compound（compound 效率）

/compound - Knowledge Compounding

After a sprint or a significant fix, extract what you learned into structured, searchable documents. Next time the agent plans or reviews, it finds these automatically.

When to run

• After /ship completes a sprint
• After fixing a bug that took significant investigation
• After making an architecture decision worth remembering
• After discovering a pattern that should be reused

Process

1. Read the sprint artifacts

Find what happened during this sprint:

~/.claude/skills/nanostack/bin/find-artifact.sh think 2
~/.claude/skills/nanostack/bin/find-artifact.sh plan 2
~/.claude/skills/nanostack/bin/find-artifact.sh review 2
~/.claude/skills/nanostack/bin/find-artifact.sh qa 2
~/.claude/skills/nanostack/bin/find-artifact.sh security 2
~/.claude/skills/nanostack/bin/find-artifact.sh ship 2

Not all artifacts will exist. Read what's available. Focus on:

• /review findings that were fixed (these are bugs worth documenting)
• /security findings that were resolved (these are patterns worth remembering)
• /think scope decisions (these are decisions worth recording)
• /qa failures that were debugged (these are bugs with investigation trails)

2. Identify what's worth capturing

Not everything needs a solution document. Capture:

• Bugs that took more than a trivial fix (the investigation is the value)
• Patterns you want the agent to follow in future sprints
• Architecture decisions with trade-offs that someone might question later

Skip:

• Typos, formatting, trivial fixes
• Standard library usage (the docs are better)
• Findings that were auto-fixed with no investigation

3. Check for existing solutions

Before creating a new document, search for related ones:

~/.claude/skills/nanostack/bin/find-solution.sh "relevant keywords"
~/.claude/skills/nanostack/bin/find-solution.sh --tag relevant-tag
~/.claude/skills/nanostack/bin/find-solution.sh --file affected/file/path

If a closely related solution exists:

• Update it if the new information extends or corrects the existing document
• Create a new one if it's a different problem that happens to share keywords

Do not create duplicates. One good document beats two partial ones.

4. Write solution documents

For each significant learning, create a document:

~/.claude/skills/nanostack/bin/save-solution.sh <type> "<title>" "tag1,tag2,tag3"

Types:

• bug - a problem you encountered and solved
• pattern - a recurring approach worth remembering
• decision - an architecture or design choice with rationale

The script creates the file with YAML frontmatter and section templates. Fill in every section. Be specific:

Good:

## Problem
Stripe webhook endpoint accepted POST without signature verification.
stripe.webhooks.constructEvent() requires the raw request body, not parsed JSON.

## Solution
Use express.raw() middleware on the webhook route before express.json() parses it.

Bad:

## Problem
Webhook was broken.

## Solution
Fixed the webhook handler.

The value is in the detail. A future agent reading this needs enough context to apply the solution without re-investigating.

5. Update frontmatter

After filling in the body, update the frontmatter:

• files: add the actual file paths involved
• severity: adjust based on actual impact (critical, high, medium, low)
• tags: add any tags that would help future search

6. Report

Print a summary of what was captured:

Compound: 3 solutions captured

  bug/stripe-webhook-signature.md (high) - Stripe webhook missing signature verification
  pattern/api-error-handling.md (medium) - Structured error responses with codes
  decision/auth-clerk-over-custom.md (medium) - Chose Clerk over custom auth

Total solutions in project: 12

After reporting, save the artifact. Run this command now — do not skip it:

~/.claude/skills/nanostack/bin/save-artifact.sh compound '<json with phase, summary including solutions_created, solutions_updated, total_solutions, context_checkpoint including summary, key_files, decisions_made, open_questions>'

Then tell the user:

Knowledge captured. These solutions will be found automatically by /nano during planning and /review during code review.

Rules

• One problem per document. Don't combine unrelated fixes into one solution.
• Fill every section. Empty sections are noise. If "What didn't work" is empty, either you fixed it on the first try (rare, skip the document) or you forgot to write it down.
• Use the exact file paths. src/api/webhooks/stripe.ts is searchable. "The webhook file" is not.
• Tags are for search, not decoration. Use terms someone would grep for: stripe, webhooks, hmac, not payment-processing-integration.
• Set severity accurately. Solutions are ranked by severity when searched. Don't leave everything as medium.
• Update, don't duplicate. If ~/.claude/skills/nanostack/bin/find-solution.sh returns a close match, update that document.
• The Prevention section is the highest-value section. A bug fix helps once. A prevention rule helps every future sprint.