Continuous Learning

by xu-xiang

Continuous Learning is an AI Engineering skill for Claude Code, published by xu-xiang in everything-claude-code-zh.

1.9K stars307 forkson xu-xiang/everything-claude-code-zhAdded 2026/08/18+1% in starsRepository updated 2026/03/05

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Install in seconds

Install Continuous Learning

Copy Continuous Learning into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.

terminal

npx degit https://github.com/xu-xiang/everything-claude-code-zh/tree/main/skills/continuous-learning-v2 ~/.claude/skills/continuous-learning-v2

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/xu-xiang/everything-claude-code-zh.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file: skills/continuous-learning-v2/SKILL.md in xu-xiang/everything-claude-code-zh
Installs to: ~/.claude/skills/continuous-learning-v2
Collection: One of 25 skills cataloged from this repository
Category: AI Engineering — 2451 skills

What Continuous Learning does

Continuous Learning observes Claude Code sessions and turns recurring patterns into atomic, confidence-scored instincts that evolve into skills, commands, or agents. Use it to set up automatic learning, manage project-scoped versus global instincts, and export or import learned behaviors.

Continuous Learning is cataloged under AI Engineering on DirSkills. Continuous Learning comes from a repository tagged ai-agents, anthropic, claude, claude-code and developer-tools.

Documentation

README

Excerpt

持续学习（Continuous Learning）v2.1 - 基于本能（Instinct）的架构

一个先进的学习系统，通过原子级“本能（Instincts）”——带有置信度评分的小型学习行为，将你的 Claude Code 会话转化为可复用的知识。

v2.1 增加了 项目作用域本能（project-scoped instincts） —— React 模式保留在你的 React 项目中，Python 约定保留在你的 Python 项目中，而通用模式（如“始终验证输入”）则在全局共享。

何时激活

设置从 Claude Code 会话中自动学习
配置通过钩子（hooks）提取基于本能的行为
调整学习行为的置信度阈值
查看、导出或导入本能库
将本能演化为完整的技能（Skills）、命令（Commands）或智能体（Agents）
管理项目作用域与全局本能
将本能从项目作用域提升（Promote）到全局作用域

This is the opening of the README. Read the full README on GitHub.

Commands Continuous Learning provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

/evolve
/promote
/instinct-status
/instinct-export
/instinct-import
/projects

Frequently asked about Continuous Learning

What else does xu-xiang publish alongside Continuous Learning?
Continuous Learning is one of 25 skills that DirSkills catalogs from xu-xiang/everything-claude-code-zh, the repository it ships in. Its siblings there include API Design Patterns, Article Writing and Autonomous Loops. Each one is a separate skill with its own page in this directory, installs the same way Continuous Learning does, and is maintained by xu-xiang in that same repository. The rest of the collection is listed on the xu-xiang/everything-claude-code-zh page.
How does Continuous Learning compare to other AI Engineering skills?
Continuous Learning ranks #911 by stars among the 2451 AI Engineering skills in this catalog. The most-starred ones next to it are Architecture Decision Records, AI-First Engineering and Agentic OS. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Continuous Learning against them. Open each page to compare what they document and how they install.