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Pace Learn

skill-arch-team-devpace-pace-learn · by arch-team

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).

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Install

$ agentstack add skill-arch-team-devpace-pace-learn

✓ scanned · ✓ verified — works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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About

/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 | 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

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.