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2026-10-28 AI 日报

统计日时区:America/Los_Angeles · 尚未结算

milind-soni/OpenMausBot · beenuar/AiSOC · deepseek-ai/deepseek-harness

在应用中阅读本期

开源项目

  1. milind-soni/OpenMausBot

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

  2. beenuar/AiSOC

    Open-source AI Security Operations Center: alert fusion, LLM-agent triage, MITRE ATT&CK investigation, and a replayable decision ledger for every agent step.…

  3. deepseek-ai/deepseek-harness

    DeepSeek Harness: Everything is a Plugin.

  4. 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…

  5. 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.

  6. HKUDS/DeepTutor

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

  7. macro-inc/macro

    Macro is a unified workspace for teams: email, chat, docs, tasks, agents, calls, and CRM — @-linked together with shared AI memory.

  8. expo/skills

    A collection of AI agent skills for working with Expo projects and Expo Application Services

  9. makecindy/cindy

    Consider it done. The open-source AI agent that works out of the box · 想到,就能做到。开源、开箱即用的 AI Agent。

  10. pbakaus/impeccable

    The design vocabulary for your coding agent. Steer with polish and bolder, review with critique and audit, catch AI slop before it ships.

论文

  1. Hy-Nomas: Towards Free-form Interactive World Generation

    Interactive world generation requires models to follow successive commands while preserving relevant history and action consequences. We present Hy-Nomas, a…

  2. The Trinity:Capability-Driven Recursive Self-Improvement for Multimodal Agents

    Multimodal intelligence can be viewed as human-guided co-evolution between worlds and agents through interaction. However, scaling this process faces two…

  3. Memory Tax: Dissecting the Net Value of Agent Memory

    Memory is increasingly used in long-horizon agents, yet the net value of building memory over direct retrieval from raw history remains largely unclear.…

  4. ChronoReplay: One Answer Interface Is Not Enough for Streaming Spatial Intelligence

    Training a spatial VLM to answer which side an object lies on does not require it to preserve the metric displacement that determines that answer, while…

  5. Can Discrete Tokens Serve as Semantically Lossless Representations of Visual Signals?

    Discrete visual tokens represent vision in a discrete form analogous to language, offering a native interface for multimodal modeling under a shared…

  6. Can Test-Time Memory Evolution Outperform Test-Time Training for Scientific Discovery?

    Recent test-time training (TTT) frameworks have enabled open-weight large language models (LLMs) to outperform inference-only frameworks powered by frontier…

  7. Multiscale Policy Optimization for Long-Horizon LLM Agents

    Long-horizon LLM agents interact with their environments through complete assistant turns while generating each action token by token. We observe that critic…

  8. HABIT-Bench: Evaluating Habit Induction from Longitudinal Weak Evidence in Agent Memory

    In long-term interactions with large language model (LLM) agents, users reveal habits through their choices and actions. These habits capture implicit user…

  9. VibeVideoBench: Evaluating Multimodal Agents on Code-Driven Video Generation

    Diffusion video models produce striking clips, but they cannot reliably render an exact formula, a correct chart, a rule-consistent game or narration…

  10. PDRVLA: A Vision-Language-Action Model with Physical Dynamics Representations

    Vision--Language--Action (VLA) models generate robot actions from visual observations and language instructions, but their understanding of physical dynamics…

行业新闻

  1. Gemini 4 Carbon

    Gemini 4 Carbon is our strongest model with state-of-the-art cybersecurity and long horizon capabilities. Today, we’re announcing the next frontier model:…

  2. Claude Code regularly sends each background agent’s transcript to its model

  3. Qwenputer: A functioning, deterministic RISC-V CPU inside Qwen3.5

  4. Dayjob: Tax – evaluating AI agents on 50 professional tax assignments

  5. Nvidia Nemotron 3.5 Transcribe: open ASR for 40 languages

    A transcript can capture every spoken word and still leave users or applications wondering who said what, how to translate it, or how to format…

  6. Sleep framework: A new way for LLMs to retain knowledge in continual learning

    We introduce a sleep phase in continual learning, enabling large language models to continuously integrate new facts and enhance reasoning while mitigating…

  7. MicroZig to Adopt Strict No LLM / No AI Policy

  8. The October inflection point for vibe game development

    I’ve written before about how November 2025 was an inflection point for coding agents—the point where Opus 4.5 and GPT-5.1 crossed a tipping point that meant…

  9. Bernstein – open-source governance layer for AI agents

  10. Claude Code found 14,219 photos of my face on my Android that I never took

社区动态

  1. BREAKING: Claude Code found 14,219 photos of my face on my Android that I never took.

    BREAKING: Claude Code found 14,219 photos of my face on my Android that I never took. Phone was secretly taking them almost every time I picked it up. Even…

  2. DeepSeek V5 spotted in DeepSeek Harness tests — are we getting closer to a release?

    I noticed something interesting in the DeepSeek Harness repository 👀 In provider.spec.ts, there are references to deepseek-v5, deepseek-v5-open, and…

  3. So...what would you like to see in our future Gemma models?

    So...what would you like to see in our future Gemma models?

  4. Gemini 4 Carbon

    From the reported benchmarks, it looks to be somewhat better than Opus 5.5. Funny conspiracy theory: that Google delayed its release until Artificial…

  5. lot of people making stuff up so here's some more context you can imagine there's hidden enterprise demand for open…

    lot of people making stuff up so here's some more context you can imagine there's hidden enterprise demand for open source models that isn't visible but if…

  6. [R] Taking EmbeddingGemma-2 (577M) from Rank #26 to #1 on the MAEB audio benchmark by filling its 256d null space with PCA-reduced intermediate Conformer layers (zero training) [R]

    Model & weights: BrunoHays/embeddinggemma-2-nullspace-audio I wanted to share an experiment on google/embeddinggemma-2 (577M) for MAEB, the 30-task audio…

  7. Someone built a 32-bit RISC-V CPU directly inside Qwen's model weights so it can execute instructions internaly!

    This might have implications for tool calling and computer use. Write-up: https://divagr.com/blog/qwenputer HF:…

  8. Fun fact: if Gemini 4 Carbon would have been released yesterday, it would not have been #1 on Artificial Analysis.

    Fun fact: if Gemini 4 Carbon would have been released yesterday, it would not have been #1 on Artificial Analysis. On AA v4.3.2, it scores 57 against Opus 5.5…

  9. Gemini 4 Carbon Annonced

  10. Gemma 5 models soon??

    https://x.com/osanseviero/status/2115351234811249111

官方发布

  1. 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.

  2. Hill-Climbing Agent Quality with Agents CLI Evaluation

    This post walks through the Agents CLI evaluation loop for systematically improving agent performance through continuous testing and grading. It demonstrates…

  3. Dive into new topics with immersive explorations in the Gemini app.

    Today, we are rolling out immersive explorations in the new Gemini student hub.

  4. Genie 4: A new generation of world simulation

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

  5. 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.

  6. Z.ai GLM 5.3 Flash (zai-glm-5-3-flash) is now available.

    Z.ai GLM 5.3 Flash (zai-glm-5-3-flash) is now available. A multimodal 320B-parameter (18B active) Mixture-of-Experts model from Z.ai with a 1M-token context…

  7. AI for Science expands to foundations and institutions

  8. Custom moderation controls

    You can now set content guidelines on text API requests. Add a guidelines array to a Chat Completions or Responses API request to set how Grok handles content…

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

  10. Meta Partners With Five US Universities to Accelerate Medical and Scientific Breakthroughs

    Meta is bringing Superintelligence models, research funding, and direct researcher collaboration to US universities that are using our models to solve…