castai-pack

Build a fail-closed CI lane for CAST AI configuration without exposing production credentials to untrusted changes. Use when validating CAST AI Terraform, Helm values, workload annotations, or an authorized read-only API smoke test. Trigger with: "test CAST AI in CI", "gate CAST AI changes", "add a CAST AI contract job".

Diagnose CAST AI connection, agent, node autoscaling, and workload autoscaling failures without making speculative changes. Use when a cluster is disconnected, recommendations are absent, pods are not optimized, or capacity does not scale as expected. Trigger with: "debug CAST AI", "CAST AI is not scaling", "why is CAST AI disconnected".

Connect a Kubernetes cluster to CAST AI in observation-first mode and establish a trustworthy cost baseline before automation. Use when onboarding a new EKS, GKE, AKS, or CAST AI Anywhere cluster. Trigger with: "connect a cluster to CAST AI", "start CAST AI cost monitoring", "onboard CAST AI safely".

Enable CAST AI optimization through a measured canary with explicit node and workload policy boundaries. Use when observation-first onboarding is complete and Node Autoscaling, Workload Autoscaling, or managed HPA behavior can be activated. Trigger with: "enable CAST AI automation", "canary CAST AI autoscaling", "apply CAST AI optimization policies".

Analyze CAST AI cost, available-savings, and realized-savings reports into a defensible optimization plan. Use when investigating spend, validating savings claims, applying private-price adjustments, or prioritizing workloads and clusters. Trigger with: "tune CAST AI costs", "verify CAST AI savings", "reduce Kubernetes spend with CAST AI".

Create a bounded, redacted CAST AI diagnostic bundle that preserves component, policy, and Kubernetes evidence for escalation. Use when triage must be handed to platform engineering, a cloud owner, or CAST AI support. Trigger with: "collect CAST AI diagnostics", "make a CAST AI support bundle", "capture CAST AI evidence".

Deploy CAST AI through a reviewable GitOps or Terraform lane with pinned artifacts, explicit control ownership, and staged promotion. Use when standardizing CAST AI across clusters or moving console-managed configuration into code. Trigger with: "deploy CAST AI with GitOps", "manage CAST AI as code", "roll out CAST AI to multiple clusters".

Run a safe first CAST AI cluster connection that proves Cost Monitoring and agent health before enabling optimization. Use when starting a new evaluation, sandbox, or operator walkthrough. Trigger with: "CAST AI hello world", "try CAST AI safely", "connect my first CAST AI cluster".

Choose and configure the correct CAST AI authentication boundary for castctl, REST API, Terraform, or enterprise child-organization access. Use when connecting a cluster, provisioning an automation identity, or repairing region and organization mismatches. Trigger with: "authenticate CAST AI", "set up a CAST AI API key", "configure CAST AI access".

Build an offline-first local loop for CAST AI Terraform, Helm, policy, and workload configuration before touching a sandbox cluster. Use when developing infrastructure modules, annotations, or CI checks. Trigger with: "develop CAST AI locally", "test CAST AI configuration", "make a CAST AI dev loop".

Tune CAST AI node and workload autoscaling against application SLOs, scheduling constraints, and recommendation confidence. Use when optimization causes latency, disruption, slow provisioning, or unstable replica and resource behavior. Trigger with: "tune CAST AI performance", "stabilize CAST AI autoscaling", "fix CAST AI scaling latency".

Run a fail-closed production-readiness review for a CAST AI cluster before enabling or expanding automation. Use when deciding onboarding approval, control-plane migration, or rollout between cluster rings. Trigger with: "review CAST AI for production", "CAST AI go-live checklist", "approve CAST AI automation".

Build a CAST AI REST client that respects endpoint-specific throttling, bounded retries, and an explicit request budget. Use when a job receives 429 responses, polls CAST AI, or fans out across clusters and organizations. Trigger with: "handle CAST AI rate limits", "stop CAST AI 429s", "make CAST AI polling safe".

Design a CAST AI reference architecture that separates hosted control-plane services, in-cluster components, cloud permissions, delivery ownership, and Kubernetes scaling controls. Use when reviewing architecture, planning multi-cluster rollout, or mapping responsibilities. Trigger with: "design CAST AI architecture", "map CAST AI components", "review CAST AI control planes".

Build a production REST adapter for CAST AI from the current OpenAPI contract without inventing an unofficial SDK surface. Use when wrapping CAST AI operations in TypeScript, Python, or another service. Trigger with: "build a CAST AI client", "wrap the CAST AI API", "integrate CAST AI in code".

Review CAST AI identity, Kubernetes RBAC, cloud IAM, Kvisor, network, and evidence boundaries against enabled features. Use when preparing onboarding, automation expansion, or security-agent changes. Trigger with: "secure CAST AI", "audit CAST AI permissions", "review Kvisor access".

Upgrade the CAST AI umbrella chart or migrate standalone releases with preserved values, explicit downtime, staged verification, and recovery evidence. Use when performing component updates, GitOps adoption, or consolidation with castctl. Trigger with: "upgrade CAST AI", "migrate CAST AI Helm releases", "move CAST AI to the umbrella chart".

Design and operate CAST AI webhook notifications with explicit severity routing, schema tolerance, receiver security, deduplication, and audit-log reconciliation. Use when connecting CAST AI to an incident or operations system. Trigger with: "configure CAST AI webhooks", "route CAST AI notifications", "audit CAST AI events".