Data scientists maintaining semantic search systems and RAG pipelines find that embedding model upgrades or index re-builds cause silent quality regressions because the vector space shifts in ways that invalidate previously tuned similarity thresholds and re-ranker calibrations. This agent designs and runs a drift detection protocol.