Strategy & leadershippattern

Reset output expectations when adopting AI coding — half of devs bank the time

Problem solved: Leaders assume AI coding tools mean 2× output; reality is closer to 50% of devs banking the freed time, not throughput.

TierCCatalog — Pattern outlined, candidates for deeper work
EffortS · Days