Adaptive Circuit Breaker Patterns: How AI Learns From Production Carrier API Traffic to Prevent Cascading Failures
Static circuit breakers with predetermined thresholds face a harsh reality in carrier integration environments. Traditionally, circuit breakers relied on preconfigured thresholds, such as failure count and time-out duration. This approach resulted in a deterministic but sometimes suboptimal behavior. When DHL throttles during peak season while UPS maintains normal response times,