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2026-10-22 AI 日报

统计日时区:America/Los_Angeles · 尚未结算

NVIDIA/OpenShell · liguobao/ds-harness-remote · bowenliang123/dsh-context

在应用中阅读本期

开源项目

  1. NVIDIA/OpenShell

    OpenShell is the safe, private runtime for autonomous AI agents.

  2. liguobao/ds-harness-remote

    一个基于 DeepSeek Harness 插件机制构建的多端远程访问方案,通过安全、低延迟、端到端加密的 P2P 优先网络,支持从 PC、Android 和 Web 随时访问并操作远程 Harness 和 CodeX。 (A multi-device remote access solution built on…

  3. bowenliang123/dsh-context

    The best DeepSeek Harness plugin for context insight and management, with context dashboard / browser / sidebar and context command, for context statistics,…

  4. luongnv89/claude-howto

    A visual, example-driven guide to Claude Code — from basic concepts to advanced agents, with copy-paste templates that bring immediate value.

  5. TauricResearch/TradingAgents

    TradingAgents: Multi-Agents LLM Financial Trading Framework

  6. DietrichGebert/ponytail

    Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.

  7. Graphify-Labs/graphify

    Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and…

  8. stablyai/orca

    Orca is the place for working with a fleet of agents (e.g. Grok Bot, Claude Code). Run any coding agent with your own subscription. Available on desktop,…

  9. Niko1221/Strata

    Qwen3.8-Flash-Next on any consumer hardware: one-click install for Windows / Linux. Strata inference engine, OpenAI/Anthropic API on localhost, optional image…

  10. QuantumNous/new-api

    A unified AI model hub for aggregation & distribution. It supports cross-converting various LLMs into OpenAI-compatible, Claude-compatible, or…

论文

  1. StreamEval: Evaluating Interactive Streaming Video Generation Models

    As streaming video generation advances, enabling real-time interaction with generated video is becoming increasingly important. We introduce StreamEval, a…

  2. Looking Ahead: Modeling Future Evolution in Autoregressive Video Generation

    Autoregressive video diffusion models generate videos chunk by chunk, yet producing plausible continuations does not guarantee that they capture how scenes…

  3. DONIC: Generalist Dexterous Bimanual Tracking Control from Human Demonstrations

    Despite recent progress in dexterous reference tracking, existing models focus primarily on single-hand manipulation and a limited range of interactions,…

  4. Cache Engineering for Agents

    Large Language Model (LLM) agents can handle increasingly complex tasks, navigating long trajectories of observations and actions. As these trajectories grow,…

  5. Spectral-Spatial Interpretation

    Post-hoc image explanations usually show where a model looks using spatial heatmaps or indicate which channels matter using global channel scores. These…

  6. SpatialScout: Can VLM Agents Actively Explore and Map 3D Scenes?

    Spatial intelligence requires agents to actively acquire visual evidence and integrate observations into a coherent representation of the three-dimensional…

  7. Scaling in Games: Continued Pre-Training For Embodied Agents In Diverse Virtual Worlds

    Scaling data, diversity and model capacity has improved embodied learning in physical environments, where diverse experiences remain grounded in shared…

  8. Agent World Model in the Wild: Computer-Use Agent Environment Synthesis

    Agent learning is shifting from learning from human data toward learning through interaction with the world. However, scaling such learning directly in…

  9. Right Screen, Wrong Transition: World Models as Verifiers for GUI Agents

    A login screen that appears after a tap on Sign in is expected; the same screen after a tap on View order is an attack. For GUI agents, safety is therefore a…

  10. PrismaCoder: Pushing the Boundaries of Open Multimodal Code Intelligence through Decomposed Rubric Synthesis

    Multimodal code intelligence connects the symbolic world of programs with the visual world their execution creates. Interest in this capability is burgeoning,…

行业新闻

  1. OpenShell – A safe, private runtime for fleets of autonomous AI agents

  2. Every AI model has the same "controversial" take on humans

  3. LLMs are making formal software verification feasible at a much larger scale

    Keane Lucas, Aengus Lynch, Luna Tong, Luke Champine, Zygi Straznickas, Dino Distefano, Harshikaa Agrawal Evyatar Ben Asher, Ava Howell, Sami Jawhar, Chris…

