{
  "item": "w02",
  "mode": "speed_fallback_IB_vs_HA",
  "speed": {
    "n": 512,
    "seconds": 4.384701604954898,
    "markets_per_second": 116.76963363286075,
    "compile_excluded": true,
    "processes": 8,
    "seeds": [
      7500000,
      7500511
    ]
  },
  "search": {
    "minutes": 0,
    "generations": 0,
    "settings": {
      "executed": false,
      "reason": "Measured replica speed below required 200 markets/s; task mandates no search and real IB/HA comparison in 32-seed chunks.",
      "start_params": "IB frozen params, unchanged"
    }
  },
  "curve": [],
  "gates": {
    "A": {
      "sequences": 50,
      "swap_callbacks": 100000,
      "initialization_callbacks": 50,
      "seeds": [
        310000,
        310049
      ],
      "max_fee_diff_bps": 6.64202309125228e-05,
      "threshold_bps": 0.01,
      "passed": true,
      "fees_above_threshold": 0
    },
    "B": {
      "n": 512,
      "seeds": [
        7132768,
        7133279
      ],
      "replica_IB_minus_T": 1.708612109706731,
      "se": 0.04425219850674254,
      "reference": 1.749,
      "absolute_error": 0.04038789029326906,
      "passed": true
    },
    "C": {
      "sequences": 50,
      "swap_callbacks": 100000,
      "initialization_callbacks": 50,
      "seeds": [
        310000,
        310049
      ],
      "max_fee_diff_bps": 6.64202309125228e-05,
      "threshold_bps": 0.1,
      "passed": true,
      "fees_above_threshold": 0,
      "note": "Same measurement as A: fallback returns byte-for-byte original IB and unchanged params, so no separate candidate or additional differential run exists."
    }
  },
  "holdout": {
    "n": 0,
    "over_T": null,
    "over_HA": null,
    "over_IB": null,
    "se_over_T": null,
    "se_over_HA": null,
    "se_over_IB": null,
    "reason": "Not run: speed fallback; no trained candidate was selected or frozen."
  },
  "real": {
    "strategy": "IB, unchanged",
    "seeds": [
      7564000,
      7565599
    ],
    "chunk_size": 32,
    "workers": 8,
    "vs_IB": null,
    "vs_HA": {
      "n": 1600,
      "mean_diff": 0.6366251419771544,
      "se": 0.017239055950171563,
      "worst5": [
        [
          7564122,
          -1.7289798252598416
        ],
        [
          7565430,
          -1.5888178561880295
        ],
        [
          7564656,
          -1.5485268002689736
        ],
        [
          7564426,
          -1.3602645070321842
        ],
        [
          7564324,
          -1.3578835506632458
        ]
      ]
    },
    "requested_512": {
      "seeds": [
        7564000,
        7564511
      ],
      "vs_HA": {
        "n": 512,
        "mean_diff": 0.6520471238307625,
        "se": 0.031349895123075955,
        "worst5": [
          [
            7564122,
            -1.7289798252598416
          ],
          [
            7564426,
            -1.3602645070321842
          ],
          [
            7564324,
            -1.3578835506632458
          ],
          [
            7564457,
            -1.0004083178632754
          ],
          [
            7564440,
            -0.9685857417581474
          ]
        ]
      }
    },
    "retail_delta": 636.0285333940571,
    "arb_delta": 486.3141449381903,
    "retail_delta_se": 4.880218624427715,
    "arb_delta_se": 2.9016678969643293,
    "delta_units": "Y volume, IB minus HA; installed LightweightSimResult does not expose retail/arb edge components.",
    "retail_edge_delta": null,
    "arb_edge_delta": null,
    "pnl_delta": {
      "n": 1600,
      "mean_diff": 0.632555107632495,
      "se": 0.02175809906807925,
      "worst5": [
        [
          7564871,
          -3.0547000285478134
        ],
        [
          7564932,
          -2.5373471627754043
        ],
        [
          7564556,
          -2.4097087508671393
        ],
        [
          7564839,
          -2.3077483172346547
        ],
        [
          7564624,
          -2.2912347716155637
        ]
      ]
    },
    "mean_edge": {
      "IB": 530.0569250921654,
      "HA": 529.4202999501882
    },
