{
  "version": "0.8.163",
  "robot": "Ary3",
  "date": "2026-10-27",
  "candidate": "ary3-leads-plan-v1",
  "runtimeFingerprint": "c7032a127301337111efcadaf80b25e88310db93d99274d749af68413e86f84a",
  "publication": "User-authorized web release; optimization paused; full qualification remains incomplete",
  "matches": [
    {
      "opponent": "Ary3 precedente",
      "deals": 128,
      "imps": 21,
      "wins": 12,
      "ties": 115,
      "losses": 1,
      "mean": 0.1640625,
      "ci95": [
        0.0703125,
        0.28125
      ]
    },
    {
      "opponent": "Ary1-Picche completato (curriculum-v1)",
      "deals": 128,
      "imps": 23,
      "wins": 16,
      "ties": 111,
      "losses": 1,
      "mean": 0.1796875,
      "ci95": [
        0.078125,
        0.2890625
      ]
    },
    {
      "opponent": "Ary1-Cuori 0.8.156",
      "deals": 128,
      "imps": 123,
      "wins": 43,
      "ties": 63,
      "losses": 22,
      "mean": 0.9609375,
      "ci95": [
        0.3515625,
        1.6015625
      ]
    }
  ],
  "metric": "Actual paired match IMP; stratified bootstrap 10000 replicates; CI95 per-deal mean",
  "conditions": {
    "milliseconds": 1000,
    "maximumScenarios": 128
  },
  "independence": "The first two matches use the same 128 new deals. Cuori uses another 128 new deals. Do not sum the matches.",
  "limitations": [
    "Not yet compared with Ary 0.8.105 or published Ary1picche 0.8.162. Completed Picche is a distinct archived engine.",
    "Observed improvement belongs to the whole package; role breakdown is descriptive, not a causal split.",
    "No independently established bidding or ordinary defensive improvement; unresolved regressions retained."
  ],
  "protocols": [
    "b885ef1a4f6c23fd4a0ffb9c71000bc879b63011a7b8b0f2af3ebffd1c96599c",
    "8af91e273df5e41d49ae4ae663b57f676a0700c44b51da6c72c9293e5a9a84b3"
  ]
}