Blog

Thoughts on building with AI, running communities, and shipping fast.

from 70% to 95%: the unglamorous path to accuracy

how error analysis, ground truth fixes, and deterministic guards turned a brittle extraction system into a reliable one.

how we built parallel extraction pipelines, race-loop streaming, and schema validation to turn 200-page datasheets into production-ready footprints.

a no-mysticism guide to the ralph technique - why ai agents forget on purpose, and how to make that work for you.