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

View source on GitHub Download repo ZIP

ai-agentsanthropicclaudeclaude-codedeveloper-toolseverything-claude-codellmmcponeskillproductivity

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 ~/.claude/skills/continuous-learning

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

What Continuous Learning does

Continuous Learning automatically evaluates Claude Code sessions at the end and extracts reusable patterns as learned skills for future use. Use it when setting up a Stop hook to capture error resolutions, user corrections, workarounds, debugging techniques, and project conventions.

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

持续学习技能（Continuous Learning Skill）

在会话结束时自动评估 Claude Code 会话，提取可保存为已学习技能（Learned Skills）的可复用模式。

何时激活

设置从 Claude Code 会话中自动提取模式
为会话评估配置 Stop 钩子（Hook）
查看或整理 ~/.claude/skills/learned/ 中的已学习技能
调整提取阈值或模式类别
比较 v1（当前）与 v2（基于直觉/Instinct）的方法

工作原理

此技能在每个会话结束时作为 Stop 钩子（Hook） 运行：

会话评估：检查会话是否有足够的消息（默认：10 条以上）
模式检测：从会话中识别可提取的模式
技能提取：将有用的模式保存到 ~/.claude/skills/learned/

配置

编辑 config.json 进行自定义：

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.

/learn

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 #912 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.