菜单
基于直觉的学习系统。用于配置或审查 Hook 观察、project/global instinct、置信度、项目推广、迁移和演化为 skills/commands/agents 的流程。
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
基于 SOC 职业分类
| name | continuous-learning-v2 |
| description | 基于直觉的学习系统。用于配置或审查 Hook 观察、project/global instinct、置信度、项目推广、迁移和演化为 skills/commands/agents 的流程。 |
| version | 2.1.0 |
本 skill 只保留使用决策和关键边界；实现细节在 scripts/learning/、hooks/、commands/ 和 config.json 中。
${XDG_DATA_HOME:-~/.local/share}/ecc-homunculus/projects/<project-id>/observations.jsonl。0.3/0.5/0.7/0.9，不会因时间自动衰减；长期未观察只进入待审查。/promote --dry-run 预览，再由用户确认是否 --apply。${XDG_DATA_HOME:-~/.local/share}/ecc-homunculus/
├── projects.json
├── projects/<project-id>/
│ ├── observations.jsonl
│ └── instincts/{personal,inherited}/
└── global/
└── instincts/{personal,inherited}/
旧版 ~/.claude/homunculus/instincts 作为 legacy 来源兼容；需要迁移时先 dry-run。
| 命令 | 作用 |
|---|---|
/learn-eval | 从当前会话提取可复用模式，保存前走质量门 |
/instinct-status --review | 调用 scripts/learning/review-confidence.js 审查 project/global/legacy instincts |
/projects | 调用 scripts/learning/projects.js 查看项目注册表 |
/promote --dry-run | 调用 scripts/learning/promote.js 预览 project -> global |
/evolve | 聚类 instinct，评估是否演化为 skill/command/agent |
/prune | 只清理人工标记删除、拒绝或归档的 instinct |
skills/continuous-learning-v2/hooks/observe-v2.js：Hook 观察入口。scripts/learning/project-utils.js：项目检测、数据根目录、注册表和 frontmatter 工具。scripts/learning/review-confidence.js：置信度审查报告。scripts/learning/projects.js：项目注册表。scripts/learning/promote.js：项目直觉推广预览/应用。scripts/learning/migrate-homunculus.js：legacy 迁移，默认 dry-run。observer.enabled 保持 false，避免额外 token 和误学习。node scripts/learning/migrate-homunculus.js --dry-run
node scripts/learning/migrate-homunculus.js --scope project --apply
迁移只复制，不删除旧数据。需要全局化时先运行 --scope global --dry-run。
Stress-test a plan, design, decision, or idea through a one-question-at-a-time interview. Use when the user invokes /grill, says grill me, asks to be challenged, 拷问, 压力测试, or wants a plan stress-tested; also use when progress is blocked by an unresolved user-owned decision whose alternatives materially change the outcome after high-risk classification is ruled out. Do not use merely because work is complex, high-risk, new, or spans multiple files.
Use when the user explicitly requests Brainstorming, a design spec, Spec Gate, or the full Superpowers workflow; also use automatically for costly-to-reverse high-risk work involving architecture or service boundaries, public-contract compatibility, authentication or authorization, persistent data/schema migration, or irreversible external side effects. Do not use for ordinary behavior changes or merely because work is new, complex, or spans multiple files.
Chinese workflow for surfacing systematic fact, evidence, context, and blind-spot gaps before, during, and after agentic work. Use when the user explicitly asks for a blind-spot scan, unknown unknowns, prototypes, reference mapping, implementation notes, explainers, or quizzes; when phrases like "I'll know it when I see it" or "teach me this domain" expose unstated assumptions; or when safe progress is blocked by evidence gaps that require multiple low-cost probes. Do not use merely because work is complex, high-risk, long-running, or spans multiple files.
Use when starting or routing a non-trivial task in this workflow harness, when the user references Superpowers, or when deciding which skill, command, rule, or agent should govern the work. Establishes skill invocation discipline: check relevant process skills before acting, follow user/project instructions first, and verify before completion.
Use when you have a spec or requirements for a multi-step task, before touching code
用于功能验收、回归验证、确认修复是否生效，以及需要用真实界面、视频或日志证据判断用户流程是否正常的任务。适用于“验收一下”“测一下”“确认修复”“给我可复核证据”等请求。