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Why AI Didn't Actually Make You Ship Faster — Gabriel Spencer-Harper, Meticulous

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youtube.com
Author
AI Engineer
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Why it matters

As agents write code faster than people can review it, assertion-based tests fall behind. This describes a way to run visual regression checks on every pull request without hand-written tests.

Key takeaways · AI-distilled
  • Spencer-Harper argues the space of possible frontend regressions is too large for hand-written assertions, so verification, not code generation, is now the bottleneck.
  • Meticulous records real user flows and replays them on every pull request, showing reviewers visual before and after diffs instead of relying on assertion tests.
  • Three techniques make replay reliable, per the talk: fully mocked network traffic, a deterministic browser that removes flaky tests, and coverage-guided selection of which recorded flows to replay.
  • Because every step is screenshotted, he argues code coverage finally means code that was actually checked, not just code that ran.
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