How Long Before We Stop Reading the Code?
The New Stack, Tuesday, June 9th, 2026
AI is breaking traditional code review, pushing the human checkpoint upstream to intent, specs, and acceptance criteria.
The article argues that line-by-line human code review is becoming unsustainable as AI generates code at unprecedented volume, with high-AI-adoption teams merging far more PRs while review times climb sharply.
It contends that roughly three-quarters of review feedback is codifiable, and once a check is automated it never needs a human reviewer again.
The author proposes moving the human checkpoint upstream to focus on reviewing intent, specifications, and acceptance criteria rather than syntax. The future quality gate shifts from reading code to verifying outcomes and clarifying what should be built before agents build it.