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Get Started Free →Use this skill when writing code comments, explaining code decisions, documenting the "why" behind implementation choices, or narrating technical reasoning in PRs or architecture docs. Trigger on keywords: explain this code, why did you write it this way, add comments, document this, write inline comments, explain my decision.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -1% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -21% | 0% |
| case-06 | ✓→✓ | = Same ✓ | 75% | 0% |
| case-02 | ✓→✓ | = Same ✓ | 14% | 0% |
| case-03 | ✓→✓ | = Same ✓ | 80% | 0% |
Comments explain WHY. Code explains WHAT.
If you need a comment to explain what the code does, the code should be cleaner. If you need a comment to explain why it's done this way — write that comment.
| Level | Where | Explains | |---|---|---| | Inline comment | Next to specific line | Non-obvious logic or gotcha | | Function docstring | Top of function | What it does, parameters, returns, side effects | | Module header | Top of file | What this module is responsible for | | Architecture note | README / ADR | Why this approach was chosen over alternatives |
typescript// Using exponential backoff here because the payment API // has a 429 rate limit that triggers on burst traffic await retryWithBackoff(() => paymentAPI.charge(amount)) // Intentionally not validating here — validation happens // upstream in the middleware layer (see auth.middleware.ts) const user = req.user // This looks backwards but the API returns results // in reverse chronological order — newest = index 0 const latest = results[0]
typescript// Increment counter by 1 count++ // Check if user is authenticated if (user.isAuthenticated) {
typescript/** * Calculates the discount amount for a given order. * * @param order - The order to calculate discount for * @param promoCode - Optional promo code to apply * @returns The discount amount in cents, or 0 if no discount applies * @throws InvalidPromoCodeError if the promo code format is invalid * * Note: Does NOT check if the promo code is active — * call validatePromoCode() first. */
When your PR makes non-obvious decisions, explain them:
markdown## Technical Decisions **Why I chose X over Y:** [reasoning — constraints, trade-offs, what you considered] **Known limitations:** [what this doesn't handle and why that's acceptable for now] **What I'd do differently with more time:** [honest reflection — shows growth mindset]
For significant technical decisions, write a short ADR:
markdown# ADR: [decision title] **Date:** [date] **Status:** Accepted ## Context [What situation led to this decision?] ## Decision [What did we decide to do?] ## Reasoning [Why this over the alternatives?] ## Trade-offs [What do we give up with this choice?] ## Consequences [What becomes easier? What becomes harder?]
Store in /docs/decisions/ or similar — these are gold for future developers.
Other measured skills in the registry, with their headline benchmark lift.