月报
2026-10 月报精选：Build Specialized Agents on ；自进化（Self-evolving／RSI），一篇就够了；nemotron-halloween
Building an autonomous agent requires a model, a harness, and domain-specific tools. To deploy an agent more securely, developers need a runtime that enforces policies, along with optimization and observability tools for reliable execution. For production agents, the challenge li
📌 一句话摘要 本文全面梳理了 AI 自进化（RSI）的最新进展，从机构实践到理论定义，再到具体实现路径，涵盖 Artifacts、Harness 和 Model 三个层面，并重点分析了 Harness 工程如何成为 RSI 的突破口。 📝 详细摘要 AI 自进化（RSI）是当前人工智能领域的热点话题，指的是模型能够自主地优化自身或其运行环境。本文首先介绍了 OpenAI、Anthropic、腾讯、MiniMax 等机构在 RSI 方面的实际成果，例如 OpenAI 的 RSI Index 和 Anthropic 的代码自动化。接着，作者提出了一个清晰的
Teams building AI applications need a repeatable path from a model configuration to a working inference endpoint. NVIDIA Dynamo is a distributed inference framework that coordinates model serving across GPU workers. Deploying it on Kubernetes is only a first step. A successful mo
Google 于 10 月 30 日宣布 Gemini API 的 Computer Use 工具正式可用（GA），覆盖 Interactions 和 GenerateContent 两套 API。
tl;dr: Agents can play Pictionary. You can connect your own agent, or just watch a game in progress here: https://sketch.wakeshift.ai/games/q5ucru Hi folks! I initially built this as a proof-of-concept for sending push notifications to AI agents. Watching the agents play Pictiona
arXiv:2610.39438v1 Announce Type: new Abstract: Reliable local search is essential for LLM agents to support everyday decisions and longer plans by finding places that meet users' needs at given times and locations. Yet existing benchmarks provide limited coverage of whether sear
arXiv:2610.39377v1 Announce Type: new Abstract: LLM agents increasingly carry out multi-turn tasks across everyday applications, yet users often see only the agent's report rather than the observations, API calls, and state changes behind it. Existing deception benchmarks have st
📌 一句话摘要 ComfyUI 联合创始人 Yoland Yan 公开回应 Higgsfield 的律师函，声称挑战赛将继续，强调开源社区的胜利，并指出 Higgsfield 曾承诺开源但未兑现。 📝 详细摘要 该推文详细阐述了 ComfyUI 与 Higgsfield 之间的法律冲突，起因是 ComfyUI 发起了一项'Open Source Higgsfield'挑战赛，旨在重建封闭平台的应用。Higgsfield 发出律师函要求停止，而 Yoland Yan 表态将继续进行，强调开放源代码的原则。 💡 主要观点 Higgsfield 发送律师函 H
OpenAI will honor a shared robots.txt signal to help website operators communicate their AI training preferences to participating providers.
OpenAI is strengthening violence prevention in ChatGPT with expanded safeguards, earlier interventions, and a new commitment to public safety reporting.
It’s a quiet day, so as we have done once per conference, we’ll do a behind the scenes look at AI Engineer , now serving 6M views a month for 1.8M monthly unique viewers . CODE is the last flagship AIE of the year (there are also 2 partner conferences coming up - AIEi Shanghai ta
We’re adding IP ranges for GitHub webhook deliveries on github.com. The Meta API now includes these additional ranges in the hooks field. If you maintain a static network allowlist for incoming webhook deliveries, add these CIDR prefixes alongside your existing webhook IP ranges
OpenAI, Google, Microsoft, and Anthropic say they will adopt a new standard that publishers can use to opt out of being scraped by AI, as reported earlier by Search Engine Roundtable . With this control, publishers can apply their AI training preferences across multiple AI compan
Ropes & Gray is developing AI for transactional diligence with OpenAI. Lawyers review grouped documents, summaries, and reports before advising clients.
