When AI enrichment meets human edits
Coming soonHow field-level provenance and explicit write policies help automation coexist with human corrections.
Writing
I’m starting a collection of practical articles about building software. The interesting parts are usually in the details: conflicting data, interrupted jobs, and decisions that have to hold up in production.
These are the pieces on my writing desk. They’ll appear here as I finish them.
How field-level provenance and explicit write policies help automation coexist with human corrections.
Reservations, retries, and what happens when multiple workers spend the last remaining credit.
Keeping existing commands, endpoints, and application behavior working during a platform migration.
Finding missing, stale, and ineligible documents through bounded reconciliation.
Working with external identities, nearby branches, conflicting sources, and incomplete evidence.
Keeping company ownership, memberships, subscriptions, and access in agreement.
The connection between cursor pagination, live updates, and a usable reading experience.
Coordinating schema changes with application and worker releases.