We invested in cache reliability and hit rates for the agent on the highest-volume accounts. The cache now handles dynamic query parameters (Auth0 state tokens, session IDs) without invalidating, persists hits across preview environments, and is faster on the comparison path. Net effect: shorter runs and lower TCEs for repeat tests.