Autoscaling and Redundancy
Observability and Alerts
Testing and Validation
Deployment Controls
Safe Defaults and Circuit Breakers
Dependency Robustness
Incident Playbooks and Runbooks
Node/Host checks:
GPU diagnostics:
Network and I/O:
Heap/Memory dump collection:
Metric queries (examples):
OS logs: dmesg (OOM killer), kernel logs.
Container runtime logs: container restarts, exit codes.
Orchestration events: Kubernetes events (evictions, scheduling failures), pod node affinity, taints.
Autoscaler logs and metrics (HPA, VPA).
Load balancer and API gateway logs (429s, throttles).
Application logs: model server logs, Stack traces, GC logs, profiler outputs.
Dependency health: DB/feature store latencies and error rates.
Recent deployments, config changes, and operator actions (audit logs).
Security/policy controller logs (OPA/Gatekeeper, admission controllers).
Metrics for background jobs and cron tasks.
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2kill4 Model Strangled [500+ CERTIFIED]
Autoscaling and Redundancy
Observability and Alerts
Testing and Validation
Deployment Controls
Safe Defaults and Circuit Breakers
Dependency Robustness
Incident Playbooks and Runbooks
Node/Host checks:
GPU diagnostics:
Network and I/O:
Heap/Memory dump collection:
Metric queries (examples):
OS logs: dmesg (OOM killer), kernel logs.
Container runtime logs: container restarts, exit codes.
Orchestration events: Kubernetes events (evictions, scheduling failures), pod node affinity, taints.
Autoscaler logs and metrics (HPA, VPA).
Load balancer and API gateway logs (429s, throttles).
Application logs: model server logs, Stack traces, GC logs, profiler outputs.
Dependency health: DB/feature store latencies and error rates.
Recent deployments, config changes, and operator actions (audit logs).
Security/policy controller logs (OPA/Gatekeeper, admission controllers).
Metrics for background jobs and cron tasks.