The ChatGPT desktop app is now available on Amazon Bedrock in AWS GovCloud (US) , providing access to OpenAI’s frontier models through two components. Work completes complex, multi-step tasks and delivers review-ready results, and Codex is a coding agent for developing, testing,
A new startup called &Truth is joining the race to automate formal verification, a painstaking process that uses math to prove software works as intended.
API credits benefit for eligible ChatGPT subscriptions Earlier this month Anthropic announced a generous new benefit for their Max and Team subscriptions: $100, $200, and $500 per month subscribers would get the equivalent quantity of (expiring) credits to use with the Anthropic
The music layerfor your AI stack Discussion | Link
OpenAI’s updated Model Spec outlines five core values to guide more capable AI toward sound judgment, human agency, and faithfulness to human intent.
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 A2UI.
AI is expanding beyond the data center as developers build a new generation of agents to act at the edge: monitoring driver attention and cabin conditions, helping robots understand their surroundings and plan tasks, and coordinating fleets of machines on production lines. These
A collection of AI agent skills for working with Expo projects and Expo Application Services
arXiv:2610.37684v1 Announce Type: cross Abstract: Large Language Models (LLMs) have rapidly become important tools for science, education, medicine, and professional work. Despite their apparent simplicity from the user's perspective, effective and responsible use requires an und
arXiv:2610.38126v1 Announce Type: cross Abstract: Web assistants increasingly answer questions about a user's private documents by pairing a small on-device model with a cloud LLM behind a Web API. In collaborative decoding, the document stays on the client, and the cloud receive
arXiv:2610.39230v1 Announce Type: new Abstract: Financial AI systems must support decision-bearing questions involving payments, collections, cash flow, and compliance while ensuring numerical accuracy, traceability, and auditability. Large language models (LLMs) enable natural l
arXiv:2610.38691v1 Announce Type: new Abstract: Verifying numerical claims in research written by AI agents is an important but challenging problem. Recent benchmarks show that many agent-written papers fail integrity checks, but such verdicts, often produced by a single LLM judg
arXiv:2610.38326v1 Announce Type: new Abstract: Ontological knowledge underpins large language model (LLM) performance on knowledge-intensive tasks. However, existing evaluations of LLMs' ontological understanding largely rely on behavioral correctness, leaving the underlying mec
arXiv:2610.40563v1 Announce Type: new Abstract: This study investigates the capabilities of Large Language Models to simulate counselling clients in educational role-plays in comparison to human role-players. Initially, we recorded role-playing sessions, where novice counsellors
arXiv:2608.10319v3 Announce Type: replace-cross Abstract: As human developers increasingly collaborate with large language model (LLM)-powered coding agents, adapting to individual developer preferences, potentially via agent skills, may offer way to reduce repeated guidance and
arXiv:2609.04127v2 Announce Type: replace Abstract: Large language models are increasingly used to support organizational decisions. Despite their rapid and widespread adoption, users often lack a principled basis for assessing whether to rely on a specific recommendation. We int
arXiv:2610.40023v1 Announce Type: cross Abstract: Automatic operator design (AOD) has increasingly adopted large language models (LLMs) to generate problem-specific search and variation operators for multi-objective combinatorial optimization (MOCO). Yet most methods evolve the o
arXiv:2610.38082v1 Announce Type: cross Abstract: Feature extraction from unstructured data typically relies on opaque embeddings unsuited to interpretable decision-making. Interpretable features, on the other hand, typically require costly, and often infeasible, hand-engineering
arXiv:2610.39275v1 Announce Type: new Abstract: Engineering design frequently involves redesigning a prior solution to adapt to changes in context, such as material prices or system requirements. Redesign often leverages simulators too complex and/or computationally intensive for
