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Speed of AI shipping is outrunning the systems built to check it

Linear's engineering team describes rebuilding CI because AI-generated PRs quadrupled their test load, while Warp's Zach Lloyd and TypeSafe's Diogo Almeida separately describe replacing human judgment with LLM-as-judge scoring and structured decision models to keep agent output moving at volume. If your own AI-assisted workflow doesn't have a validation layer that scales with generation speed, you're accumulating unreviewed output, not shipping product.

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01Linear Blog42 d

Linear's CI reworked for the speed of AI coding

This is a concrete engineering account of what breaks first when AI accelerates output, useful as a checklist for your own Next.js/Supabase pipeline.

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Read Linear's CI post and ask where your own Next.js/Supabase pipeline would buckle first if your AI-assisted commit rate quadrupled tomorrow.

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