
How to Use an AI Agent for Quick Code Maintenance and Internal Tool Improvements
A narrow pull request that removes the annoyance, updates any related prompt or logic, and includes enough evidence for a teammate to finish the merge.
How I AI
Step-by-step guides with the prompts, tools, and checks from each episode.
286 workflows

A narrow pull request that removes the annoyance, updates any related prompt or logic, and includes enough evidence for a teammate to finish the merge.

A pull request and working preview for a focused UI improvement whose interaction was explored before implementation.

Actionable first-reader notes that identify where the draft delays, obscures, or weakens its point without replacing the author’s voice.

A shortlist of fresh, context-aware alternatives, with enough explanation to choose one and revise the sentence in your own voice.

A compact research brief with the main positions, named people or organizations, direct source links, and several angles worth pursuing.

A local multiplayer prototype where several clients join, move distinct aircraft, see synchronized state, disconnect cleanly, and recover from common errors, with known hacks and production gaps clearly recorded.

A series of small playable builds that progress from scene and movement to imported assets and multiplayer, with each layer explained, tested, committed, and documented well enough for the owner to continue safely.

A curated mood board and character specification that records explored directions, selected traits, rejected patterns, permitted references, and production requirements without treating generated images as final canonical art.

A compact animated SVG component that preserves the approved logo geometry and timing, responds correctly on load and hover, honors reduced motion, and can replace the old asset without layout, accessibility, or performance regressions.

A working prototype plus a short interaction specification covering panel order, resizing, minimum widths, collapse rules, toggles, keyboard behavior, and known gaps, with screenshots or video engineering can inspect.

A revised piece with a sharper argument, explicit evidence and counterarguments, improved structure, verified factual material, and a final author pass that restores natural voice and deliberate nuance.

A reusable feedback assistant that scores and explains artifact criteria, cites specific passages or elements, proposes actionable revisions, states uncertainty, and routes contextual or people related judgment back to the manager.
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