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Last time, Laya learned my classifiers from Jev through a paid API. This time there was no API key: Claude Code and Codex, on personal subscriptions, wrote 2,000 training inputs each and labelled every one. Laya went from 31 to 40 of 50 test cases with Opus 5.5 as the teacher and to 38 with Sol 6.1, two and four cases behind the Jev-taught model. Codex on a $20 plan ran out of its five-hour window before it finished.