{
  "seed": 6,
  "n_assets": 96,
  "n_findings": 328,
  "decision_date": "2026-03-01",
  "kpis": {
    "n_assets": 96,
    "n_findings": 328,
    "n_joined": 320,
    "n_unmatched": 8,
    "n_unknown_exposure": 32,
    "n_kev_asof": 104,
    "n_future_kev_ignored": 16,
    "n_must": 33,
    "n_selected": 19,
    "hours_used": 160.0,
    "capacity_hours": 160.0,
    "precision_at_20": 0.6,
    "precision_at_50": 0.54,
    "recall_must_at_20": 0.3636,
    "must_coverage_selected": 0.3939,
    "capacity_ok": 1.0,
    "join_accuracy": 1.0,
    "seconds": 0.079
  },
  "comparison": [
    {
      "method": "context",
      "split": "test",
      "precision_at_20": 0.45,
      "precision_at_50": 0.22,
      "recall_must_at_20": 0.8182,
      "recall_must_at_50": 1.0,
      "n_must": 11,
      "n_ranked": 106
    },
    {
      "method": "cvss_only",
      "split": "test",
      "precision_at_20": 0.15,
      "precision_at_50": 0.16,
      "recall_must_at_20": 0.2727,
      "recall_must_at_50": 0.7273,
      "n_must": 11,
      "n_ranked": 106
    },
    {
      "method": "kev_first",
      "split": "test",
      "precision_at_20": 0.4,
      "precision_at_50": 0.2,
      "recall_must_at_20": 0.7273,
      "recall_must_at_50": 0.9091,
      "n_must": 11,
      "n_ranked": 106
    },
    {
      "method": "naive_kev_including_future",
      "split": "test",
      "precision_at_20": 0.35,
      "precision_at_50": 0.2,
      "recall_must_at_20": 0.6364,
      "recall_must_at_50": 0.9091,
      "n_must": 11,
      "n_ranked": 106
    },
    {
      "method": "context",
      "split": "development",
      "precision_at_20": 0.7,
      "precision_at_50": 0.36,
      "recall_must_at_20": 0.6364,
      "recall_must_at_50": 0.8182,
      "n_must": 22,
      "n_ranked": 222
    },
    {
      "method": "cvss_only",
      "split": "development",
      "precision_at_20": 0.3,
      "precision_at_50": 0.14,
      "recall_must_at_20": 0.2727,
      "recall_must_at_50": 0.3182,
      "n_must": 22,
      "n_ranked": 222
    },
    {
      "method": "kev_first",
      "split": "development",
      "precision_at_20": 0.35,
      "precision_at_50": 0.32,
      "recall_must_at_20": 0.3182,
      "recall_must_at_50": 0.7273,
      "n_must": 22,
      "n_ranked": 222
    },
    {
      "method": "naive_kev_including_future",
      "split": "development",
      "precision_at_20": 0.3,
      "precision_at_50": 0.28,
      "recall_must_at_20": 0.2727,
      "recall_must_at_50": 0.6364,
      "n_must": 22,
      "n_ranked": 222
    },
    {
      "method": "context",
      "split": "all",
      "precision_at_20": 0.6,
      "precision_at_50": 0.54,
      "recall_must_at_20": 0.3636,
      "recall_must_at_50": 0.8182,
      "n_must": 33,
      "n_ranked": 328
    },
    {
      "method": "cvss_only",
      "split": "all",
      "precision_at_20": 0.4,
      "precision_at_50": 0.18,
      "recall_must_at_20": 0.2424,
      "recall_must_at_50": 0.2727,
      "n_must": 33,
      "n_ranked": 328
    },
    {
      "method": "kev_first",
      "split": "all",
      "precision_at_20": 0.4,
      "precision_at_50": 0.34,
      "recall_must_at_20": 0.2424,
      "recall_must_at_50": 0.5152,
      "n_must": 33,
      "n_ranked": 328
    },
    {
      "method": "naive_kev_including_future",
      "split": "all",
      "precision_at_20": 0.4,
      "precision_at_50": 0.26,
      "recall_must_at_20": 0.2424,
      "recall_must_at_50": 0.3939,
      "n_must": 33,
      "n_ranked": 328
    }
  ],
  "schedule": {
    "solver": "ortools-cbc",
    "capacity_hours": 160.0,
    "hours_used": 160.0,
    "hours_remaining": 0.0,
    "n_selected": 19,
    "n_deferred": 309,
    "selected_ids": [
      "F0003",
      "F0126",
      "F0249",
      "F0011",
      "F0134",
      "F0257",
      "F0130",
      "F0131",
      "F0253",
      "F0037",
      "F0160",
      "F0283",
      "F0038",
      "F0161",
      "F0284",
      "F0019",
      "F0142",
      "F0265",
      "F0258"
    ],
    "feasible": true,
    "note": "Selected work maximizes transparent priority under the hour budget. Patching is not executed."
  }
}