August 19, 2026 Entity signals ## The Assistant Has Read Your Site and Still Cannot Tell What Company You Are By Maya Chen 3 min read The unglamorous layer that decides whether the mentions you earn accrue to anything. Try this. Ask an assistant what your... See more
August 18, 2026 Why Basic RAG Fails in M&A Due Diligence: Architecting Zero-Drop AST Dependency Graphs for Legal… How naive 512-token chunking silently drops $14M indemnification carve-outs across multi-column legal PDFs, and how to build deterministi... See more
An AI agent often stops thinking while a search, test suite, database query, browser action, or remote API runs. The new Second Thought paper treats that action–observation interval as an idle window. Its proposed agent starts four auxiliary reasoning bra... See more
AI Agent 调用搜索、测试、数据库、浏览器或远程 API 后，经常会停下来等待。新论文 Second Thought 把从发起动作到收到观察结果的这段时间称为“推理空档”。它提出的系统会在主线程选定动作后，再启动四条辅助推理分支：检查当前假设、回忆早先约束、预演下一步，以及准备替代路线。工具返回时，系统丢弃未完成片段，把已经闭合的“原子想法”交给下一轮主推理。 论文报告了几组很吸引人的数字：在 9 个“模型 × 基准测试”组合中，平均回合数都下降；其中两组的 Pass@1 有统计显著提升；一次配对墙... See more
August 13, 2026 Governing the Machine Committer: Stopping AI Coding Agent Credential Leaks in CI/CD Why autonomous coding agents scatter live credentials into git history — and how pre-receive hooks stop them. By Maya Chen 3 min read As software engineeri... See more
