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Go / no-go gate before any deployment. Checks failure modes, rollback plan, cost, production bar, and definition of done. Trigger before releasing to any environment that carries real consequences.

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Install
$ npx -y skills add jpantsjoha/ai-native-developer-experience --skill release-readiness --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/release-readiness

Context preview

The summary Claude sees to decide when to auto-load this skill.

Go / no-go gate before any deployment. Checks failure modes, rollback plan, cost, production bar, and definition of done. Trigger before releasing to any environment that carries real consequences.

SKILL.md

release-readiness.SKILL.md
name: release-readiness
description: Go / no-go gate before any deployment. Checks failure modes, rollback plan, cost, production bar, and definition of done. Trigger before releasing to any environment that carries real consequences.

Release Readiness

> **A working demo is not evidence of production readiness. Production readiness is proven through sustained operation, incident handling, cost predictability, and controlled evolution.**

This skill enforces the production bar. It produces a go / no-go verdict with a signed checklist. No checklist = no go.

When to use

  • Before deploying to staging or production
  • Before handing a system to another team
  • Before declaring a sprint or milestone complete
  • When someone says "it works on my machine"

Procedure

1. **Validate the definition of done** — confirm that acceptance criteria from the spec are met. "Looks good" is not a criterion. Run the actual validation commands.

2. **Check all quality gates pass**:

  • `make lint` — style and static analysis clean
  • `make typecheck` — no type errors
  • `make test` — unit tests green
  • `make e2e` — end-to-end tests green (or equivalent for your stack)
  • No outstanding HIGH or CRITICAL findings from security scan

3. **Name the failure modes** — at minimum:

  • What happens if the service is unavailable?
  • What happens under unexpected load?
  • What happens if a dependency (external API, database, queue) is degraded?
  • What is the data-loss risk?

4. **Confirm rollback exists and is tested** — a rollback plan that has never been tested is not a rollback plan. If the rollback has not been exercised, flag it.

5. **Estimate cost impact** — LLM calls, storage writes, egress, third-party API calls. Any unbounded cost vector must be capped or accepted explicitly.

6. **Confirm monitoring and alerting** — what fires when this breaks? Who gets the alert? What is the on-call runbook?

7. **Check data boundaries** — does the release touch PII, regulated data, or cross a tenant boundary? If yes, confirm the appropriate controls are in place.

8. **Sign off** — record: who reviewed, what was checked, what was accepted as known risk, and the go/no-go verdict.

Outputs

  • Signed release checklist (append to PR or release doc)
  • Go / no-go verdict
  • List of accepted known risks with named owners

Guardrails

  • **No go without a rollback plan.** "We'll figure it out" is not a rollback.
  • **Green CI is necessary, not sufficient.** CI validates happy paths. Release readiness validates failure modes.
  • **Cost estimates are not optional.** An unbounded LLM call in a hot path is a production incident waiting to happen.
  • **Monitoring must exist before go-live, not after.** "We'll add monitoring later" means the first incident is invisible.

Anti-rationalization table

| Excuse | Counter | |---|---| | "CI is green, we're good to go" | CI checks known paths. Release readiness checks failure modes CI doesn't cover. | | "We'll monitor it after launch" | The first failure will be invisible. Add monitoring before go-live. | | "Rollback is just redeploy the previous version" | Untested. Run the rollback in staging first. | | "Cost is fine, it's low traffic" | Low traffic + an LLM loop bug = runaway spend. Cap it. |

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Repo: jpantsjoha/ai-native-developer-experience

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