I write about Next.js + TypeScript + AI engineering, with a focus on making sites discoverable to LLMs and AI search. Long-form notes at mudassirkhan.me
the 'AI usage in PR template' practice is one of those things that sounds like overhead until you realize your team has been debug fixing AI code for months without anyone knowing where the shortcuts were taken.
we added a similar note to our internal reviews. the pattern that emerged: AI was being used most in the parts of the codebase nobody wanted to touch. the less understood the module, the more AI assistance, the more drift. circular.
the 'debugging without AI, narrated aloud' session is the one i'd actually steal. curious: do you record those, or is the value mostly in the live observation?
You can host a live session with your team and use it as a knowledge sharing session while collectively debugging. If you can record it that's even better, and get a transcript so you can use it as context for future tooling if beneficial.
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the 'AI usage in PR template' practice is one of those things that sounds like overhead until you realize your team has been debug fixing AI code for months without anyone knowing where the shortcuts were taken.
we added a similar note to our internal reviews. the pattern that emerged: AI was being used most in the parts of the codebase nobody wanted to touch. the less understood the module, the more AI assistance, the more drift. circular.
the 'debugging without AI, narrated aloud' session is the one i'd actually steal. curious: do you record those, or is the value mostly in the live observation?
You can host a live session with your team and use it as a knowledge sharing session while collectively debugging. If you can record it that's even better, and get a transcript so you can use it as context for future tooling if beneficial.