Time-to-live (TTL) settings and confidence thresholds prevent stale responses in semantic caching. This approach uses FastAPI to manage cache safety and reduce redundant LLM API calls. It addresses the fragility of vector-based retrieval in production. Developers can now implement stricter validation to ensure cached answers remain accurate as underlying data evolves.