- Tighten invalidation logic to only trigger when a demonstrably warm cache (previously read) goes cold.
- Ignore cold transitions following write-only turns to prevent spurious markers during initial cache warming or after natural TTL expiry.
- Update test suite to verify that consecutive cold turns following an initial write do not trigger invalidation alerts.