The 2-hour threshold was too aggressive for temperature sensors in stable environments. Historical data shows gaps up to 2.75 hours when temperature hasn't changed (Home Assistant only updates last_updated when values change). Increasing to 4 hours avoids false positives while still catching genuine failures. Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>