  4. Ask HN: If the models are so good, why doesn't OpenAI just start 100 companies?

    Title is a bit of an exaggeration but the question is more: if the frontier models are so good, why even sell them as your primary money maker? Couldn't…

  5. AI and the Enclosure of the Scientific Commons

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

  6. The alien space of science: Coherent but cognitively unavailable directions

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

  7. Achieving AI-style reasoning without an LLM

  8. Show HN: agent-usage-guard – a Claude Code mod to protect your usage window

  9. US banks are blocking third-party AI agents access to customer accounts

  10. The public notebook of a Claude agent with a continuous life

社区动态

  1. https://t.co/Ev0g2EbAyw

    https://t.co/Ev0g2EbAyw

  2. NVIDIA/OpenShell: safe, private runtime for autonomous AI agents

  3. Introducing Canva Craft 🚀 Extraordinary image generation is now available to everyone, powered by our first frontier…

    Introducing Canva Craft 🚀 Extraordinary image generation is now available to everyone, powered by our first frontier model built specifically for design.…

  4. Carbon-X is an open 14.8B model trained jointly on DNA and text [R]

    Carbon-X is a 14.8B parameter decoder-only model that takes raw DNA in a normal chat and answers in English. It shares one token stream for text and DNA,…

  5. Introducing Ling-3.1-flash-1019 🚀 It scores 44 on the Artificial Analysis Intelligence Index, up from 41 for…

    Introducing Ling-3.1-flash-1019 🚀 It scores 44 on the Artificial Analysis Intelligence Index, up from 41 for Ling-3.1-flash. Gains in agentic work:…

  6. Llama.cpp PR: How to beat strata decode performance with a R9700

  7. capy-flash v0.7.1: Qwen3.8-Flash-Next (125B MoE) now runs in 64 GB of RAM (234 tok/s on two 16 GB cards), and Qwen3.8-27B 3-bit fits on a single 16 GB card (174 tok/s)

    I've been building capy-flash, an open-source inference engine for running Qwen3.8-Flash-Next (125B MoE) and Qwen3.8-27B on consumer RTX 50 cards. Until now…

  8. MOSS-Image-Edit LoRA

    An edit LoRA for MOSS Image has been released. Works with both Base and SFT. Weights: https://huggingface.co/chinoll/Moss-Image-Edit Custom nodes / Workflows:…

  9. Kimi K3.1 vs Qwen 4: 3D helicopter Same prompt, takeoff/land, 3D assembly and exploded views, very similar gen time at…

    Kimi K3.1 vs Qwen 4: 3D helicopter Same prompt, takeoff/land, 3D assembly and exploded views, very similar gen time at around 15-20 minutes for both China are…

  10. Every AI model has the same “controversial” take on humans

官方发布

  1. codex 0.164.0

    New Features Save reusable prompts and slash commands in ten numbered /presets slots, with a keyboard menu for quick access. (#54380, #54381) Set model,…

  2. The Decisions API is now generally available with gpt-6-luna.

    The Decisions API is now generally available with gpt-6-luna. Cache shared input across requests for prompt-cache discounts, include images in individual…

  3. 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…

  4. DeepSeek-V4.1-Flash-1017: Wish-Driven Programming Made Real

  5. Streaming comes to API Gateway: real-time and AI-ready APIs, without changing your spec

    API Gateway now supports real-time streaming—including Server-Sent Events, WebSockets, gRPC, and chunked transfer encoding—in Public Preview without requiring…

  6. Build more responsive apps with the Decisions API

    Fast, focused, low-cost decisions for any application.

  7. Fast mode is available for Claude Opus 5.5 on Claude Models on Google Cloud (Anthropic managed).

    Fast mode is available for Claude Opus 5.5 on Claude Models on Google Cloud (Anthropic managed).

  8. We've launched Claude Models on Google Cloud (Anthropic managed), the Claude API operated by Anthropic and reached…

    We've launched Claude Models on Google Cloud (Anthropic managed), the Claude API operated by Anthropic and reached through your Google Cloud project. Google…

  9. Beyond tree cover: mapping the world’s forest types

    A global map categorizing every 10-meter patch of land on Earth into distinct forest types.

  10. Donating Agent Skills to the Agentic AI Foundation