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What the beta tally clocked about my own game

The Cozy Coast beta counted 160,966 catches and 50,418 seagull greetings. The move that pays zero eddies was the most repeated one, and the economy changed because of it.

Langdrift: clocking how far a translation drifts

Langdrift jacks two audio clips, an original and its translation, and spits a drift score: how far apart the two land in the wetware, catching accurate but off translations, choom. Preem signal for any localisation crew.

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.