Build an organizational second brain with provenance, versioned knowledge, expert review, replay tests, and safe retirement instead of static RAG.
A sponsored label identifies the ad but cannot prove that advertising leaves ChatGPT answers unchanged. Here is a repeatable audit contract.
OpenAI Admin Plugin 把工作区管理变成权限感知的 Agent 闭环。真正的架构由身份、动作控制、审批、结果证据与审计组成。
OpenAI's Admin Plugin turns workspace administration into a permission-aware agent loop. The real design is identity, action control, approval, eviden
一套可复用的 Qwen3.8-27B 实战评测合同：比较 tok/s 之前，先控制量化、引擎、缓存、上下文、推理强度、质量与并发。
A practical Qwen3.8-27B benchmark contract that controls quantization, engine, cache, context, reasoning effort, quality, and concurrency before compa
8135 次 Agent 运行显示，Skill 的主要价值是稳定动作和验证闭环。本文拆解证据边界，并给出可执行的 SKILL.md 设计检查单。
A study of 8,135 agent trials finds skills work mainly as procedural anchors. Use this evidence-based checklist to design better SKILL.md files.
A code and policy audit of PhoneBuddySDK shows why mobile AI agents need an in-process runtime, plus the evidence still required to ship.
没有 EXIF 也能定位图像，但可信结论需要保留约束、候选、反证和独立复核，而不只是给出一个坐标。