arXiv:2610.38392v1 Announce Type: new Abstract: Self-improving LLM agents edit their own harness, the prompts and rules around a fixed model, and keep an edit only if an acceptance gate scores it higher on a batch of tasks. Such a gate sees what the harness does under the current
arXiv:2608.24069v2 Announce Type: replace Abstract: LLM-based multi-agent trading systems are moving from research prototypes to live deployments that control real assets. They ingest news and social media from the open web and pass it between agents, so a single corrupted signal
arXiv:2610.38391v1 Announce Type: new Abstract: Outcome-based reinforcement learning provides coarse supervision for long-horizon LLM agents: failed trajectories may contain correct steps, while successful trajectories can contain errors. Trajectory-level skills can also shift te
arXiv:2610.40370v1 Announce Type: cross Abstract: Large language model (LLM) agents for personal health read wearable data and recommend, but do not learn about the individual in a way that can be audited or falsified. We present EpiCoach, an agentic system that treats one athlet
arXiv:2610.39621v1 Announce Type: new Abstract: The integration of Large Language Models (LLMs) into agentic architectures has substantially increased token consumption, raising concerns about their energy footprint. Yet, estimating the energy consumption of proprietary API-based
arXiv:2609.01202v2 Announce Type: replace-cross Abstract: Clinical trials are essential for evidence-based medicine and drug development, but many fail because of insufficient patient enrollment. Although there is growing interest in using AI to support patient recruitment, exist
arXiv:2610.38917v1 Announce Type: cross Abstract: Large language models (LLMs) have rapidly become a default source of help for students in science and engineering courses. In foundational engineering mechanics courses such as statics, students routinely use these tools to check
arXiv:2610.39417v1 Announce Type: cross Abstract: Large language models (LLMs) have shown strong performance on software engineering (SE) tasks, driving the need for high-quality datasets for reliable training and evaluation. SWE-bench-style datasets (SWE datasets) are widely use
arXiv:2610.19345v2 Announce Type: replace Abstract: AI agents use a large language model (LLM) to plan and act over many steps. Which model should an agent use, so that its tasks are completed reliably with the least energy, cost and time? We treat this as a multi-criteria decisi
arXiv:2609.17989v3 Announce Type: replace-cross Abstract: Consumers increasingly delegate product search to AI shopping agents powered either by generative large language models (LLMs) that deliberate in natural language or by non-generative decision models that output calibrated
Runway ML Pro is the paid Runway plan for making video. A short text line or one still picture goes in, and the plan spends its credits to produce a clip. Pro is the higher credit plan on that account. The account stores
Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant context back into future sessions. Works with Claude Code, OpenClaw, C
Vibe coding with esp-mosaico targeting a microbit
AI agent to iteratively create visual content via comfyui workflows
Upscale a finished MiniMax H3 clip in ComfyUI: H3 latent upscaler + one guided re-draw in tiles, with the h3upscale x2 LoRA (on Hugging Face).
ComfyUI MiniMax H3 全家桶：Unified to Video / Context IR / Multimodal Chat / Audio Lock / Media Loader / Resolution Selector / Concat AV 等 8 个节点，覆盖提示词优化到本地采样完整工作流
arXiv:2610.39212v1 Announce Type: new Abstract: Learning task progress from robot demonstrations provides a practical way to construct dense shaping rewards for robotic reinforcement learning. A common approach uses normalized demonstration time as progress labels, implicitly ass
arXiv:2610.40003v1 Announce Type: new Abstract: Humanoids have become increasingly agile and capable in real-world environments. To operate safely in dynamic scenarios, they must rapidly evade fast-moving obstacles while maintaining stability and physically feasible whole-body mo
Self-hosted multi-user AI assistant with agents, memory, scheduler, ESP32 voice satellites, and a built-in dashboard. Works with Claude, OpenAI, Ollama, LM Studio, and more.
OpenAI shares excerpts from court briefs by creators, academics, accessibility advocates, and legal experts, among others, on how fair use supports AI training and innovation.
Turn Claude Code into a full game dev studio — 49 AI agents, 72 workflow skills, and a complete coordination system mirroring real studio hierarchy.
