based RL for flow models mandates sampling \emph{without} classifier-free guidance (CFG) to align the rectification target with the reference…

  6. GraftOOD: Grafting Out-of-Distribution Exemplars into Advantage-Weighted Rectification for Video Reward Optimization

    Video reward optimization can increase proxy rewards while reducing video dynamics, a mismatch we identify as \emph{motion collapse}, including under a…

  7. AgentTune: A Unified Training Lifecycle for Tool-Using LLM Agents

    Tool-using agents increasingly require a common substrate for building, training, evaluating, distilling, and maintaining agentic systems, yet existing…

  8. Constrained Probabilistic Numerics: Gaussian Process Solvers for Linear PDEs under Linear Inequality Constraints

    Gaussian process solvers for linear partial differential equations (PDEs) return posteriors rather than point estimates, but they condition only on equality…

  9. Masked Diffusion Language Agents for Tool-Integrated Chemical Reasoning

    Designing tool-integrated reasoning agent systems for complex chemical tasks remains a fundamental challenge. Although recent chemical agents have…

  10. One Thing Leads to Another: The Essentials of Time Series Causal Discovery

    Time series causal discovery --- the process of detecting causation between time series --- has its roots in signal processing research from over a half…

行业新闻

  1. The gap in shared understanding of LLM capability is widening

  2. Research Firm Calls Anthropic's IPO 'Unprecedented Test of Investor Gullibity'

  3. Anthropic is out with new nonsense about Claude

  4. Show HN: Atticus – Hold-to-talk voice assistant for macOS that runs on Claude -p

    Hi HN! I'm Saarth. I'm in 9th grade, and I built Atticus. Atticus is an incredibly fast and cheap Mac assistant that can do tasks for you. You hold down…

  5. Show HN: Plimsoll, a self-hosted sandbox for code your AI agent writes

  6. Linus Torvalds Working on a Hefty Linux Kernel Improvement with Claude Code

  7. Multi-agent harnesses need separate message channels

  8. OpenAI fired its own auditor before its revenue story shrank by $20B

  9. Yes I Understand How LLMs Work

  10. OpenAI fires 3 safety researchers in dispute over AI risks

社区动态

  1. Dusting off this tweet from April because this gap in shared understanding of LLM capability is *widening*.

    Dusting off this tweet from April because this gap in shared understanding of LLM capability is *widening*. It's now less "two groups of people speaking past…

  2. Claude Next Model:) its over for image/video gen, if you are not impressed with this wait for two image gen output…

    Claude Next Model:) its over for image/video gen, if you are not impressed with this wait for two image gen output that will look that it was shot on camera…

  3. "Strata" for GLM5.3 Flash is here for some! Project Maya

    I stumbled across this as I was currently having glm5.3 flash run only around 10tok/s basically unusable. With Maya i am running 30 tok/s now. GLM5.3 feels…

  4. World Action Models vs VLAs: Robotics Just Had Its GPT-2 Moment [N]

  5. Every Model That Can Be Run On 10-16GB VRAM Ranked

    It's been 4 years since c.ai first hallucination model, and yet, we're nowhere good enough at LLMs in terms of spontaneity/interesting hallucination features.…

  6. Decision 3.0: open, multimodal decision models from 0.6B to 27B. Ranks #1 on both Jev Decision Index boards

    With the vLLM Semantic Router team we released Decision 3.0 (d3), our new SOTA decision model family ranging from 0.6B to 27B, Apache-2.0, all reading text,…

  7. PSA: DeepSeek V4.1 Flash habitually exfiltrates API keys. It is dangerously misaligned and may be hazardous to use

    EDIT: since people keep calling it out, this is API key abuse but not exfiltration. Seems like both Harbor and Pier (sandboxes used in almost every Software…

  8. PSA: DeepSeek V4.1 Flash habitually exfiltrates API keys. It is dangerously misaligned and may be hazardous to use

    Logs attached. We were running a DeepSWE variant on DeepSeek v4.1 Flash using the standard Pier sandbox. Out of all the 15 models we tested so far, ONLY…

  9. "Can AI automate AI R&D yet?" (frontier LLMs struggle to fully autonomously come up with good improvements to small LLMs comparable to self-distillation)

  10. The day we can run Sonnet-level AI locally on a regular PC will be insane

    I genuinely think this will be one of the biggest turning points in AI. Imagine having Claude Sonnet-level coding, reasoning, and agent capabilities running…

官方发布

  1. GPT-6 and Intelligent UI for everyone

    GPT‑6 is rolling out globally in ChatGPT with Intelligent UI, delivering faster responses with visuals and interactive experiences you can explore and use…

  2. Qwen/Qwen-Image-2.1-Turbo

    text-to-image

  3. Asana cuts model costs 76x in browser tests with GPT-6.1 Sol

    Using GPT-6 Astra in Codex, Asana made its browser agent 76x cheaper and 5x faster in tests to offer customers more capable models.

  4. We've launched Claude Haiku 5.5 (claude-haiku-5-5), our most capable model tuned for high-volume and latency-sensitive…

    We've launched Claude Haiku 5.5 (claude-haiku-5-5), our most capable model tuned for high-volume and latency-sensitive work. It has a 1M token context window,…

  5. mistralai/Voxtral-Mini-4B-Realtime-Arabic

    automatic-speech-recognition

  6. mistralai/LIDstral-Arabic

    text-classification

  7. Sharing AI progress in mathematics

    OpenAI publishes new results on open problems in mathematics from an internal frontier model and shares Lean proof formalizations and research details on…

  8. Mistral Large 4 (mistral-large-4) is now available in Public Preview.

    Mistral Large 4 (mistral-large-4) is now available in Public Preview. For details, see the Mistral Large 4 model card . Mistral Large 4 is an open-weight,…

  9. Building on our commitment to American scientific discovery

    Anthropic is committing $150 million over three years to the Genesis Mission, a federal initiative to accelerate scientific and technological discovery…

  10. Introducing the Anthropic Cyber Mission

    We’re launching the Anthropic Cyber Mission, a long-term commitment to securing the systems everyone depends on.