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2026-11-03 AI 日报

统计日时区:America/Los_Angeles · 尚未结算

vercel-labs/agent-desktop · AminBlg/SimpleEnglish · Mag1cFall/AIStudio2API

在应用中阅读本期

开源项目

  1. vercel-labs/agent-desktop

    Computer use CLI for AI agents

  2. AminBlg/SimpleEnglish

    Agent skill: make LLMs write docs in ASD-STE100 Simplified Technical

  3. Mag1cFall/AIStudio2API

    将AI Studio Playground和Build反代成API | AI Studio to OpenAI, Anthropic & Gemini Compatible API

  4. JustVugg/colibri

    A hierarchical inference engine for frontier MoE models: hot experts on the GPU (CUDA, Vulkan), warm ones in RAM, cold ones streamed from NVMe. Written in C,…

  5. thedotmack/claude-mem

    Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context…

  6. mvschwarz/openrig

    Build your own network of agents from Claude Code, Codex and Pi: persistent teams with roles, shared context and owned work.

  7. jordan-gibbs/hyperresearch

    Convert Claude Code or Codex into the most intelligent Deep Research Agent. Collect, search, and synthesize web research into a persistent, searchable wiki…

  8. Duecki1/CalibRaw

    Free, open-source RAW editor for Linux, Android, Windows and macOS. GPU-accelerated, non-destructive, with masks, HDR merge and local AI.

  9. max-sixty/worktrunk

    Worktrunk is a CLI for Git worktree management, designed for parallel AI agent workflows

  10. Donchitos/Claude-Code-Game-Studios

    Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy.

论文

  1. Wave Forcing: Towards Speed-of-Light Streaming Video Generation

    Real-time long-video generation requires continuous output with consistent appearance and natural motion. Existing chunk-wise autoregressive methods face…

  2. CoworkOS:Scaling Agent Coworkers for Real-world Automation

    Rapid advances in cowork agents are shifting human-AI collaboration toward real-world automation, delivering software, designs, and other artifacts. However,…

  3. CUA-Master: Scaling Computer-use Agents through Open-World Recursive Improvements

    Despite recent advances in CUAs, their development remains constrained by the limited diversity, controllability, and reliability of interaction data.…

  4. Video Generation Meets Agent Harness: Agentic Video Generation, Agentic World Modeling and Recursive Self-Improvement

    Video generation is shifting from end-to-end synthesis toward agentic generation, where planning, tool use, and feedback enable coherent, controllable…

  5. Democratizing Robot-Use Agents: A Unified Harness with Open Models

    Robot-use Agents (RUAs) have shown promising zero-shot manipulation capabilities, but reliance on frontier, proprietary models limits research into further…

  6. NorthCUA Technical Report: Turbocharging Computer-Use Agents through Experience at Scale

    Scaling computer-use agents from individual actions to complex software work requires experience that connects decisions to complete outcomes. We present…

  7. Advances in Agentic Computer Graphics

    Computer graphics is built on code. Large language model (LLM) agents can now generate graphics code and iteratively refine it through various feedback. This…

  8. PhotoGuider: Composition-Aware Cropping and 360^{circ} View Framing with Explainable Photographic Assessments

    Traditional image cropping assumes the photograph already contains the composition worth keeping, and asks only where to crop. A full 360^{circ} scene offers…

  9. From Fragmentation to Fusion: A Survey and Roadmap for Omnimodal Embeddings

    Embedding models underpin virtually every modern AI system, from search engines to recommendation systems. Despite shared mathematical foundations, research…

  10. Lost in Recovery: Demystifying Recovery Behavior of Computer-Use Agents via Goal-Oriented Action Replay

    Recent advances in large (vision) language models have enabled computer-use agents that automate digital workflows via fine-grained keyboard and mouse…

行业新闻

  1. The 'Astra can read and write weights to improve Qwen' post is misleading

  2. OpenAI seems to be silently re-enabling model training on Codex chats

    My company is pretty paranoid about leaking IP to the frontier labs through prompts, so we've all been diligent about disabling data sharing in Codex/Claude…

  3. Qwen 3.8 27B on my laptop can interpret model weights, too

    Yesterday’s hot paper was Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights by Rikiya Takehi, Jayden Teoh, Alex Zhang,…

