{
  "item": "j108",
  "mode": "real-only",
  "speed": {
    "n": 512,
    "seconds": 1.8915635528974235,
    "markets_per_second": 270.67554733529215,
    "processes": 4
  },
  "gates": {
    "A": {
      "passed": true,
      "max_error_bps": 5.7471258602809216e-05,
      "sequences": 50,
      "callbacks": 100000,
      "seeds": [
        310000,
        310049
      ]
    },
    "B": {
      "passed": true,
      "mean_diff": 1.920372244773669,
      "se": 0.04445924198500627,
      "n": 512,
      "expected": 2.0,
      "tolerance": 0.15
    },
    "C": {
      "passed": true,
      "max_error_bps": 5.7471258602809216e-05,
      "threshold_bps": 0.1,
      "scope": "Same frozen T3 code and frozen port as gate A; no parameter changes in real-only mode."
    }
  },
  "search_settings": {
    "executed": false,
    "reason": "Measured speed below 500 markets/s; required real-only branch.",
    "requested": {
      "dimensions": 219,
      "population": 32,
      "sigma0": 0.5,
      "sigma_cap": ".5 * .5**(minutes/40)",
      "es_seed": 908,
      "markets_per_generation": 256,
      "first_train_seed": 2144000000
    },
    "base_coordinates": {
      "weights": "w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2",
      "constants": "c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded"
    }
  },
  "curve": [],
  "holdout": {
    "over_T": null,
    "over_base": null,
    "reason": "Search-only holdout not run in real-only mode."
  },
  "real": [
    {
      "seeds": [
        9128000,
        9129023
      ],
      "comparison": "T3 minus HA, each alone versus 30 bps VanillaStrategy",
      "n": 1024,
      "mean_diff": 1.3862609082663426,
      "se": 0.030455978573398698,
      "sum": 1419.5311700647349,
      "sumsq": 2939.5148484204565,
      "wins": 972,
      "worst5": [
        {
          "seed": 9128764,
          "diff": -1.3385572119830158
        },
        {
          "seed": 9128066,
          "diff": -1.2541170024472876
        },
        {
          "seed": 9128691,
          "diff": -1.1873653749450455
        },
        {
          "seed": 9128028,
          "diff": -1.1690964371600785
        },
        {
          "seed": 9128744,
          "diff": -1.038338180523965
        }
      ],
      "retail_delta": null,
      "arb_delta": null,
      "retail_arb_delta_units": "edge; not exposed by installed LightweightSimResult",
      "mean_edges": {
        "T3": 524.7352208189016,
        "HA": 523.3489599106352
      },
      "volume_deltas": {
        "n": 768,
        "seeds": [
          9128256,
          9129023
        ],
        "units": "Y volume",
        "retail": 890.073361173374,
        "arb": 423.5088030377183
      }
    }
  ],
  "gas": {
    "T3": {
      "afterSwap_peak": 235563,
      "OOG": 0,
      "calls": 11050147,
      "afterSwap_calls": 11048099,
      "other_failures": 0,
      "callbacks": [
        {
          "role": "Submission",
          "callback": "afterInitialize",
          "calls": 1024,
          "ok": 1024,
          "max_ok_gas": 243234,
          "sum_ok_gas": 249071616,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterSwap",
          "calls": 11048099,
          "ok": 11048099,
          "max_ok_gas": 235563,
          "sum_ok_gas": 1498679639110,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "getName",
          "calls": 1024,
          "ok": 1024,
          "max_ok_gas": 21742,
          "sum_ok_gas": 22263808,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        }
      ]
    },
    "HA": {
      "afterSwap_peak": 231459,
      "OOG": 0,
      "calls": 10817145,
      "afterSwap_calls": 10815097,
      "other_failures": 0,
      "callbacks": [
        {
          "role": "Submission",
          "callback": "afterInitialize",
          "calls": 1024,
          "ok": 1024,
          "max_ok_gas": 243147,
          "sum_ok_gas": 248982528,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterSwap",
          "calls": 10815097,
          "ok": 10815097,
          "max_ok_gas": 231459,
          "sum_ok_gas": 1425433071085,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "getName",
          "calls": 1024,
          "ok": 1024,
          "max_ok_gas": 21654,
          "sum_ok_gas": 22173696,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        }
      ]
    }
  },
  "valid": true,
  "code_zb64": 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    ],
    "b1": [
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    "W2": [
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    ],
    "b2": [
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    ],
    "constants": {
      "ELAPSED_CAP": 7,
      "SIGNAL_THRESHOLD": 0.001171470033649966,
      "DIR_DECAY": 0.7335249441444244,
      "ACT_DECAY": 0.3765498595421264,
      "SIZE_DECAY": 0.48738084586012276,
