#enrichment
POSTS
- Free models first, paid model last — as a pipeline law
Decision. Catalog enrichment is a strict cascade, and each phase may only fill the NULLs the previous one left: inherit from the producer's…
- Ask the model twice; ship only what it agrees with itself on
I batch-enrich a 100k+ bottling wine catalog with Claude Sonnet — style scores, identity backfill, storage potential. The safety mechanism…