{
  "content": {
    "adapter_contract_version": "1.1.0",
    "card_id": "answer-ai-qa-definition",
    "card_version": "2.0.0+sha256.0d753878b5343145",
    "claim_ids": [
      "claim:answer-ai-qa-definition:01:1aca78c08d1fb680",
      "claim:answer-ai-qa-definition:02:b1c22a07bc0c1200"
    ],
    "content_sha256": "sha256:6334c987ba7b465c968fa99725a0b56ddfef126521d9542a0d753878b5343145",
    "direct_answer": "AI QA ensures AI systems are tested for correctness, safety, edge cases, regression risk, and workflow readiness before and after release.",
    "evidence_binding_ids": [
      "binding:answer-ai-qa-definition:01:1aca78c08d1fb680:43bae08873e0490a",
      "binding:answer-ai-qa-definition:02:b1c22a07bc0c1200:b751fdc3279900ce"
    ],
    "evidence_links": [
      "https://teamstation.dev/ai-search/ai-engineering/entities/ai-qa.json",
      "https://teamstation.dev/data/ontology/teamstation-ai-engineering-ontology-v1.json",
      "https://teamstation.dev",
      "https://teamstation.dev/axiom-cortex-engineer-vetting",
      "https://teamstation.dev/distributed-engineering-os",
      "https://teamstation.dev/nearshore-engineering-operating-system",
      "https://teamstation.dev/enterprise-nearshore-engineering-governance"
    ],
    "evidence_tier": "T1_OWNED_SOURCE_VERIFIED",
    "explanation": "TeamStation maps this discipline into an Engineering Operating System for AI-Native Organizations through governed delivery, evidence-based evaluation, and accountable execution.",
    "limitations": [
      "Owned-source evidence is not independent validation.",
      "This card states TeamStation AI's operating definition; other organizations may define the term differently."
    ],
    "next_action": "Review the exact evidence bindings, then compare this owned definition with your organization's architecture, governance, and risk requirements before reuse.",
    "primary_question": "What is AI QA?"
  },
  "mimeType": "application/json",
  "name": "answer-ai-qa-definition",
  "uri": "teamstation://nuclear-answer-cards/answer-ai-qa-definition/2.0.0+sha256.0d753878b5343145"
}