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2026-10-29 AI 日报

统计日时区:America/Los_Angeles · 尚未结算

datawhalechina/diy-llm · CopilotKit/OpenBot · Donchitos/Claude-Code-Game-Studios

在应用中阅读本期

开源项目

  1. datawhalechina/diy-llm

    Covers pre-training data, Tokenizer, Transformer, MoE,distributed training, Scaling Laws, inference & alignment .6 progressive code assignments for full-stack…

  2. CopilotKit/OpenBot

    Open-source AI coworkers that each get a computer of their own: a browser, files and tools, with every action decided before it happens and recorded after.…

  3. 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.

  4. milind-soni/OpenMausBot

    Open-source Grok Bot alternative with a virtual machine that bots can use

  5. ethanplusai/harvey

    Autonomous AI sales agent powered by Claude Code or Codex. Finds prospects, writes cold emails, sends campaigns, handles replies, books meetings. No API keys…

  6. HKUDS/DeepTutor

    DeepTutor: Lifelong Personalized Tutoring. https://deeptutor.info/.

  7. nightly-labs/openbot

    A local-first desktop workspace for persistent AI teammates. Run Codex, Claude, and Grok with dedicated workspaces, task queues, file sharing, browser…

  8. MemPalace/mempalace

    The best-benchmarked open-source AI memory system. And it's free.

  9. deepseek-ai/deepseek-harness

    DeepSeek Harness: Everything is a Plugin.

  10. 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…

论文

  1. Efficient Streaming Audio-Visual Target Speaker Extraction for Real-World Acoustic Scenes

    Streaming audio-visual target speaker extraction (AVTSE) is essential for latency-sensitive applications. However, current causal systems face two coupled…

  2. DTCA: Denoising Token Credit Assignment for Reinforcement Learning in Diffusion Language Models

    Diffusion language models (DLMs) generate text through iterative denoising, enabling bidirectional context modeling and parallel token refinement. Recent…

  3. OmniShowcase: Omnidirectional Subject-Consistent Video Generation from Multi-View Images

    Generating videos of a specific subject from a few reference images remains challenging when the camera reveals surfaces that are not visible in the input.…

  4. Sensorimotor Alignment: A Platonic Proxy for Embodied Policy Success

    Robot foundation models are typically evaluated through costly closed-loop rollouts, motivating low-cost offline proxies for model capability. The Platonic…

  5. TAO: Tool-Aware Joint Scheduling for LLM-Based Agentic Serving

    Agentic services alternate between model inference on clustered GPUs and external tools on distributed CPUs. In this scenario, existing systems (1) overlook…

  6. PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas

    Computer-use agents (CUAs) are commonly evaluated against fixed task specifications, but users may omit requirements, add constraints, or require approval…

  7. TauIndianBankBench: Procedure-Aware, Action-Oriented Evaluation of Tool-Using Conversational Agents

    Many Indian banks serve customers through FAQ pages and scripted chatbots. Assistants based on language models could respond faster and carry out requests…

  8. RealCLI: Toward a Unified Evaluation of Human-Agent Collaboration for CLI Agents

    Command-line interface (CLI) agents increasingly execute longer-horizon tasks, yet existing benchmarks either assume that user instructions remain fixed…

  9. LongZero: Enhancing Long-Context Reasoning in LLMs from Zero Data

    Reinforcement learning (RL) is an effective way to strengthen the long-context reasoning of large language models (LLMs), but it needs training data that are…

  10. Amortizing Sequential Experimental Design in Reasoning LLMs

    Despite their extensive pretraining knowledge and strong reasoning capabilities, large language models (LLMs) struggle to adaptively gather information in…

行业新闻

  1. We're releasing the weights of Mistral Large 4

    Mistral released Mistral Large 4 (Le Chonk), a 1-trillion-parameter multimodal model, now available with improved coding, cybersecurity, and reasoning…

  2. LLM Voice

  3. We ran AI agent swarms in Minecraft and Mindustry

  4. Gemini 4 Carbon is the new #1 on the Artificial Analysis Intelligence Index v5

  5. Claude Duet is the first personal-assistant-type harness that feels useful

  6. Why are good developers so wary of agentic development?

  7. Show HN: I Turned DOOM into a Transformer

    Instead of trying to run DOOM on things, I have instead decided to use DOOM (many, many, many doom games actually) to create a transformer. For a lot of the…

