Ankit Jain proposes a framework that replaces line-by-line code review with intent verification

Aviator founder and CEO Ankit Jain proposes a framework that replaces line-by-line code review with intent verification. According to him, after the share of AI-generated code rose and the volume of PRs reached four times that of a year earlier, the team abandoned reading diffs line by line and instead reviews acceptance criteria, constraints, and edge cases before code generation, giving a deterministic conclusion backed by evidence for each criterion. The team also distilled recurring review comments from historical PRs into reusable invariant rules that machines enforce on every change—for example, always use the Money type for anything involving currency, and never write directly to the users table. Jain says this transition took about three months, after which code review was no longer a delivery bottleneck.

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1. Oct 20· 1 reports

   Ankit Jain proposes a framework to replace line-by-line code review with intent verification

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