Open-source Grok Bot alternative with a virtual machine that bots can use
A local-first desktop workspace for persistent AI teammates. Run Codex, Claude, and Grok with dedicated workspaces, task queues, file sharing, browser control, and agent-to-agent collaboration.
A round dashboard for a 1st-gen Amazon Echo Spot: Kotlin shell on LineageOS plus a Windows tray agent. Clock, PC/GPU telemetry, ComfyUI, local voice, markets, weather art, Claude Code monitor.
ComfyUI custom nodes for 600+ AI models — Seedance, Kling, Veo3, Flux, HiDream, GPT-image, Imagen4 and more via muapi.ai
Never stop coding. Free MIT AI gateway: one endpoint, 375 providers (150+ free), 1,400+ models Kimi, Claude, GPT, Gemini, GLM, DeepSeek, MiniMax. Works with Claude Code, Codex, Cursor, OpenCode, Cline & Copilot. Quota-aw
How I Built the Most AI-Pilled Company in the World Don't be put off by the clickbait headline, this piece by Jacob Sansbury describing how they are building Spawn is a fascinating exploration of the bleeding edge of what's possible with agentic engineering against frontier model
korean solo dev, bad english so translator help me. making WW2 tank RTS with claude code since may. yesterday on r/RealTimeStrategy people said it looks like Gates of Hell, made me happy. but every post gives only 1 to 3 wishlists. i dont know if my editing is bad or nobody is in
AI-powered Xiaohongshu/Rednote content creation and publishing tool with PyQt desktop UI, FastAPI service, login-state reuse, preview publish, and automated browser workflows.
all ComfyUI http/ws APIs. support NodeJS / Browser environments. and advanced programmable workflow.
🎬 2000+ curated Seedance 2.0 video generation prompts — cinematic, anime, UGC, ads, meme styles. Includes Seedance API guides, character consistency tips, and advanced video workflows.
Character Select Stand Alone App with AI prompt and ComfyUI/WebUI API support for waiIllustriousSDXL, waiANIMA and others model
Draw and edit draw.io diagrams by chatting with an AI. Web app, desktop app, and an MCP server for Claude Code, Cursor, Codex and VS Code.
arXiv:2610.33178v2 Announce Type: replace Abstract: Coding agents are moving from handling one request at a time to serving as persistent assistants to which users hand a stream of work: a build, a data-processing job and a bug fix may all be pending on the same machine at once.
arXiv:2610.36229v1 Announce Type: cross Abstract: AI coding agents such as Claude Code, GitHub Copilot coding agent, and Cursor now commit directly to open-source repositories. Empirical studies of these agents identify their commits through authorship signatures, such as bot acc
📌 一句话摘要 DeepSeek 开源了 Agent 框架 Harness，通过 Workflow 编排和插件化设计，允许用户组织多个 Agent 协作完成复杂编程与办公任务。 📝 详细摘要 DeepSeek 发布了开源 AI Agent 框架 Harness，其核心理念是“Agent = Model + Harness”。该框架支持通过 Workflow 工具实现多个 Agent 协同工作，并允许灵活切换底层模型（如 DeepSeek， Claude， OpenAI）。用户可以通过 Creator 模式通过对话创建自定义 AI 插件。文章详细介绍了 H
Starting today, Claude Cowork and chat are merging into one Claude. Bring a quick question, or hand over a report due at noon, and Claude takes it from there, even after you’ve closed your laptop. It’s rolling out on Pro and Max plans over the next few weeks, with more plans to f
Claude for Small Business now includes 43 workflows and 27 new integrations with tools small businesses already use, including Shopify, Salesforce, TikTok, Atlassian, Zoom, Xero, Gusto, Square, Stripe, and Zapier. The new workflows extend Claude from running the back office to gr
The MPC Sample Key looks like the MPC Sample just with keys instead of pads. | Image: Akai The MPC Sample Key isn't even formally announced yet, but Akai is already showing off what the modding community is cooking up through vibe coding. Akai has decided to embrace the explosion
Use claude code to build analytics widgets for your notch Discussion | Link