Sep 22, 2026
The review queue is the product
Work should arrive prepared, not posted. Why the handover point between machine and human is a fixed design decision rather than a setting.
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Blog
Notes from building an AI bookkeeper that shows its work — why every value carries its own confidence score, why each one links back to the document it came from, and why a human still approves every entry.
Sep 22, 2026
Why an audit trail must be append-only
A log you can edit is not an audit trail. Why corrections should be new entries that supersede old ones, with both left visible.
Read moreSep 15, 2026
Provenance: the click that replaces the hunt
An extracted value you cannot trace is one you either trust blindly or re-check by hand. Linking each field to the exact region it came from is what makes verification a glance.
Read moreSep 8, 2026
Why every field gets its own confidence score
A document-level confidence score tells you almost nothing useful. Scoring each extracted field separately is what turns review from checking everything into checking one thing.
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