#llm
POSTS
- Your cellar count is the hero, not a stat
The redesigned Cellar card in A Wine App makes one quiet bet: the size of your collection is the design. The bottle count is set as a…
- The Pulse: one tile that tells you what the app knows about you
The new fourth card in A Wine App, the Pulse, folds the learning loop into one adaptive tile. It shows one read of your palate: a…
- 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…
- NULL beats a plausible guess
What I learned. When an AI-extracted field can't be grounded in the source text, NULL beats a plausible guess. Where it bit me: the batch…