
How to Use the 'AI Duke It Out' Method to Improve Stubborn Model Outputs
A revised prompt or output that addresses a diagnosed mismatch and passes fixed acceptance tests, with the model contributions recorded so the result can be reproduced.
How I AI
Step-by-step guides with the prompts, tools, and checks from each episode.
286 workflows

A revised prompt or output that addresses a diagnosed mismatch and passes fixed acceptance tests, with the model contributions recorded so the result can be reproduced.

A concise draft with a documented critique history, stronger structure and evidence, accurate links and quotations, and a final edit that sounds like the author rather than the grader.

A dated digest that covers each new episode once, links every extracted item to its episode and timestamp, and stores enough provenance to revisit the original context.

A runnable mobile prototype that demonstrates the critical interaction on a real device, records limitations and implementation questions, and gives the team a shared reference for the production approach.

A concise research deck that compares the relevant alternatives, links important claims to current sources, names uncertainty, and recommends a decision or next research step rather than declaring every market attractive.

A shareable interactive prototype that demonstrates the central user journey, records open questions, and gives stakeholders something concrete to accept, reject, or reshape.

An incident channel update that summarizes impact, correlates telemetry and recent changes, identifies the leading hypotheses with evidence, and hands the on call engineer concrete next queries without silently modifying production.

A focused pull request with the requested interface change, before and after screenshots at representative widths, and evidence that interaction, accessibility, and neighboring states still work.

A narrow pull request that follows the repository pattern, adds the integration and tests, cites external documentation used, and explains its behavior, risks, and remaining questions.

An editable Figma prototype that preserves the tested paper flow, uses recognizable platform components, and includes the key empty, error, loading, and completion states.

A version-controlled iPhone and Apple Watch prototype that captures a spoken workout, shows the parsed record for correction, syncs it reliably, and presents basic history without hiding failures or losing data.

An edited draft that preserves the author's argument and voice while identifying vague claims, repeated habits, and formulaic model language for the author to accept or reject.
Turn an idea into a PRD, user stories, and a plan.
Join 100,000+ product managers who use ChatPRD to write better docs, align teams faster, and build products users love.