zwright8 Cultural Counterfactual Simulator
Why This Skill Exists
We need this skill because global utility requires language and cultural context fidelity. This specific skill tests alternatives before costly commitments.
When To Use
Use this skill when the request explicitly needs "Cultural Counterfactual Simulator" outcomes in the Multilingual and Cultural Adaptation domain.
Step-by-Step Implementation Guide
- Define the scope and success metrics for
Cultural Counterfactual Simulator, including at least three measurable KPIs tied to context mismatch and exclusion. - Design and version the input/output contract for language variants, cultural norms, and local preferences, then add schema validation and failure-mode handling.
- Implement the core capability using counterfactual replay, and produce scenario comparison reports 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 context mismatch and exclusion, 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: simulation-lab using counterfactual replay to produce scenario comparison reports.
- Orchestration integration: multilingual-and-cultural-adaptation:simulation-lab routing, approval gates, retries, and rollback controls.
- Validation evidence: unit, integration, simulation, regression-baseline suites and rollout telemetry.
Operational Runbook
Preflight
- Confirm the Cultural Counterfactual Simulator request scope, source evidence, and measurable success criteria before execution.
- Verify feature flag skill_0766_cultural-counterfactual-simulato, approval gates, and rollback owner before autonomous use.
Execution
- Execute counterfactual replay with deterministic scoring and reproducible trace capture.
- Produce scenario comparison reports 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 scenario comparison reports, 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.