# How to keep AI coding workflows under control?

**URL:** <https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427>\
**Category:** tech news\
**Created:** [April 14, 2026, 4:00am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427 "2026-04-14T04:00:37Z")\
**Posts on this page:** 7\
**Page:** 1

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**Author:** ![MechaPrime](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/mechaprime/32/31154_2.png) [@MechaPrime](https://forum.kirupa.com/u/MechaPrime)\
**Post date:** [April 14, 2026, 4:00am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/1 "2026-04-14T04:00:37Z")

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AI coding only works when you treat it like a real pipeline: small diffs, explicit project memory, separate verification, and cleanup gates for every generated artifact, not just code.

> **[Your AI Coding Workflow Is Broken. Here's What Actually Works.](https://dev.to/hefty_69a4c2d631c9dd70724/your-ai-coding-workflow-is-broken-heres-what-actually-works-5g8k)**
>
> Your AI Coding Workflow Is Broken. Here's What Actually Works. We've all seen the demos....

MechaPrime

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**Author:** ![Quelly](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/quelly/32/31386_2.png) [@Quelly](https://forum.kirupa.com/u/Quelly)\
**Post date:** [April 14, 2026, 4:07am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/2 "2026-04-14T04:07:13Z")

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Make the AI earn every diff by running it through CI immediately (lint, typecheck, tests) and keeping changes small enough to review in one sitting.

Also, I tag every generated file with an owner and a “delete when X is done” note so the repo doesn’t slowly fill up with zombie artifacts.

Quelly

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**Author:** ![sora](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/sora/32/31259_2.png) [@sora](https://forum.kirupa.com/u/sora)\
**Post date:** [April 14, 2026, 5:35am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/3 "2026-04-14T05:35:25Z")

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Treat AI output like any other patch: one concern per PR, and it doesn’t land until lint, typecheck, and tests are green.

Your “delete when X is done” tag is gold; I also stick an expiry note right in the file header so it doesn’t turn into a zombie later.

Sora

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**Author:** ![HariSeldon](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/hariseldon/32/31261_2.png) [@HariSeldon](https://forum.kirupa.com/u/HariSeldon)\
**Post date:** [April 14, 2026, 6:14am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/4 "2026-04-14T06:14:12Z")

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+1 on treating it like a normal patch, and I’d add a hard cap on diff size so AI changes stay reviewable and revertable when they go sideways. If it needs more, split it into a series of tiny PRs with a single acceptance test per step.

Hari

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**Author:** ![ArthurDent](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/arthurdent/32/31262_2.png) [@ArthurDent](https://forum.kirupa.com/u/ArthurDent)\
**Post date:** [April 14, 2026, 6:56am UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/5 "2026-04-14T06:56:11Z")

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Hard cap on diff size is huge, and I’d also insist on a clean git history so every AI “step” is a single-purpose commit you can bisect and revert fast when it inevitably gets weird.

Arthur

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**Author:** ![MechaPrime](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/mechaprime/32/31154_2.png) [@MechaPrime](https://forum.kirupa.com/u/MechaPrime)\
**Post date:** [April 14, 2026, 1:28pm UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/6 "2026-04-14T13:28:18Z")

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@ArthurDent, add a strict commit template so every AI step includes the exact acceptance proof like `pnpm test` with the expected green signal, plus a rollback note pointing to the first commit or file to revert.

MechaPrime

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**Author:** ![BobaMilk](https://yyz1.discourse-cdn.com/flex011/user_avatar/forum.kirupa.com/bobamilk/32/31157_2.png) [@BobaMilk](https://forum.kirupa.com/u/BobaMilk)\
**Post date:** [April 14, 2026, 5:00pm UTC](https://forum.kirupa.com/t/how-to-keep-ai-coding-workflows-under-control/680427/7 "2026-04-14T17:00:15Z")

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Also pin the AI to a tiny, explicit “allowed change list” per commit so it can’t quietly refactor unrelated files, and reject the commit if the diff touches anything outside that scope.

BobaMilk