AgentSkillsCN

ace-pattern-learning

在实施、构建、修复、调试或重构代码之前，先查阅 ACE 业务流程手册。在完成大量编码工作后，及时总结并提炼出通用模式。

SKILL.md
--- frontmatter
name: ace-pattern-learning
description: "Search ACE playbook before implementing, building, fixing, debugging, or refactoring code. Capture patterns after completing substantial coding work."
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ACE Pattern Learning Skill

This skill provides pattern-based learning for coding tasks.

When This Skill Activates

Copilot will automatically load this skill when your request contains:

  • •Implementation: implement, build, create, add, develop, write
  • •Modification: update, modify, change, edit, enhance, extend
  • •Debugging: debug, fix, troubleshoot, resolve, diagnose
  • •Refactoring: refactor, optimize, improve, restructure
  • •Integration: integrate, connect, setup, configure

BEFORE Starting Work (MANDATORY)

INVOKE: #ce-dot-net.ace-vscode/ace_search with relevant query

Search for patterns from previous work before implementing:

  • •Proven solutions and best practices
  • •Known gotchas and pitfalls to avoid
  • •Recommended APIs and libraries

AFTER Completing Work (MANDATORY)

INVOKE: #ce-dot-net.ace-vscode/ace_learn with:

  • •task: Brief description of what was accomplished
  • •success: true/false
  • •output: Key lessons, patterns discovered, gotchas

DO NOT skip this step. DO NOT respond to user without calling ace_learn first.

Mid-Conversation Re-Search

If user's follow-up message introduces a NEW topic or domain:

  1. •Recognize topic shift (auth→caching, API→database, etc.)
  2. •Call ace_search with the new topic BEFORE continuing
  3. •Apply newly retrieved patterns

Examples of topic shifts requiring re-search:

  • •"Now let's add caching" (after auth implementation)
  • •"I'm getting a database error" (after API work)
  • •"How do I deploy this?" (after coding)
  • •"Let's add tests" (after implementation)
  • •"Now handle the error cases" (new domain)

Domain-Filtered Search (v0.4.18)

After topic change detection, use domain filtering for targeted retrieval:

  1. •List domains: /domains to see available domains
  2. •Match topic to domain: Find domain name matching new topic
  3. •Filtered search: ace_search <query> allowed_domains=<domain>

Example Workflow (with Domain Filtering)

code
User: "implement JWT authentication"
    ↓
1. ace_search("JWT authentication") → Find patterns
2. Implement using patterns found
3. ace_learn(task="Implemented JWT auth", success=true, output="Used refresh token rotation")
4. Respond to user

User: "Now add Redis caching for the tokens"
    ↓
1. [Topic shift detected: auth → caching]
2. /domains → sees available domains
3. ace_search("Redis caching" allowed_domains="caching,redis") → Targeted patterns
4. Implement caching using patterns found
5. ace_learn(task="Added Redis token caching", success=true, output="Used TTL matching token expiry")
6. Respond to user
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