Evaluation
Your accuracy number is not an evaluation
A single accuracy figure averages away the cases a review board actually asks about. What replaces it is a breakdown by decision, not a bigger test set.
July 14, 2026
Insights · Evaluation
Measuring what a system gets wrong, in the cases that decide whether it can be deployed.
Evaluation
A single accuracy figure averages away the cases a review board actually asks about. What replaces it is a breakdown by decision, not a bigger test set.
July 14, 2026
Retrieval
Most retrieval systems that fail in regulated environments fail before the model is involved. The corpus, not the embedding, is usually the thing that needs work.
May 19, 2026