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Straight talk on AI productivity claims, and how to clock a real 2-3x, choom
A 2-3x gain is real when you measure build success, cycle time, and effort burned down, not gonk vanity numbers. Here is how to tell the difference before a corpo pitch flatlines.
Evals for delivery crews: trusting AI output without re-scanning every line
Trustworthy AI output comes from evals wired into the real pipeline like ICE, not a benchmark: eval what matters, gate at the right spot, and keep review habits that scale for the whole crew.
What predicts whether an AI crew actually sticks
Across 700+ practitioners, durable AI adoption tracks three tells, choom: training on their own codebase, role-specific tracks, and internal champions seeded in the crew.