The assistant now produces real company cards - every claim on one carries the exact quote it came from and a link to the source it was found in. To make sure that actually held, I wrote a check that re-verifies every stored fact against the archived page it supposedly came from, and ran it over the whole database.100 of 172 “facts” failed. Every single one came from my own code: the part that reads the state company register was writing claims marked “verified” without ever passing them through the verifier. The irony is that the register is the most trustworthy source in the entire project - it was just the only one asserting things instead of proving them. Now 177 of 177 pass.I also cut the weekly run from ~50 minutes to about 2, after finding an official API that lists which companies changed recently - 30 of mine in a week, instead of re-checking all 3,299.