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cyberelf

retrospect

by cyberelf

0🍴 0📅 Jan 22, 2026

SKILL.md


name: retrospect description: This skill reviews the current chat session and GitHub Copilot instructions to identify user-reported issues that should become new lessons, detect violations of existing instructions, and update instructions accordingly to prevent future mistakes. tags:

  • meta-skill
  • close-loop

Retrospect Skill

This skill performs meta-analysis on the current conversation and project instructions to continuously improve code quality and adherence to established patterns.

Purpose

This skill helps maintain and improve the quality of AI-assisted development by:

  1. Identifying patterns where user corrections reveal gaps in instructions
  2. Detecting violations of existing coding standards and conventions
  3. Updating instructions to prevent repeating the same mistakes
  4. Creating a feedback loop for continuous improvement

When to Use This Skill

Use this skill when:

  • A user points out a recurring mistake or anti-pattern
  • Multiple corrections have been made during a session
  • You want to ensure coding standards are being followed
  • A user explicitly requests instruction review or updates
  • After completing a significant feature or fix

Retrospect Process

Phase 1: Session Analysis

Objective: Review the current chat session to identify learning opportunities.

1.1 Collect User Corrections

Scan the conversation history for:

  • Direct corrections: "No, you should..." or "That's wrong, the correct way is..."
  • Repeated mistakes: Same issue corrected multiple times
  • Clarifications: "Actually, we use X instead of Y"
  • New requirements: "From now on, always do X when Y"
  • Anti-patterns: "Don't do X, prefer Y"

1.2 Identify Instruction Gaps

For each correction, determine:

  • Is this covered by existing instructions?
  • Is this a new pattern that should be documented?
  • Is this specific to this project or a general principle?
  • Should this be a new rule, guideline, or example?

1.3 Categorize Lessons

Classify lessons by domain and type:

  • Architecture: Design patterns, system organization, separation of concerns
  • Process: Workflows, procedures, operational patterns
  • Behavioral: Agent decision-making, interaction patterns, role adherence
  • Communication: Documentation standards, reporting formats, terminology
  • Domain-Specific: Business logic, domain rules, specialized requirements
  • Quality: Standards, conventions, validation patterns
  • Integration: Cross-system patterns, API usage, external dependencies

Phase 2: Constitution Review

Objective: Verify compliance with existing standards and constitutions.

2.1 Load Current Constitutions

Read all relevant constitution and standards documents:

  • AGENTS.md - Agent architecture, behavior patterns, and operational guidelines
  • SDD files (Software Design Documents) - System design principles and requirements
  • Project-specific constitution files (.github/constitution.md, docs/constitution.md)
  • Domain-specific standards and guidelines
  • Any .copilot-instructions.md or similar instruction files

Document Discovery Strategy:

  1. Search for AGENTS.md in project root and docs folders
  2. Search for SDD files (look for patterns: *SDD.md, *design*.md, requirements.md)
  3. Search for constitution files in .github/, docs/, or root directory
  4. Check for skill-specific constitution documents in skills folders

2.2 Scan for Violations

Review actions and outputs from the session against constitutions:

  • Process violations: Not following prescribed workflows or procedures
  • Principle violations: Contradicting stated design principles or values
  • Standard violations: Deviating from established patterns or conventions
  • Requirement violations: Missing mandatory elements or constraints
  • Behavioral violations: Acting inconsistently with agent role or responsibilities
  • Communication violations: Not following documentation or reporting standards

2.3 Cross-Reference with Corrections

Compare user corrections with existing constitutions:

  • Was the constitution rule ignored or misunderstood?
  • Was the constitution unclear or ambiguous?
  • Does the constitution conflict with other guidelines?
  • Is the constitution outdated or incorrect?
  • Was the violation due to missing context or incomplete information?

Phase 3: Constitution Update

Objective: Formalize lessons learned into actionable constitutions.

Update Strategy:

  1. Identify the appropriate constitution document to update
  2. Check if a skill exists for updating that document type
  3. If a skill exists, invoke it with the update requirements
  4. If no skill exists, perform in-place updates following document conventions

3.1 Draft New Constitution Rules

For each identified gap or violation:

Structure:

## [Category]: [Specific Rule]

**Context**: [When does this apply?]

**Rule**: [What should be done?]

**Rationale**: [Why is this important?]

**Example** (if helpful):
```code
// Bad
[anti-pattern]

// Good
[correct pattern]

Related Instructions: [Link to related rules]


#### 3.2 Update Existing Constitutions

**In-Place Update Process**:

For violations of existing constitution rules:
- Clarify ambiguous language
- Add concrete examples relevant to the domain
- Strengthen weak guidelines (e.g., "should" → "must")
- Add cross-references to related rules
- Add "Common Mistakes" or "Anti-Patterns" sections

**Skill-Based Updates** (if available):

1. **Check for update skills**: Search for skills related to the constitution document
   - `openspec-constitution-guard` for OpenSpec constitutions
   - `agents-constitution-updater` for AGENTS.md
   - Document-specific updater skills

2. **Invoke update skill**: If found, call the skill with:
   - The lesson learned
   - The violation context
   - Proposed update text
   - Rationale for the change

3. **Fallback to direct update**: If no skill exists, update the file directly

#### 3.3 Create New Constitution Entries

For lessons that don't fit existing documents, create or update appropriate constitution files:

**Location Options**:
- `.github/constitution.md` - General project principles
- `AGENTS.md` - Agent-specific behaviors and patterns
- `docs/constitution.md` - Domain-specific guidelines
- Skill-specific constitutions in `skills/[skill-name]/constitution.md`

**Format**:
```markdown
# Project Constitution

This document captures project-specific principles and lessons learned.

