从零搭建AI智能体 是做什么的？
用纯Python搭建你自己的约600-800行AI智能体框架——涵盖工具调用、记忆、规划、多智能体和评估。通过亲手构建来理解每一个智能体框架。课程仓库，按模块打标签。
用纯Python搭建你自己的约600-800行AI智能体框架——涵盖工具调用、记忆、规划、多智能体和评估。通过亲手构建来理解每一个智能体框架。课程仓库，按模块打标签。
这是一个面向开发者的实践性AI智能体技能，教你用纯Python从零开始构建一个约600-800行的AI智能体框架。它涵盖了工具使用、记忆、规划、多智能体协作和评估等核心功能。该技能基于一个结构化课程仓库（acebot712/agent-from-scratch），每个模块都有对应的标签，方便你按步骤学习。无论你使用Claude Code、Cursor还是Codex，都可以通过这个技能深入理解智能体框架的工作原理，并掌握自己动手构建定制化智能体的能力。
npx skills add acebot712/agent-from-scratch用纯Python搭建你自己的约600-800行AI智能体框架——涵盖工具调用、记忆、规划、多智能体和评估。通过亲手构建来理解每一个智能体框架。课程仓库，按模块打标签。
ElevenLabs text-to-speech with mac-style say UX.
Oracle CLI second-model review/debug/refactor/design with selected files, dry-run token checks, API or browser engine.
Capture and automate macOS UI with the Peekaboo CLI.
Generate multiple radically different interface designs for a module using parallel sub-agents. Use when user wants to design an API, explore interface options, compare module shapes, or mentions "design it twice".
Build a throwaway prototype to flesh out a design — a runnable terminal app for state/business-logic questions, or several radically different UI variations toggleable from one route.
Interview the user relentlessly about a plan or design until reaching shared understanding, resolving each branch of the decision tree. Use when user wants to stress-test a plan, get grilled on their design, or mentions "grill me".