shibing624

Analyze any Python library structure, explore modules, classes, and functions with signatures and documentation.

Use this skill for requests related to web research; it provides a structured approach to conducting comprehensive web research

Karpathy's LLM Wiki — build and maintain a persistent, interlinked markdown knowledge base. Ingest sources, query compiled knowledge, and lint for consistency.

Learn from experience: self-reflection + self-criticism + self-learning + self-organizing memory + cross-session sync. Agent evaluates its own work, catches mistakes, and improves permanently. Compiles confirmed learnings to global config for automatic cross-session persistence. Use when (1) a command, tool, API, or operation fails; (2) the user corrects you or rejects your work; (3) you realize your knowledge is outdated or incorrect; (4) you discover a better approach; (5) the user explicitly installs or references the skill for the current task.

通过 dual-mem 为 agent 管理长期记忆：写入、检索、更新、删除与 scope 管理。 触发场景：用户透露稳定个人信息/偏好、陈述值得长期记住的事实或计划，或对话需要 回忆该用户过去说过什么时。使用 MCP 工具或 CLI（dual-mem）调用 MemoryClient 方法。