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3 posts tagged with "ai"

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Accelerated Evolution for Agent Skills

· 10 min read
Alex Smith
Alex Smith
Software Engineer

Accelerated Evolution for Agent Skills, drawn as pixel art: a builder robot hands a glowing bestax cartridge across a workbench to a grader robot whose clipboard scorecard reads 95.2

Ask a coding agent for a dashboard in a library its training data barely saw, and one of two things happens: it quietly switches to the popular library it has seen a million times, or it stays loyal and invents props that don't exist. We fought that with agent skills, playbooks that teach an agent our library. This is the story of what came after: proving the skills actually work, then making them better the way evolution would, just faster.

Fighting AI Training Bias

· 9 min read
Alex Smith
Alex Smith
Software Engineer

Fighting AI Training Bias, 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.