Tagged with reliability
Liveness decides whether a container should be restarted, while readiness decides whether it should receive traffic.
Liveness vs readiness probes in Kubernetes
Auto scaling adjusts capacity based on demand or policy so performance and cost stay balanced.
What is auto scaling?
Health checks tell the platform whether an instance has started correctly and whether it can safely receive traffic.
Why do health checks matter?
Structured outputs force the model response into a known schema such as JSON fields or typed arguments.
What are structured outputs in AI systems?
Idempotent jobs can rerun safely without duplicating or corrupting data.
Why is idempotency important in data pipelines?
Rate limiting controls how many requests a client can make in a window to protect system stability and fairness.
Rate limiting basics