Turn a Ticket into a Review-Ready PR
Coding
Take a loosely written ticket to a proven root cause, a minimal fix, and a clean handoff. Inspired by Forward Future's Loop Library.
Prompt
Step 1 — Reproduce the failure Paste the ticket. Ask the AI for the smallest reliable reproduction. If it cannot be reproduced after two honest attempts, say so and stop. Step 2 — Prove the root cause Once reproduced, share the code and narrow to the actual cause with the AI rather than guessing. Step 3 — Make the smallest fix Get the minimal change that fixes it plus a regression test that fails before and passes after. Step 4 — Hand off for review Package the fix, test, and a short root-cause note into a PR a reviewer can approve quickly.
Use this prompt in AIniverse
Tap to copy, run it on ChatGPT / Claude / Gemini, save to your stack, or remix.
Open in AppMore Coding prompts
Independent Verifier Pass
When implementation claims done, a separate verifier pass runs build, lint, and tests with no access to the implement...
API Contract Until Match
Loop until API responses match the OpenAPI or JSON Schema contract — catch drift between docs and implementation.
De-Sloppify Pass
After implementation, run a cleanup pass: remove debug code, tighten naming, delete dead branches, and align with pro...
Merge Conflict Resolver
Rebase or merge target branch, resolve conflicts file by file, and loop until the branch is current and tests pass.