Skip to content

/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).

From plugin
7320 skills3 agents9 hooks
shell
$ npx -y skills add arch-team/devpace --skill pace-learn --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
  • You can call itInvoke it directly when you want it.
  • Slash command/pace-learn
How auto-invocation works

Context preview

The summary Claude sees to decide when to auto-load this skill.

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).

SKILL.md

pace-learn.SKILL.md
description: 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).
allowed-tools: Read, Write, Edit, Glob, Grep
model: sonnet
argument-hint: "[note|list|stats|export|prune] [参数]"

/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
Read more
Read it on GitHub ↗
Ships withdevpace

Give your Claude Code projects a steady development pace — requirements change, rhythm stays. A development harness for Claude Code — rules, schemas, gates, and feedback loops that keep AI-assisted development traceable and measurable.

Get the whole plugin, auto-invoked
Stats
73
Stars
0
Views
6
Forks
Maintained
Maintenance
Python
Language
MIT
License
3mo ago
Last commit
5mo ago
Created

Repo: arch-team/devpace

Other skills on devpace.