Skip to main content

2 posts tagged with "skills"

View All Tags

How Our AI Loop Keeps the Skills Honest

· 10 min read
Alex Smith
Software Engineer

How Our AI Loop Keeps the Skills Honest, 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

Shipping seven agent skills is a claim: hand a coding agent this tooling and it builds better bestax apps than it would cold. Claims want numbers. So we grade cold agents against a frozen rubric, feed every finding back into the skills, and keep the receipts. This post is the receipts.

Fighting AI Training Bias

· 9 min read
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.