      "TOX_DECAY": 0.9286329950353552,
      "SIGMA_DECAY": 0.7327584924491856,
      "LAMBDA_DECAY": 0.9918504260432562,
      "SIZE_BLEND_DECAY": 0.8397180057889105,
      "TOX_BLEND_DECAY": 0.2359008403605123,
      "ACT_BLEND_DECAY": 0.987140557453247,
      "PHAT_ALPHA": 0.24980215859066515,
      "PHAT_ALPHA_RETAIL": 0.05426450370635507,
      "PHAT_ALPHA_SAME": 0.14768044281339848,
      "DIR_IMPACT_MULT": 4,
      "GATE_SIGMA_MULT": 6.7367233899854675,
      "MIN_GATE": 0.03055236895744703,
      "TRADE_TOX_BOOST": 0.3050034835515307,
      "STALE_ATTRACT_FRAC": 0.6899010688573033,
      "RET_CAP": 0.02307934747517747,
      "TOX_CAP": 0.20799000239681092,
      "TRADE_RATIO_CAP": 0.18401740086912755,
      "LAMBDA_CAP": 1.1767903030740083,
      "STEP_COUNT_CAP": 64,
      "BASE_FEE": 0.000394715277459523,
      "SIGMA_COEF": 0.20585950793588467,
      "LAMBDA_COEF": 0.00127231278988692,
      "FLOW_SIZE_COEF": 0.5039180701096855,
      "TOX_COEF": 0.030557276512942967,
      "TOX_QUAD_COEF": 1.5845537652051427,
      "ACT_COEF": 8.530156956319056,
      "DIR_COEF": 0.001787397826556854,
      "DIR_TOX_COEF": 0.007644979769584344,
      "STALE_DIR_COEF": 0.7509802734859878,
      "SIGMA_TOX_COEF": 0.06014956771610196,
      "TAIL_KNEE": 0.05332132369252848,
      "TAIL_SLOPE_PROTECT": 0.8584369839037304,
      "TAIL_SLOPE_ATTRACT": 0.8500966921207127,
      "ANCHOR_COUNT_CAP": 715,
      "ANCHOR_LINEAR_K": 0.6779948673968177,
      "ANCHOR_QUADRATIC_K": 1.1108717241619794
    },
    "scaling": {
      "feature_order": [
        "sigmaHat",
        "lambdaHat",
        "sizeHat",
        "toxEma",
        "actEma",
        "direction",
        "(spot-staleHat)/staleHat",
        "signed_trade_ratio",
        "arb_probability",
        "first_in_step",
        "uncertainty",
        "min(silent,8)/8",
        "anchor_mean",
        "raw_size",
        "step_trade_count",
        "prev_bid_fee",
        "prev_ask_fee",
        "steps_since_arb_like_print",
        "router_implied_vanilla_spot_dev"
      ],
      "feature_multipliers": [
        1000.0,
        2.0,
        500.0,
        500.0,
        500.0,
        1.0,
        500.0,
        500.0,
        2.0,
        2.0,
        1000000.0,
        1.0,
        500.0,
        647.054817,
        1.395287,
        220.617911,
        228.148131,
        0.412565,
        274.335453
      ],
      "feature_offsets": [
        -1.0,
        -1.0,
        -1.0,
        -1.0,
        -1.0,
        -1.0,
        0.0,
        0.0,
        -1.0,
        -1.0,
        -1.0,
        0.0,
        -1.0,
        -0.618293,
        -2.037262,
        -0.803057,
        -0.808615,
        -0.823811,
        0.001772
      ],
      "weight_fixed_point_scale": 1000000,
      "input_clip": [
        -4,
        4
      ],
      "hidden_relu_clip": [
        0,
        4
      ],
      "output_unit_fee": 0.0001,
      "note": "unchanged from CG"
    }
  },
  "notes": [
    "No training: the brief requires real-only mode below 500 replica markets/s. Submitted code and params are unchanged T3, not a claimed learned improvement.",
    "Each arm ran alone versus VanillaStrategy using amm_sim_rs.run_batch(...,8). Seeds paired only across arms; disjoint batch segments, fresh real block 9128000..9129023.",
    "All engine commands capped at 470 seconds; setup passed; wheel SHA256 verified. Configuration draws and fixed values matched MatchRunner on 256 configs.",
    "Gate A records first 2000 actual callbacks from each full replica market on seeds 310000..310049, not synthetic trades. Supplied CG port functions preserved except parameter binding of constants and anchor, no replacement port.",
    "Gate B CG minus T on 7232768..7233279; T uses the original constants and toxicity anchor with learned head disabled.",
    "Separate retail/arb edge deltas unavailable from installed wheel: LightweightSimResult exposes total edges, retail_volume_y and arb_volume_y, not trade-edge decomposition. Unavailable values are null; partial recorded volume deltas explicitly report their own n.",
    "No second real block: optional second block belongs to search-mode candidate verification."
  ],
  "hashes": {
    "T3_artifact": "2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336",
    "CG_artifact": "ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979",
    "CG_port": "b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b",
    "replica_artifact": "e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea",
    "replica_source": "1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c",
    "T_code": "ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3",
    "HA_code": "99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe",
    "wheel": "aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a",
    "checkout": "6b6921f8d463314aa7c96234e1be25a25245f704"
  }
}