zwright8 Evolution Equity Impact Scorer
Why This Skill Exists
We need this skill because agents stagnate without structured reflection and continuous improvement loops. This specific skill exposes uneven benefit/harm distribution before rollout.
When To Use
Use this skill when the request explicitly needs "Evolution Equity Impact Scorer" outcomes in the Autonomous Learning and Evolution domain.
Step-by-Step Implementation Guide
- Define the scope and success metrics for
Evolution Equity Impact Scorer, including at least three measurable KPIs tied to capability stagnation and repeated blind spots. - Design and version the input/output contract for outcomes, error taxonomies, and adaptation decisions, then add schema validation and failure-mode handling.
- Implement the core capability using group-level impact scoring, and produce equity impact profiles with deterministic scoring.
- Integrate the skill into swarm orchestration: task routing, approval gates, retry strategy, and rollback controls.
- Add unit, integration, and simulation tests that explicitly cover capability stagnation and repeated blind spots, then run regression baselines.
- Deploy behind a feature flag, monitor telemetry/alerts for two release cycles, and iterate thresholds based on observed outcomes.
Required Deliverables
- Capability contract: input schema, deterministic scoring, output schema, and failure modes.
- Runtime profile: general-capability using group-level impact scoring to produce equity impact profiles.
- Orchestration integration: autonomous-learning-and-evolution:general-capability routing, approval gates, retries, and rollback controls.
- Validation evidence: unit, integration, simulation, regression-baseline suites and rollout telemetry.
Operational Runbook
Preflight
- Confirm the Evolution Equity Impact Scorer request scope, source evidence, and measurable success criteria before execution.
- Verify feature flag skill_0994_evolution-equity-impact-scorer, approval gates, and rollback owner before autonomous use.
Execution
- Execute group-level impact scoring with deterministic scoring and reproducible trace capture.
- Produce equity impact profiles plus scorecard, assumptions, and unresolved-risk notes.
Recovery
- Fail closed when required signals, evidence, or approval gates are missing.
- Rollback to the last stable baseline when posture is critical or validation fails.
Handoff
- Publish equity impact profiles, validation evidence, and telemetry links to downstream owners.
- Queue follow-up tasks for unresolved risks, threshold tuning, or approval review.
Guardrails
- [quality] Require deterministic scoring and validation evidence before promotion.
- [reliability] Preserve retries, rollback controls, and failure-mode evidence for every run.
- [safety] Route critical posture or missing approval gates to human review before autonomous action.