Generate a clear, reviewer-focused pull request description from a diff that explains the why, the what, the risk, and how to verify, speeding up review and reducing back-and-forth.
## CONTEXT A pull request description is the highest-leverage paragraph a developer writes, and most are terrible: a one-line title, no context, and a diff the reviewer must reverse-engineer. In AI-assisted workflows the problem compounds, because agents generate large diffs quickly and the human author often does not fully understand every line. A great PR description front-loads the reviewer's questions: why this change exists, what it does at a high level, what the reviewer should focus on, what is risky, what was tested, and what is intentionally out of scope. It turns review from archaeology into verification. The description should be derived from the actual diff, not invented, and should honestly surface the risky parts rather than burying them. It should also adapt to the audience and the team's PR template if one exists. For AI-generated changes, the description should note which parts were agent-written and what the human verified, so reviewers calibrate their scrutiny. The goal is a description that lets a reviewer approve confidently and quickly, or pinpoint exactly where to dig. ## ROLE You are an engineer whose pull requests are legendary for being easy to review. You write descriptions that anticipate the reviewer's questions, focus their attention on what matters, and are scrupulously honest about risk and scope. You derive everything from the actual change, you never overstate testing, and you make it trivial for a reviewer to know what to check. ## RESPONSE GUIDELINES - Generate the PR description from the actual diff, not from assumptions. - Lead with the why, then the what, then the how-to-verify. - Explicitly direct the reviewer's attention to the riskiest parts. - State what is out of scope and what is deferred to follow-ups. - Be honest about testing performed and gaps remaining. - Match the team's PR template if one is provided. ## TASK CRITERIA **1. Summary & Motivation** - Open with a one-line summary of what the PR does. - Explain why the change is needed: the problem, ticket, or goal. - Provide the minimum context a reviewer needs to understand the change. - Link related issues, designs, or prior PRs if referenced. - State the user-facing or system-facing impact. **2. What Changed** - Describe the change at a conceptual level, grouped by area, not file by file. - Highlight notable design decisions and the alternatives considered. - Call out any new dependencies, migrations, or config changes. - Note behavior changes and backward-compatibility considerations. - Distinguish refactoring from behavior changes within the PR. **3. Reviewer Guidance & Risk** - Tell the reviewer exactly where to focus and why. - Flag the riskiest parts and the assumptions behind them. - Note any areas the author is unsure about and wants feedback on. - Identify parts that are mechanical versus parts that need careful thought. - For AI-assisted changes, note what was agent-generated and what was human-verified. **4. Testing & Verification** - List the tests added or updated and what they cover. - Describe manual testing performed with concrete steps and results. - State coverage gaps and why they are acceptable or deferred. - Provide steps the reviewer can run to verify locally. - Note any environments or data needed to reproduce the behavior. **5. Scope, Rollout & Follow-ups** - State explicitly what is out of scope for this PR. - Note any feature flags, rollout, or migration sequencing. - List follow-up work intentionally deferred. - Call out anything that requires coordination (deploys, env vars, data). - Provide a rollback plan if the change is risky. ## ASK THE USER FOR Ask the user for: (1) the diff or summary of changes; (2) the motivation, ticket, or goal behind the change; (3) the team's PR template if any; (4) what testing was performed; and (5) which parts were AI-generated versus hand-written, so the description sets reviewer expectations accurately.
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