You still can't answer: "Why is this broken?"
Full stack coverage allows Klaudia to read every signal from your existing tools, reasons across layers, delivers root cause, and act.
Kubernetes is where failures surface. The root cause can live anywhere — in a delivery pipeline, a network layer, a dependent data service, or a compute capacity limit. When a workload investigation points outside the cluster, Klaudia follows the evidence automatically by using subject matter expert agents.
Subject matter agents, for any domain
Klaudia runs 50+ specialist SME agents — one per tool — each trained on real failure patterns for that technology. Investigation logic routes to the right expert at the right step. RCA outputs are evidence-backed, specific, and auditable — not suggestions.
| Investigation Domain | When Klaudia routes here | Tools & Integrations |
|---|---|---|
| GitOps & Delivery | Issue starts in a delivery pipeline, source control, or multi-cluster control plane | ArgoCD · FluxCD · Helm · GitHub · Cluster API |
| Networking & Security | Traffic routing, connectivity, DNS, certificates, or secrets injection failing | Cilium · Istio · NGINX · Cert-Manager · Vault · External Secrets |
| Compute & Capacity | Node provisioning, autoscaling, storage volumes, GPU, or cloud infra resources failing | Karpenter · KEDA · Crossplane · NVIDIA · Storage |
| Data & Messaging | Stateful services the application depends on at runtime are slow or unavailable | Kafka · Postgres · Redis · RabbitMQ · Elasticsearch |
| Workflows & ML | Orchestration jobs, batch pipelines, ML training runs, or inference endpoints failing | Airflow · Argo Workflows · Kubeflow · Spark · Flink · vLLM |
| Kubernetes Core | K8s admission, policy enforcement, or event-driven scaling configuration | K8s Admission · Kyverno |
Examples of cross-domain routing:
- Pods stuck in Pending because the node autoscaler has hit a hard capacity ceiling → Compute & Capacity
- An ingress returning 503s because a certificate silently expired → Networking & Security
- A CrashLoop introduced by a config change 12 minutes ago → GitOps & Delivery
- A service failing due to connection pool exhaustion in the database layer → Data & Messaging
Behind every cross-domain investigation, purpose-built domain agents join based on where the root cause leads. Klaudia routes to the right agent at the right step — no manual steering required.
Connecting to any MCP/API (Coming Soon)
Connect to any tool or service that exposes an MCP endpoint or OpenAPI spec - just point it at the URL and it becomes available to the AI during investigation.
Comments
0 comments
Please sign in to leave a comment.