Posts

All the articles I've posted.

• AI with receipts: why provenance and honest abstention come first

  1 Jul, 2026

  Provenance and honest abstention aren't features you bolt on at the end. Build them in from the start, or you've built AI a controller can't defend.

• Introducing Grounded: AI that returns the version-correct number, with receipts

  10 Jun, 2026

  Grounded is an audit-grade retrieval layer for financial documents — version-correct, sourced to the exact figure, and honest when it can't answer. Here's why we built it the way we did.