Notes on verification.
How we think about calibration, provenance, and reading a document claim by claim.
Method
Calibration is a promise: what 80% should mean
A confidence score is only useful if it is right about as often as it claims. We hold every reading to that bar.
May 14, 2026 · 6 minPracticeReading a 10-Q before it goes out
Reconciling the narrative against the filed statements, figure by figure, before a number reaches the wire.
April 30, 2026 · 4 minBenchmarksResults on SciFact-Open, in context
What open scientific claim verification measures, how the evaluation was run, and where the hard cases remain.
June 10, 2026 · 7 min