Writing on incentives, provenance, and expert evaluation.

Essays and notes from Guilded AI on expert data production, contributor continuity, disagreement, attestation, and honest evaluation.

Our hypotheses

Initial essay

The working assumptions behind Guilded AI: expert-led data, aligned incentives, provenance, recurring evaluation, and leverage for data creators.