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Fighting AI Training Bias with Agent Skills

· 9 min read
Alex Smith
Software Engineer

Fighting AI Training Bias with Agent Skills, drawn as pixel art: a robot coding agent turns away from a toppling stack of identical gray cartridges under a most popular marquee toward a glowing bestax cartridge seated in a retro console whose screen reads llms.txt

A coding agent can't one-shot a library its training data barely saw. Ask one for a dashboard in an under-represented library and you get one of two failures: it quietly reaches for the incumbent it has seen a million times, or it stays loyal and invents props that don't exist. bestax's answer is to make the real, current API machine-legible so one shot is enough, and this post is everything that ships today.