"""Reference decision solution. Original synthetic data; no live actions.""" import hashlib import json import math from pathlib import Path import sys sys.path.insert(0, str(Path(__file__).resolve().parents[1] / "project")) import opslab REQUIRED = {"evidence_kind", "dataset", "route", "review", "calibration", "comparison", "monitor", "rollout", "maintenance", "drift", "manifest_changed", "rubric_review_complete", "follow_up_reviewed"} def blocking_reasons(evidence: dict) -> list[str]: missing = sorted(REQUIRED - set(evidence)) if missing: return [f"missing:{name}" for name in missing] incomplete = [] for section in ("dataset", "route", "review", "comparison", "rollout"): key = "state" if section == "rollout" else "decision" if not isinstance(evidence[section], dict) or not isinstance(evidence[section].get(key), str): incomplete.append(section) calibration = evidence["calibration"] if not isinstance(calibration, dict) or not {"accept_precision", "false_acceptance_rate", "counts"} <= set(calibration): incomplete.append("calibration") elif not isinstance(calibration["counts"], dict) or type(calibration["counts"].get("FP")) is not int or calibration["counts"]["FP"] < 0: incomplete.append("calibration") else: for key in ("accept_precision", "false_acceptance_rate"): value = calibration[key] if value is not None and not (type(value) in (int, float) and 0 <= value <= 1 and math.isfinite(value)): incomplete.append("calibration") windows = evidence["monitor"] if not isinstance(windows, list) or any(not isinstance(row, dict) or any(type(row.get(key)) is not bool for key in ("operational_alert", "quality_review_required")) for row in windows): incomplete.append("monitor") changes = evidence["maintenance"] if not isinstance(changes, list) or any(not isinstance(row, dict) or not isinstance(row.get("timing"), str) or row["timing"] not in {"overdue", "due", "upcoming"} or not isinstance(row.get("kind"), str) for row in changes): incomplete.append("maintenance") drift = evidence["drift"] if not isinstance(drift, dict) or type(drift.get("reviewed")) is not bool or any( type(drift.get(key)) not in (int, float) or not 0 <= drift[key] <= 1 or not math.isfinite(drift[key]) for key in ("distance", "threshold")): incomplete.append("drift") changed = evidence["manifest_changed"] if not isinstance(changed, list) or any(not isinstance(name, str) or not name for name in changed): incomplete.append("manifest_changed") if incomplete: return [f"incomplete:{name}" for name in sorted(set(incomplete))] reasons = [] if evidence["evidence_kind"] != "synthetic_fixture_replay": reasons.append("unsupported_evidence_kind") for section in ("dataset", "route", "review", "comparison"): if evidence[section].get("decision") != "PASS": reasons.append(section) calibration = evidence["calibration"] if calibration.get("accept_precision") is None or calibration.get("false_acceptance_rate") is None: reasons.append("incomplete_calibration") elif calibration["counts"].get("FP") != 0: reasons.append("false_acceptances") if not evidence["monitor"]: reasons.append("missing_windows") if any(row["operational_alert"] for row in evidence["monitor"]): reasons.append("operational_alert") if any(row["quality_review_required"] for row in evidence["monitor"]): reasons.append("critical_quality_failure") if evidence["rollout"].get("state") != "COMPLETE_SIMULATION": reasons.append("rollout") if any(row["timing"] in {"overdue", "due"} and row["kind"] in {"policy", "provider"} for row in evidence["maintenance"]): reasons.append("unresolved_due_change") if evidence["drift"]["distance"] > evidence["drift"]["threshold"] and evidence["drift"].get("reviewed") is not True: reasons.append("unreviewed_mix_shift") if evidence["manifest_changed"]: reasons.append("manifest_mismatch") if evidence["rubric_review_complete"] is not True: reasons.append("rubric_review") if evidence["follow_up_reviewed"] is not True: reasons.append("incident_follow_up") return sorted(reasons) def recommend(evidence: dict) -> dict: reasons = blocking_reasons(evidence) return {"decision": "BLOCK" if reasons else "PASS_SIMULATION", "blocking_reasons": reasons, "recovery_required": isinstance(evidence.get("rollout"), dict) and evidence["rollout"].get("state") == "RECOVER", "live_authorization": False} def main() -> int: evidence = opslab.capstone_evidence(opslab.load()) print(json.dumps({"recommendation": recommend(evidence), "evidence": evidence, "decision_code_sha256": hashlib.sha256(Path(__file__).read_bytes()).hexdigest()}, indent=2, sort_keys=True, allow_nan=False)) return 0 # Computation succeeded; inspect recommendation rather than exit code. if __name__ == "__main__": raise SystemExit(main())