Pace Learn

Community

arch-team

pace-learn

Use when user says "/pace-learn", "经验", "知识库", "pattern", "lessons learned", "学到了什么", or auto-invoked after CR merge, gate failure recovery, or human rejection. NOT for iteration retrospectives or metrics (use /pace-retro). NOT for concept explanations (use /pace-theory).

Overview

Publisher	arch-team
Repository	`devpace`
Skill name	`pace-learn`
Stars	73
Forks	6
Bundled files	2
License	MIT
Links	Skill source Repository

Markdown instructions
A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.
Works with any LLM
AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.
2 bundled files
Scripts, templates, and references the model can read while it works. Files are read-only and never executed.
Open source
Published by arch-team on GitHub. Read the source before you install it.

Installation

Install the Pace Learn AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

Open the app and go to Plugins → Skills.
Choose "Install from GitHub".
Paste the skill folder URL below and confirm.
https://github.com/arch-team/devpace/tree/main/skills/pace-learn
Enable the skill in any chat where you want it available.

Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills

git clone --depth 1 https://github.com/arch-team/devpace.git /tmp/devpace
mkdir -p .claude/skills
cp -r /tmp/devpace/skills/pace-learn .claude/skills/pace-learn

Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Pace Learn in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Pace Learn on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Pace Learn is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

Loaded only when it is needed
The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.
Switch models mid-chat
Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

/pace-learn — 经验积累与知识管理

devpace 的学习引擎。双模式运行：

自动模式（主体）：在关键事件后静默提取经验 pattern 到 .devpace/metrics/insights.md
手动模式：用户通过子命令管理知识库

子命令路由

重要：根据触发方式（自动/手动）和子命令，仅读取路由表中对应的 procedures 文件，不加载其他 procedures。

子命令	说明	详见
（无参数/自动触发）	事件驱动的自动学习	本文件"自动模式流程" + `skills/pace-learn/learn-procedures.md`
`note <描述>`	手动沉淀探索中的有价值经验	`skills/pace-learn/learn-procedures-query.md` §1
`list [--type TYPE] [--tag TAG] [--confidence MIN]`	按条件筛选 pattern	`skills/pace-learn/learn-procedures-query.md` §2
`stats`	知识库统计概览	`skills/pace-learn/learn-procedures-query.md` §3
`export [--path FILE]`	导出可复用经验	`skills/pace-learn/learn-procedures-query.md` §4
`prune [--dry-run] [--decay-only]`	清理低置信度/过期条目	`skills/pace-learn/learn-procedures-query.md` §5

自动触发场景

触发事件	事件类型	学习重点	提取目标
CR merged	`merged`	成功模式	可复用的检查项、高效的工作路径
Gate fail	`gate1_fail` / `gate2_fail`	失败教训	检查项阈值调整、Claude 盲区识别
人类打回	`rejected`	理解差距	意图理解偏差模式、审查标准校准
挣扎信号	`struggle`	环境缺陷识别	Skill/procedures/Schema 改进建议

触发源由 hooks/post-cr-update.mjs 检测并输出 devpace:learn-trigger 提醒。

自动模式流程

重要：自动模式按以下步骤执行，仅读取 skills/pace-learn/learn-procedures.md 中对应 Step，不加载 skills/pace-learn/learn-procedures-query.md。

Step 1：前置检查

检查 .devpace/ 是否存在——不存在则静默退出。存在则按触发源确定提取方向（merged→成功 pattern | Gate fail→防御 pattern | rejected→改进 pattern）。

Step 2：提取 Pattern

读取 skills/pace-learn/learn-procedures.md Step 2 执行。

Step 3：对比与积累

读取 skills/pace-learn/learn-procedures.md Step 3 执行。

Step 4：嵌入式反馈

读取 skills/pace-learn/learn-procedures.md Step 4 执行。

输出

自动模式：嵌入式 1 行通知（有新 pattern 时），或静默（无有价值发现时）
手动模式：按子命令输出，详见 skills/pace-learn/learn-procedures-query.md

约束

不修改 CR 文件或其他状态文件（仅写入 insights.md）
不中断当前工作流

Bundled files

The model reads these on demand while the skill is loaded. They are exposed as readable files and are never executed.

learn-procedures-query.md6 KB
learn-procedures.md8 KB

Frequently asked questions

What does the Pace Learn AI skill do?

Why use Pace Learn on TypingMind?

Because you install it once and use it with any model. Pace Learn is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Pace Learn in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/arch-team/devpace/tree/main/skills/pace-learn. TypingMind reads its SKILL.md and bundles its files and installs it as a skill you can enable per chat.

Which AI models can use Pace Learn?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Pace Learn?

As many as you like. As long as a model supports skills, you can use Pace Learn with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Pace Learn AI skill free?

Yes. It is published on GitHub by arch-team under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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Overview

Installation

Install in TypingMind

Install in another agent

Use it in TypingMind

Works with any AI model

Skill instructions

/pace-learn — 经验积累与知识管理

子命令路由

自动触发场景

自动模式流程

Step 1：前置检查

Step 2：提取 Pattern

Step 3：对比与积累

Step 4：嵌入式反馈

输出

约束

Bundled files

Frequently asked questions

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