CAST AI Production Readiness Gate
SkillDev toolsRun 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".
Use CAST AI Production Readiness Gate in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add CAST AI Production Readiness Gate and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the CAST AI Production Readiness Gate skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by jeremylongshore/tons-of-skills-marketplace in skills/.curated/castai-prod-checklist/SKILL.md and read by Ahel’s review.
Overview
Approve production only when identity, ownership, connectivity, observability, scaling safety, cost interpretation, rollback, and evidence are all explicit. An unchecked or unknown item is a stop, not a soft pass.
Prerequisites
- Exact production kube context and CAST AI organization/region
- Reviewed infrastructure plan and pinned artifacts
- Workload owners, SLOs, PDBs, HPAs, quotas, and maintenance window
- Incident, rollback, and support escalation owners
Instructions
Step 1: Verify identity and ownership
Use Read and Grep to prove cluster, organization, region, cloud account, IaC source, reconcilers, and secret references. Confirm one owner for node provisioning, vertical rightsizing, and each HPA.
Step 2: Verify installation and access
Use Bash(castctl:) for supported version or status inspection, Bash(helm:) for pinned release evidence, and Bash(kubectl:*) for component readiness and warning events. Confirm least-privilege cloud permissions and required outbound connectivity.
Step 3: Verify scaling guardrails
Review node templates, maximum CPU, cloud quotas, protected namespaces, workload policy assignment, minimum/maximum requests, apply mode, recommendation confidence, PDB behavior, HPA bounds, and ownership transfer. Reject deprecated cluster minimum CPU configuration.
Step 4: Verify cost and reporting
Confirm baseline source, representative data window, public versus adjusted prices, automation adoption, and reconciliation owner. Do not use available or modeled savings as an unconditional release gate.
Step 5: Verify delivery and rollback
Use Bash(terraform:) for the saved plan and Bash(helm:) for the reviewed render. Confirm no unexpected deletion, disconnect, IAM expansion, CRD replacement, webhook collision, or automation enablement. Use Write or Edit to record tested rollback steps and thresholds.
Step 6: Make the decision
Record PASS only when every required item has evidence. Otherwise record HOLD with the exact owner and missing proof. Approve one cluster ring and one automation dimension at a time.
Tool Discipline
Use Read and Grep for evidence review. Use Write and Edit for the signed gate record. Use Bash(kubectl:), Bash(helm:), Bash(terraform:), and Bash(castctl:) for non-secret inspection, render, and plan operations; do not perform the production change from the checklist.
Output
- Evidence-linked readiness matrix
- Explicit PASS or HOLD decision
- Approved scope, window, and owners
- Rollback and incident triggers
Examples
A cluster passes observation readiness but holds node automation because Karpenter ownership is unresolved. Another passes a Deferred workload canary while managed HPA takeover remains out of scope.
Error Handling
| Failure | Response |
|---|---|
| Evidence is stale or from another cluster | Mark the gate HOLD |
| Ownership is shared or implicit | Resolve control authority before release |
| Rollback is untested | Limit to observation mode |
| Secret appears in an artifact | Stop, rotate, and regenerate evidence |
Resources
Signals
- GitHub stars
- 3k
- Forks
- 415
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
castai-prod-checklist- Source
- github.com/jeremylongshore/tons-of-skills-marketplace
github.com/jeremylongshore/tons-of-skills-marketplace
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