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skills/guardrail-scorecard/SKILL.md

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+---
+name: guardrail-scorecard
+description: Framework for defining, monitoring, and enforcing guardrail metrics across
+  experiments.
+---
+
+# Guardrail Scorecard Skill
+
+## When to Use
+- Setting non-negotiable metrics (stability, churn, latency, compliance) before launching tests.
+- Monitoring live experiments to ensure guardrails stay within thresholds.
+- Reporting guardrail status in launch packets and post-test readouts.
+
+## Framework
+1. **Metric Inventory** – list guardrail metrics, owners, data sources, refresh cadence.
+2. **Threshold Matrix** – define warning vs critical bands per metric / persona / region.
+3. **Alerting & Escalation** – map notification channels, DRI, and decision timelines.
+4. **Exception Handling** – document when guardrail overrides are acceptable and required approvals.
+5. **Retrospective Loop** – log breaches, mitigations, and rule updates for future tests.
+
+## Templates
+- Guardrail register (metric, threshold, owner, alert channel).
+- Live monitoring dashboard layout.
+- Exception memo structure for approvals.
+
+## Tips
+- Tie guardrails to downstream systems (billing, support) to catch second-order impacts.
+- Keep thresholds dynamic for seasonality but document logic.
+- Pair with `launch-experiment` to ensure readiness before flipping flags.
+
+---