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Engineering notes by Bagtyyar — process, discipline, and lessons from building and shipping production systems.

How I run AI-assisted PRs without shipping slop code
October 4, 2026 · 5 min read
AI makes writing code fast. Review is what makes it safe. Here is the gate-based workflow I use on this portfolio so both kinds of code are held to the same standard.

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