{
      "name": "settlement-discipline-failpredict",
      "domain": "Settlement Discipline",
      "title": "Settlement-Fail Prediction Pipeline",
      "description": "SSI conformance check (ART-80) -> fail-probability scoring on anonymized features (ART-79) -> Merkle integrity over the scored batch (cry-04). Ranks pending trades for pre-settlement intervention; targets the ~30%-of-fails SSI root cause. No PII -- features are band-level.",
      "composer_url": "https://ainumbers.co/chaingraph/chains/settlement-discipline-failpredict.html",
      "steps": [
        {
          "tool_id": "art-80-ssi-conformance-checker",
          "handoff": "SSI match-rate + flags (H1) feed the predictor"
        },
        {
          "tool_id": "art-79-settlement-fail-predictor",
          "handoff": "ranked fail-risk list (H2) feeds the verifier"
        },
        {
          "tool_id": "cry-04-merkle-batch-verifier",
          "handoff": "Exports composite fail-prediction artifact with Merkle-root execution_hash (H3) -- final stage"
        }
      ]
    }