Why a One-Line Change Can Break Your Whole Stack - Cole Gannaway, Qodo
Code review, not code generation, is now the critical bottleneck in AI software factories
“This is truly a level of trust and verification.”
Qodo solutions engineer Cole Gannaway argues that while AI code generation is advancing rapidly, the pull request review stage has become the primary bottleneck in ticket-to-production pipelines. He demonstrates with a Bitwarden example that a single-line data model change can appear safe under standard checks yet still break downstream systems. The talk positions context-rich validation agents as the solution, but the content is largely a product pitch rather than a novel technical or industry-level finding.