## [Principle Name]

**Date Added**: YYYY-MM-DD
**Origin**: [What situation led to this principle?]

**Principle**: [Clear statement of the rule]

**Application**: [How to apply this in practice]

**Examples**: [Concrete examples]

Phase 4: Validation

Objective: Ensure updates are effective and non-disruptive.

4.1 Review Changes

  • Ensure new instructions don't contradict existing ones
  • Verify examples are accurate and compilable
  • Check that rationale is clear and convincing
  • Confirm changes are actionable (specific, measurable)

4.2 Test Instructions

  • Review recent code against updated instructions
  • Verify instructions would have prevented the mistake
  • Check for unintended consequences or side effects

4.3 Summarize Changes

Provide a summary:

## Retrospect Summary

### Lessons Learned
1. [Lesson 1]: [What was learned and why]
2. [Lesson 2]: [What was learned and why]

### Instructions Updated
- **File**: [filename]
  - **Section**: [section name]
  - **Change**: [what was changed]
  - **Reason**: [why it was changed]

### New Violations Detected
1. [Violation 1]: [Description and location]
2. [Violation 2]: [Description and location]

### Recommendations
- [Action item 1]
- [Action item 2]

Output Format

The retrospect process should produce:

  1. Retrospect Report (printed to console):

    • Summary of lessons learned
    • List of instruction violations
    • Recommendations for improvement
  2. Updated Constitution Files:

    • Modified AGENTS.md with updated agent behaviors and principles
    • Updated SDD files with refined design requirements
    • Modified constitution.md files with clarifications and new rules
    • Skill-specific constitution updates
  3. Action Items:

    • Processes that need refinement
    • Behaviors that need adjustment
    • Documentation that needs updating
    • Skills that need to be created or modified

Best Practices

Constitutions

  1. Be Specific: "Validate inputs" → "All agent operations MUST validate input structure and constraints before any processing or state chang
  2. Be Specific: "Use Pydantic models" → "Use Pydantic models instead of dict[str, Any] for all API request/response bodies"
  3. Explain Why: Include rationale so the principle is understood, not just memorized
  4. Provide Examples: Show both the wrong way and the right way
  5. Make it Actionable: Instructions should be clear enough to follow without interpretation
  6. Prioritize: Use "must", "should", "prefer" to indicate priority level

Avoiding Over-Prescription

  • Don't create rules for one-off situations
  • Focus on patterns that repeat across multiple instances
  • Leave room for judgment and context-specific decisions
  • Balance between guidance and flexibility

Maintaining Consistency

  • Use consistent terminology across all instruction files
  • Cross-reference related instructions
  • Organize instructions hierarchically (general → specific)
  • Keep a single source of truth for each concept

Implementation Guidelines

When Running Retrospect

  1. Start with analysis: Don't jump to solutions
  2. Be thorough: Review entire conversation history
  3. Stay objective: Look for patterns, not just recent issues
  4. Think long-term: Will this instruction scale as the project grows?
  5. Validate changes: Test that new instructions would prevent the issue

After Retrospect

  1. Apply updates immediately: Update instruction files right away
  2. Communicate changes: Summarize what changed and why
  3. Verify effectiveness: Check if similar mistakes are prevented
  4. Iterate: Retrospect is continuous, not one-time

Example Scenarios

Scenario 1: Workflow Process Violation

User Correction: "Don't skip the validation step - always validate inputs before processing"

Analysis:

  • Violation of established workflow in AGENTS.md or SDD
  • Skipped mandatory process step

Constitution Update (AGENTS.md):

### Input Validation Protocol

**Context**: All agent operations that accept external inputs

**Rule**: Input validation MUST occur before any processing or state changes.

**Rationale**: Prevents cascading errors and ensures data integrity throughout the system.

**Process**:
1. Receive input
2. Validate structure and constraints
3. Transform to internal representation
4. Process validated data

**Anti-Pattern**: Processing data before validation

**Related**: See "Error Handling Standards" and "State Management"

Scenario 2: Agent Role Violation

User Correction: "This agent shouldn't be making decisions about deployment - that's the DevOps agent's responsibility"

Analysis:

  • Violation of agent role boundaries defined in AGENTS.md
  • Overstepping defined responsibilities

Constitution Update (AGENTS.md):

### Agent Responsibility Boundaries

**Context**: Multi-agent system with defined roles

**Rule**: Each agent MUST operate only within its defined domain. Cross-domain decisions require delegation to the appropriate agent.

**[AgentName] Responsibilities**:
- [Primary responsibility 1]
- [Primary responsibility 2]

**NOT Responsible For**:
- Deployment decisions → DevOps Agent
- Security policies → Security Agent
- Resource allocation → Resource Manager Agent

**Delegation Protocol**: When encountering a task outside your domain:
1. Identify the appropriate agent
2. Format the delegation request
3. Hand off with full context
4. Wait for response or acknowledgment

**Rationale**: Maintains clear separation of concerns and prevents conflicting decisions.

References

  • Agent architecture: AGENTS.md
  • System design: SDD files in spec/ or docs/
  • Constitution documents: .github/constitution.md, docs/constitution.md
  • Update skills: skills/openspec-constitution-guard/, skills/*/constitution.md
  • Workflow documentation: Project-specific process documents

Continuous Improvement

This skill itself should evolve:

  • Add new analysis patterns as they emerge
  • Refine the instruction update format
  • Improve violation detection accuracy
  • Enhance the categorization of lessons

The meta-goal is to make AI-assisted development increasingly accurate and aligned with project standards over time.

Score

Total Score

55/100

Based on repository quality metrics

SKILL.md

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