  8. Launch HN: Simantic (YC F26) – Firmware Simulation for AI Agents

    Hi HN, we're Ahnaf and Seungmin from Simantic (https://simantic.com). We are building the simulation layer that lets engineers and AI agents test and validate…

  9. IgE disruptor for food allergy with Claude-enabled antibody design [pdf]

  10. A Defense Contractor Gave Their AI Agent Access to a Secure Pentagon System

社区动态

  1. Day 25/ We are doubling all usage limits for all Pro 100/200/500 tiers and Business Premium, effective today.

    Day 25/ We are doubling all usage limits for all Pro 100/200/500 tiers and Business Premium, effective today. We heard your kind feedback and won’t be…

  2. Mistral Large 4 (Le Chonk) is now open weight

  3. 10 coding agents, one Qwen 3.8 27B, same llama-server: tokens and cache reuse differ more than pass rates

    Part 2 of my agent test (part 1 was a 4B model) Hardware I used: MacBook Pro M5 Max, 64 GB. Qwen 3.8 27B Q4 on llama.cpp, thinking off. Setup same model and…

  4. Old-school classifiers are still generally better than Jev [P]

    There’s a lot of hype right now around decision models like Jev. But in most real use cases, you have some labeled data, and can use it to personalize your…

  5. Arc: a ~70 MB streaming speech model that transcribes links names and metadata to your own list as they're spoken, with no second model [p]

    I built Arc-Transcriber, which does ASR-NL in 1-step. Every 100 ms, one model returns the transcript plus: - Names linked to a list you give it (a roster,…

  6. Arguably unethical behavior from Cohere

    3 days ago, u/Cohere generated a huge amount of media attention and many fear-mongering headlines by publishing a largely unscientific blog post about an…

  7. I think local AI cost me a job

    Got headhunted by a VC-backed AI-focused company, ended up skipping past two levels of their application/interview process because of that. Got 15 minute call…

  8. Sam Altman: “Local inference is a terrible allocation of scarce resources”

    Sam Altman: “ Local inference is a terrible allocation of scarce resources. A lot of people want local inference, and somehow they assume that the problem is…

  9. TKintegers K5: 3.21× prefill and 3.10× decode throughput vs TorchAO FP8 on NVIDIA L4 [R] [P]

    I built TKintegers, a balanced-ternary weight representation, converter, and GPU inference implementation. The result that stood out to me: the NVIDIA L4 has…

  10. my AI agents after I give them full access and tell them to be careful

    Credit: kloss_xyz on Twitter

官方发布

  1. 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.

  2. GPT-6.1 Sol helps CodeRabbit strengthen security across complex codebases

    CodeRabbit uses GPT-6.1 Sol to investigate security risks across complex codebases. Its security agent helps developers review findings and proposed fixes.

  3. We’ve launched the Usage and Cost Analytics API in beta with the analytics-usage-cost-2026-08-24 beta header.

    We’ve launched the Usage and Cost Analytics API in beta with the analytics-usage-cost-2026-08-24 beta header. Its /v1/organizations/analytics/usage and…

  4. The Usage and Cost API is now a legacy API, and so are the usage_report, cost_report, user_usage_report, and…

    The Usage and Cost API is now a legacy API, and so are the usage_report, cost_report, user_usage_report, and user_cost_report endpoints of the Claude…

  5. codex 0.166.0

    New Features Added keyboard-driven transcript selection with word, line, and page motions, integrated search, and configurable shortcuts. (#57221, #57222,…

  6. Genie 4: A new generation of world simulation

    Genie 4: our new world model unlocking unprecedented realism in real-time simulation.

  7. Working with academic communities to build scientific understanding

    OpenAI shares model results on the Kakeya conjecture, Exponential Time Hypothesis, and quantum chromodynamics—and how researchers can verify and build on them.

  8. Build Generative UI Apps with A2UI & CopilotKit Agents

    See Google A2Ui in action! Learn how to natively render agentic UIs across Langchain, AWS Strands, Microsoft agents, and Google ADK using CopilotKit SDKs for…

  9. You can now generate, preview, and edit documents, PDFs, presentations, spreadsheets, and more directly in Gemini.

    Generate, edit, and preview PDFs or Docs directly in Gemini. Use the new full-screen editor to refine your files today. See what's new in Gemini.

  10. Expanding our partnership with GSA to bring Claude to all levels of government