β
AI
Count the human touches, not the AI output
Warpβs team pushes roughly 2,000 pull requests a month through an AI pipeline, and the number Zach Lloyd watches isnβt the output β itβs how often a human has to intervene per request. Falling interventions mean the system is genuinely learning; flat interventions mean the work moved rather than shrank. Track the touches, and every improvement has somewhere specific to land.