Agent 可观测性要记录结果、动作、成本、身份和审批。思维链可以提供安全信号,但无法充当生产运行账本。
Agent observability needs evidence about outcomes, actions, cost, identity, and approvals. Chain-of-thought is a signal, not the production record.
用内容、发现、调用与运行时四层模型,判断 SKILL.md 在 Codex、Claude Code、Gemini CLI 和 GitHub Copilot 之间到底能移植什么。
A four-layer compatibility model for moving SKILL.md workflows across Codex, Claude Code, Gemini CLI, and GitHub Copilot without confusing shared synt