Pai 的 AI 雷达
含近几日仍热话题，按时间衰减排序。今天先看 sickn33/agentic-awesome-skills，其次 TabularisDB/tabularis。并行还有 Value-Sensitive Delegation in Everyday AI Agent Use: Evidence from OpenClaw、How to Evaluate AI Agents From Tool Calls to Task Completion。
📌 一句话摘要 Grok Bot 团队通过构建包含直接验证、任务记忆、工程技能和架构约束的「米其林厨房」环境，实现了单月 2500 个 PR 的高吞吐生产交付。 📝 详细摘要 本文拆解了 Grok Bot 团队实现高效交付的底层逻辑。核心在于不依赖人工盯防，而是将工程约束和验证能力「物化」为运行环境。通过四层能力（运行时证据采集、功能地图、Playbook 技能库、架构路径约束），将资深工程师的判断转化为可复用的环境能力。作者强调代码库应被视为智能体的物化记忆，纠错应优先沉淀到约束系统中，最终形成从缺陷报告到 PR 的自动化闭环。 💡 主要观点 构建「米
Using GPT-5.6, V7 turns scattered company files into context agents can use to complete complex, source-linked work.
arXiv:2609.22319v1 Announce Type: new Abstract: The rapid progress of artificial intelligence is reshaping robotics and accelerating the adoption of learning-based approaches. While purely data-driven methods have achieved remarkable success in computer vision and natural languag
OpenAI outlines a path to shared global AI standards, calling for coordinated evaluation, reporting, and governance to improve safety.
My comment on MCP was always a bad idea? — Hacker News. This article entirely misses the value that MCP brings today. Sure, there's almost no reason to use MCPs if you are running a full-blown terminal agent (Claude Code, Codex, Meta Muse, OpenClaw etc) with unfettered internet a
Explore new OpenAI Academy learning paths for employees, developers, leaders, educators, and students to build and demonstrate practical AI skills.
Google’s AI-native Googlebook ties Gemini to the cursor, dictation, widgets, and other parts of the desktop experience.
It has been half a month since I started a new role at a big company. Nobody knows anything here. The specs, code, tests, PRDs, tickets, resolution of those tickets, reports, etc., everything is made by Claude Code. Nobody on my team likes this. They are being forced to ship as m
Release: llm-keys-ui 0.1 This plugin solves a very specific problem. I've started using Codex Remote to run coding agents on various machines while controlling them from my phone. Sometimes I use those machines to hack on LLM projects, and occasionally that means I need to config
Tabby is designed to be a real-time bookkeeping interface, handling clients’ paperwork as it gives them up-to-the-minute data on their business’s profit and loss.
Researchers at the University of Bristol want to make medical AI systems safer by borrowing from how drugs get approved. Their "Learning Ensemble" framework defines three areas to check, including system limits, fairness across patient groups, and clinical fit. The goal is to cat
Qwen 宣布 Qwen-Image-2.1 现已支持 ComfyUI，权重开放。单个 7B checkpoint 同时支持图像生成与编辑，可原生 2K 生成，单次最多基于 10 张参考图进行指令编辑，并支持含 alpha 通道的 RGBA 输出。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmu9w55as056krowjqmhejtmz
不列颠哥伦比亚省在加州起诉 OpenAI，指 flagged 的 ChatGPT 活动本应在 2026 年 2 月 10 日 Tumbler Ridge 枪击案前通报警方，该案致 8 人死亡（含 5 名儿童和一名教育工作者）、27 人受伤。 🔗 阅读原文 via AIHOT · https://aihot.news/items/cmubom7qi04k8ro4v1zoas2o7
Artificial Analysis 发布 Grok 4.7 评测，该模型在 Intelligence Index 得 46 分，较 Grok 4.6 高 2 分，AA-Briefcase 得 1657 Elo（+111），仅次于 Claude Opus 5 和 Claude Fable 5.1。
I was recently invited to brief a group of Congressional members and staff on the state of open-weight models in the lens of U.S.-China competition. I’m sharing my prepared remarks as a state of the union on open models that is accessible to a broader audience. Interconnects AI i
GTM and AI visibility workflows for developer tools Discussion | Link