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",
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",
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          "se": 0.0
        },
        {
          "n": 64,
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      ],
      "retail_delta": null,
      "arb_delta": null,
      "retail_volume_delta": {
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        "mean_diff": 0.0,
        "se": 0.0
      },
      "arb_volume_delta": {
        "n": 256,
        "mean_diff": 0.0,
        "se": 0.0
      }
    },
    "frozen_vs_IB": {
      "n": 256,
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      "se": 0.046062685659866265,
      "sum": 215.06739460334592,
      "sumsq": 319.18883741095544,
      "worst5": [
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      "by_quartile": [
        {
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          "mean_diff": 0.8170619444245721,
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        },
        {
          "n": 64,
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          "se": 0.10629084508417809
        },
        {
          "n": 64,
          "mean_diff": 1.0247357031882105,
          "se": 0.08731385554633364
        },
        {
          "n": 64,
          "mean_diff": 0.7475744197700633,
          "se": 0.09478430374477985
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      ],
      "retail_delta": null,
      "arb_delta": null,
      "retail_volume_delta": {
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        "mean_diff": 263.02303614115215,
        "se": 22.40753931954021
      },
      "arb_volume_delta": {
        "n": 256,
        "mean_diff": -30.721557250999922,
        "se": 15.254796477840973
      }
    },
    "start_vs_IB": {
      "n": 256,
      "mean_diff": 0.84010701016932,
      "se": 0.046062685659866265,
      "sum": 215.06739460334592,
      "sumsq": 319.18883741095544,
      "worst5": [
        [
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        [
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        [
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        [
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        [
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      ],
      "by_quartile": [
        {
          "n": 64,
          "mean_diff": 0.8170619444245721,
          "se": 0.07540469457084222
        },
        {
          "n": 64,
          "mean_diff": 0.771055973294434,
          "se": 0.10629084508417809
        },
        {
          "n": 64,
          "mean_diff": 1.0247357031882105,
          "se": 0.08731385554633364
        },
        {
          "n": 64,
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      ],
      "retail_delta": null,
      "arb_delta": null,
      "retail_volume_delta": {
        "n": 256,
        "mean_diff": 263.02303614115215,
        "se": 22.40753931954021
      },
      "arb_volume_delta": {
        "n": 256,
        "mean_diff": -30.721557250999922,
        "se": 15.254796477840973
      }
    },
    "retail_arb_confirmation": {
      "valid": false,
      "step": "retail_arb_trace_decomposition",
      "requested_n": 64,
      "paired_n": 0,
      "seeds": [
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        8170303
      ],
      "completed_decomposition_arms": [
        "ib"
      ],
      "error": "AssertionError: arb volume reconstruction error 0.021160038228117628",
      "failed_absolute_arb_volume_error": 0.021160038228117628,
      "required_tolerance": "max(0.01, 1e-7 * engine arb_volume_y)",
      "paired_edge_deltas": null
    }
  },
  "gas": {
    "afterSwap_peak": 237600,
    "oog": 0,
    "reverts": 0,
    "stats": {
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        {
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      ]
    }
  },
  "valid": true,
  "mode": "replica_search_real_confirmed",
  "notes": [
    "All three downloaded artifact SHA256 hashes equal their URL IDs. START code and port hashes match their recorded hashes; IB code SHA256 matches the brief. Linux setup succeeded at commit 6b6921f8d463314aa7c96234e1be25a25245f704; wheel checksum and starter validation passed.",
    "All measurements in gates, speed, search, holdout and real are local to this item. Prior artifact measurements were not copied as new results.",
    "W layout: enabled,19 feature multipliers,19 offsets,178 weights W1/b1/W2/b2,3 anchors,TH_VALUES with named constants replaced. NW=217. Reconstruct from params.scaling, params.constants and the included port.",
    "Search uses z=0 at START, block RMS weight scale .05, constants start*2**(.03*z), rounded integer constants, population16 seed20261522. Sigma capped at .4*.5**(training_minutes/75). M=512 for generations1..51 at initial356.9 markets/s; a warmed speed recheck measured145.7 and M=256 thereafter. Fresh generation blocks start at768000000; each is shared only within its generation. Monitor uses fixed seeds30000000..30002047 every five minutes plus one final mean check; only ES means compete with START.",
    "Gate A records the first2000 callbacks from each actual compiled replica market on seeds9200000..9200049. Gate C uses9200100..9200149. Both replay canonical WAD trades in EVM and port. No synthetic stress sequences were used.",
    "Freeze verified unchanged source token structure after replacing numeric literals. Zero-vector freeze reproduced START Solidity byte for byte. Weights rounded to1e-6; constants frozen as integer WAD literals.",
    "Holdout seeds41070000..41078191 evaluated once for each arm. Real seeds8169984..8170239 evaluated in64-seed commands, each strategy alone against30bps Vanilla via amm_sim_rs.run_batch(...,8), configs per MatchRunner._build_configs. by_quartile means contiguous seed-order quartiles.",
    "Real retail/arb edge decomposition was not retained for the primary256-seed block, so its edge breakdowns are null. An additional fresh64-seed decomposition attempt on8170240..8170303 failed KIT-B arbitrage-volume consistency validation (absolute error0.021160038228117628); no paired edge breakdown from it is reported. This reconstruction assertion is separate from the successful policy fee and gas checks. Retail and arbitrage volume deltas are reported. Replica holdout reports edge decomposition. Gas is from amm_sim_rs.gas_stats(), reset before each arm/chunk.",
    "No leaderboard performance is claimed. Nothing beat START on the monitor; unchanged START returned."
  ],
  "seeds": {
    "gate_A": [
      9200000,
      9200049
    ],
    "gate_B": [
      8116736,
      8116991
    ],
    "gate_C": [
      9200100,
      9200149
    ],
    "monitor": [
      30000000,
      30002047
    ],
    "holdout": [
      41070000,
      41078191
    ],
    "real": [
      8169984,
      8170239
    ],
    "retail_arb_confirmation": [
      8170240,
      8170303
    ],
    "training": [
      768000000,
      768038399
    ]
  },
  "measurement_scripts_zb64": 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"
}