xai-checklisted

# XAI Check Skill Operational gate for the Explainability Theory Gate (Gate 13). Audits whether a product's AI components meet a defensible XAI bar — disclosure, decision-explanation, recourse, fidelity, system card — scaled to the AI Act risk tier. This skill is **functionally-grounded** in Doshi-Velez & Kim's (2017) sense: it operates on artifacts and configuration, not on real users with real tasks. Output explicitly distinguishes `validated_functionally` from `needs_user_testing`. The honest tag is what passes Gate 13; user-grounded validation is recommended but not blocking. ## When to Use - L3 Define→Develop or Develop→Deliver, **only when `active-stack.yml :: ai_components.detected: true`** - L4 Develop→Deliver — required when AI components reach user-affecting decisions (deny, recommend, rank, generate user-shown content) - L5 Develop→Deliver — required for any user-facing AI feature at launch - After any change to AI components, prompts, or surfaces that affect user-facing decisions - When Gate 13 is checked during `/mycelium:diamond-progress` ## Precondition: AI components detected Read `${CLAUDE_PLUGIN_ROOT}/jit-tooling/active-stack.yml` (Step 1c output of `delivery-bootstrap` per `${CLAUDE_PLUGIN_ROOT}/jit-tooling/detector.md`). - If `ai_components.detected` is missing or `false`: report **"No AI components detected — XAI Gate N/A. Run `/mycelium:delivery-bootstrap` if you believe AI is present but undetected."** Stop. - If `ai_components.detected: true` bu