  4. Revolut moves to self-hosted GLM

  5. Anthropic IPO filing: $1.7B quarterly payroll, about $107K per employee monthly

  6. Octomind – open-source AI harness that saves your tokens, static rust

  7. Anthropic's IPO Filing Warns It May Be 'Imminently' Close to RSI

  8. Show HN: Interactive notes on RLHF, attention, LoRA and LLM evals

  9. Itch.io adding Generative AI disclosure filtering to few more places on the site

  10. USDB: Scaling Storage for Next-Generation Recommender Systems at ByteDance

    arXivLabs is a framework that allows collaborators to develop and share new arXiv features directly on our website. Both individuals and organizations that…

社区动态

  1. [Paper] Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights

    TL;DR We find that frontier LLMs are surprisingly good at natively reading and writing neural network weights, well past what we’d expect from humans or…

  2. Defer, a Deterministic LLM Inference Engine

    I created a an experimental deterministic LLM inference engine called Defer . When given the same prompt, model and parameters such as temperature and seed…

  3. Coding agents: cache price matters more than input price

    Quick math before picking a model or provider. An agent resends the whole session every turn. 100K context, 50 turns => 5M input tokens, almost all of it…

  4. RTX 5090 with 64GB and 96GB VRAM 'confirmed' by US GPU repair tech

  5. GPT-6 successfully performed "brain surgery" on another AI to make it smarter

  6. Made a DeepSeek-chan desktop pet that eats rice and chats with you

    Saw the interactive DeepSeek-chan and the Codex pets going around and wanted one I could talk to, so I built this. She just hangs out on my desktop. Drag her…

  7. Qwen3.8-Flash-Next (local) vs Claude

    I am seriously impressed and want to share my experience. Qwen3.8-Flash-Next (local) vs Claude in Claude Code: reviewing one real commit I ran the same code…

  8. H3 Long-Gen with Qwen 3.8 Flash Next prompting every 18sec went in a really wild direction (2min14s)

  9. I'm worried Claude will become less and less useful for what I use it for.

    I like to decomp games, mod games, make clones of games and make new games. I pretty much exclusively use it for game related things. Some examples of what…

  10. Deep dive into LLM mechanics: tokens, attention, and KV cache dynamics

官方发布

  1. Agentic cheminformatics with Google Antigravity

    Learn how Google Antigravity and our Cheminformatics Skills accelerate drug discovery workflows, search compounds, and propose novel rigidified macrocycles.

  2. Cost per task: Using cheap classifiers to route across Gemini models and thinking levels

    Per-token API prices keep falling, yet engineering bills for autonomous coding agents keep climbing....

  3. Scaling Git at OpenAI

    How OpenAI built Pando, a Git-compatible backend designed for the scale of development that Codex makes possible.

  4. Released GPT-6 Rosalind, bringing specialized biological reasoning with scientific tool use to complex life sciences…

    Released GPT-6 Rosalind, bringing specialized biological reasoning with scientific tool use to complex life sciences research. Access is available to…

  5. Heimstaden is changing residential real estate management with AI

    Discover how Heimstaden uses OpenAI’s ChatGPT Enterprise and Codex to transform property management, cut costs, and empower employees across Europe.

  6. Gemini 2.5 Flash deprecation

    gemini-2.5-flash is deprecated and is no longer available to select in Google AI Studio. Effective December 1, 2026, all API requests to gemini-2.5-flash will…

  7. Long conversations and agent loops on the Messages API can now send smaller requests and get a lower time to first…

    Long conversations and agent loops on the Messages API can now send smaller requests and get a lower time to first token with message threads, in beta with…

  8. Giving every team a data scientist with Grok Bot

  9. Le Chonk: Built for Coders, Trusted by Defenders.

    The weights of Mistral Large 4 (Le Chonk) are now open. A 1T parameter multimodal model, and best open-weight model for coding, trained in Europe.

  10. We’ve deprecated fast mode for Claude Opus 4.8, with removal on November 30, 2026.

    We’ve deprecated fast mode for Claude Opus 4.8, with removal on November 30, 2026. After removal, requests to claude-opus-4-8 with speed: "fast" will return…