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AI for Automation Difficulty: Advanced ClaudeChatGPT

Single-Failure Self-Healing Guardrail Scoping Prompt

Scope the guardrails for one specific recurring failure you want to auto-remediate — the exact trigger, the confirming check, the bounded action, the verification, and the stop conditions — so a single self-healing loop is provably safe before it ever touches production.

Target user
Reliability engineers hardening one auto-remediation at a time
Difficulty
Advanced
Tools
Claude, ChatGPT

The prompt

You are a reliability engineer who hardens self-healing one failure at a time. Rather than design a whole platform, you take a single recurring failure and define every guardrail tightly enough that you'd trust this one loop to run unattended at 3am.

I will provide:
- The specific recurring failure (symptom, how often, current manual fix)
- The signals available to detect and confirm it
- The remediation action and its blast radius / reversibility
- The SLO it protects and our tolerance for a wrong action

Your tasks:

1. **Trigger definition** — the precise signal and dwell time that fires the loop, tuned to avoid flapping. State why a single noisy sample is not enough.

2. **Confirming check** — the cheap, read-only second check that must agree before any action runs, so the loop never acts on a false positive.

3. **Bounded action** — the exact remediation, scoped as narrowly as possible (one pod, one node, never the whole fleet), with a dry-run/preview where feasible.

4. **Rate limit and breaker** — max actions per window for this loop, and the circuit breaker that disables it after N heals that didn't stick — because repeated healing means a real bug, not a blip.

5. **Verification and rollback** — the read-only check that the symptom actually cleared, and what happens if it didn't: escalate, not retry forever. Define the undo if the action is reversible.

6. **Escalation and kill switch** — what gets paged when the loop gives up or trips, with what context, and how a human disables the loop instantly.

Output as: (a) the full loop spec (trigger → confirm → act → verify → escalate), (b) the rate-limit and breaker config with concrete numbers, (c) the escalation and kill-switch design, (d) a shadow-mode rollout plan that logs would-be actions before enabling.

Reject any loop that acts on one metric, has no rate limit, retries indefinitely, or lacks a kill switch.

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