Why AI Didn't Actually Make You Ship Faster — Gabriel Spencer-Harper, Meticulous
Source
youtube.com
Author
AI Engineer
Date
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.