/si:promote — Graduate Learnings to Rules
SkillDev toolsTurns a behavior your AI has learned while working with you into a permanent project rule, so it is always followed instead of living only in memory. Proven patterns move out of your AI's memory and into rules that stick. Use it when something your AI learned has proven itself and you want it kept for good.
Available today. Use it from your connected AI after setup.
No other account needed.
After adding it, run /si:promote or simply ask your AI to make a learned behavior permanent. The pattern then moves from memory into your project rules.
Then ask your AI: use the /si:promote — Graduate Learnings to Rules skill
What your AI can do with it
- Move a proven pattern from your AI's memory into project rules
- Make a learned behavior permanent so it is always followed
- Save rules to CLAUDE.md for permanent enforcement
- Store rules in .claude/rules/ for ongoing use
What this skill tells your AI
The instructions your AI receives, as published by dedalus-labs/wingman in .agents/skills/promote/SKILL.md and read by ahel’s review.
Moves a proven pattern from Claude's auto-memory into the project's rule system, where it becomes an enforced instruction rather than a background note.
Usage
/si:promote <pattern description> # Auto-detect best target
/si:promote <pattern> --target claude.md # Promote to CLAUDE.md
/si:promote <pattern> --target rules/testing.md # Promote to scoped rule
/si:promote <pattern> --target rules/api.md --paths "src/api/**/*.ts" # Scoped with paths
Workflow
Step 1: Understand the pattern
Parse the user's description. If vague, ask one clarifying question:
- "What specific behavior should Claude follow?"
- "Does this apply to all files or specific paths?"
Step 2: Find the pattern in auto-memory
# Search MEMORY.md for related entries
MEMORY_DIR="$HOME/.claude/projects/$(pwd | sed 's|/|%2F|g; s|%2F|/|; s|^/||')/memory"
grep -ni "<keywords>" "$MEMORY_DIR/MEMORY.md"
Show the matching entries and confirm they're what the user means.
Step 3: Determine the right target
| Pattern scope | Target | Example |
|---|---|---|
| Applies to entire project | ./CLAUDE.md | "Use pnpm, not npm" |
| Applies to specific file types | .claude/rules/<topic>.md | "API handlers need validation" |
| Applies to all your projects | ~/.claude/CLAUDE.md | "Prefer explicit error handling" |
If the user didn't specify a target, recommend one based on scope.
Step 4: Distill into a concise rule
Transform the learning from auto-memory's note format into CLAUDE.md's instruction format:
Before (MEMORY.md — descriptive):
The project uses pnpm workspaces. When I tried npm install it failed. The lock file is pnpm-lock.yaml. Must use pnpm install for dependencies.
After (CLAUDE.md — prescriptive):
## Build & Dependencies
- Package manager: pnpm (not npm). Use `pnpm install`.
Rules for distillation:
- One line per rule when possible
- Imperative voice ("Use X", "Always Y", "Never Z")
- Include the command or example, not just the concept
- No backstory — just the instruction
Step 5: Write to target
For CLAUDE.md:
- Read existing CLAUDE.md
- Find the appropriate section (or create one)
- Append the new rule under the right heading
- If file would exceed 200 lines, suggest using
.claude/rules/instead
For .claude/rules/:
- Create the file if it doesn't exist
- Add YAML frontmatter with
pathsif scoped - Write the rule content
---
paths:
- "src/api/**/*.ts"
- "tests/api/**/*"
---
# API Development Rules
- All endpoints must validate input with Zod schemas
- Use `ApiError` class for error responses (not raw Error)
- Include OpenAPI JSDoc comments on handler functions
Step 6: Clean up auto-memory
After promoting, remove or mark the original entry in MEMORY.md:
# Show what will be removed
grep -n "<pattern>" "$MEMORY_DIR/MEMORY.md"
Ask the user to confirm removal. Then edit MEMORY.md to remove the promoted entry. This frees space for new learnings.
Step 7: Confirm
✅ Promoted to {{target}}
Rule: "{{distilled rule}}"
Source: MEMORY.md line {{n}} (removed)
MEMORY.md: {{lines}}/200 lines remaining
The pattern is now an enforced instruction. Claude will follow it in all future sessions.
Promotion Decision Guide
Promote when:
- Pattern appeared 3+ times in auto-memory
- You corrected Claude about it more than once
- It's a project convention that any contributor should know
- It prevents a recurring mistake
Don't promote when:
- It's a one-time debugging note (leave in auto-memory)
- It's session-specific context (session memory handles this)
- It might change soon (e.g., during a migration)
- It's already covered by existing rules
CLAUDE.md vs .claude/rules/
| Use CLAUDE.md for | Use .claude/rules/ for |
|---|---|
| Global project rules | File-type-specific patterns |
| Build commands | Testing conventions |
| Architecture decisions | API design rules |
| Team conventions | Framework-specific gotchas |
Tips
- Keep CLAUDE.md under 200 lines — use rules/ for overflow
- One rule per line is easier to maintain than paragraphs
- Include the concrete command, not just the concept
- Review promoted rules quarterly — remove what's no longer relevant
Signals
- GitHub stars
- 183
- Forks
- 6
- Last commit
- Apr 2026
- Hacker News mentions
- 20
Advanced
- Catalog kind
- skill
- Gateway key
promote- Source
- github.com/dedalus-labs/wingman