Two AIs, One PR: An Adversarial Code Review Loop

Thu, 23 Apr 2026 00:00:00 -0700

Plausible diffs are where expensive mistakes hide.

Over the last few months, I’ve been running a product stack end-to-end myself, with no review queue to hide behind when an AI hand-waves a gnarly edge case. For a while, my workflow was the default one: I’d describe a task to Claude, it would write the code, I’d skim the diff, and I’d merge. It worked. Mostly.

Workflow on Parikshit Agnihotry

Two AIs, One PR: An Adversarial Code Review Loop