{
      "name": "sanctions-fuzzy-calibration",
      "domain": "Sanctions",
      "title": "Fuzzy-Match Calibration",
      "description": "Fuzzy-match FPR/recall scoring + threshold calibration on a synthetic labelled name-pair set (ART-93) -> audit receipt (cry-05). Tunes the matching engine without touching real names.",
      "composer_url": "https://ainumbers.co/chaingraph/chains/sanctions-fuzzy-calibration.html",
      "steps": [
        {
          "tool_id": "art-93-fuzzy-match-calibration-scorer",
          "handoff": "calibration grade + threshold recommendation (H1) feed the aggregator"
        },
        {
          "tool_id": "cry-05-agent-action-audit-trail-aggregator",
          "handoff": "Exports composite calibration artifact with execution_hash (H2) -- final stage"
        }
      ]
    }