    "engine": "amm_sim_rs.run_batch(strategy_bytecode, VanillaStrategy_bytecode, configs, 8); each strategy in a separate market",
    "configs": "MatchRunner._build_configs draw order with RNG seeded by actual market seed: uniform(19,21), uniform(0.6,1), uniform(0.000882,0.001008). 10000 steps; remaining baseline settings from pinned repository.",
    "max_evaluation_process_seconds": 141.65773354913108,
    "paired_chunks": [
      {
        "seeds": [
          7564000,
          7564031
        ],
        "n": 32,
        "mean_diff": 0.7739536243188638,
        "se": 0.20049320286863642,
        "process_seconds": {
          "IB": 129.89959982107393,
          "HA": 141.65773354913108
        }
      },
      {
        "seeds": [
          7564032,
          7564063
        ],
        "n": 32,
        "mean_diff": 0.6604792341872017,
        "se": 0.10494888996483354,
        "process_seconds": {
          "IB": 106.99578208802268,
          "HA": 106.65891253901646
        }
      },
      {
        "seeds": [
          7564064,
          7564095
        ],
        "n": 32,
        "mean_diff": 0.6783333633973658,
        "se": 0.16071857752475247,
        "process_seconds": {
          "IB": 106.78523186221719,
          "HA": 105.7361804638058
        }
      },
      {
        "seeds": [
          7564096,
          7564127
        ],
        "n": 32,
        "mean_diff": 0.5888360881112433,
        "se": 0.12956451781516692,
        "process_seconds": {
          "IB": 106.46576418494806,
          "HA": 105.563388339011
        }
      },
      {
        "seeds": [
          7564128,
          7564159
        ],
        "n": 32,
        "mean_diff": 0.5205787472790355,
        "se": 0.12625667340720642,
        "process_seconds": {
          "IB": 112.83590990398079,
          "HA": 112.13953179097734
        }
      },
      {
        "seeds": [
          7564160,
          7564191
        ],
        "n": 32,
        "mean_diff": 0.6032580954825271,
        "se": 0.10268532338154407,
        "process_seconds": {
          "IB": 115.6304674751591,
          "HA": 115.10924559691921
        }
      },
      {
        "seeds": [
          7564192,
          7564223
        ],
        "n": 32,
        "mean_diff": 0.6110755851918448,
        "se": 0.1413700271202135,
        "process_seconds": {
          "IB": 109.79385028011166,
          "HA": 108.52024846780114
        }
      },
      {
        "seeds": [
          7564224,
          7564255
        ],
        "n": 32,
        "mean_diff": 0.5942296300105472,
        "se": 0.10320474376355605,
        "process_seconds": {
          "IB": 106.52559771784581,
          "HA": 106.12951102782972
        }
      },
      {
        "seeds": [
          7564256,
          7564287
        ],
        "n": 32,
        "mean_diff": 0.7099077214072889,
        "se": 0.10215281492094798,
        "process_seconds": {
          "IB": 109.42144144210033,
          "HA": 108.32644490804523
        }
      },
      {
        "seeds": [
          7564288,
          7564319
        ],
        "n": 32,
        "mean_diff": 0.8210219392773936,
        "se": 0.12203879566368814,
        "process_seconds": {
          "IB": 118.08590324013494,
          "HA": 116.43376207794063
        }
      },
      {
        "seeds": [
          7564320,
          7564351
        ],
        "n": 32,
        "mean_diff": 0.726174729749248,
        "se": 0.11559130825121745,
        "process_seconds": {
          "IB": 129.74532654881477,
          "HA": 129.88109030900523
        }
      },
      {
        "seeds": [
          7564352,
          7564383
        ],
        "n": 32,
        "mean_diff": 0.7256391328164522,
        "se": 0.13706503092922778,
        "process_seconds": {
          "IB": 110.47570654400624,
          "HA": 109.86782481800765
        }
      },
      {
        "seeds": [
          7564384,
          7564415
        ],
        "n": 32,
        "mean_diff": 0.5028294206694053,
        "se": 0.09546614120989212,
        "process_seconds": {
          "IB": 112.35337066696957,
          "HA": 111.26004322199151
        }
      },
      {
        "seeds": [
          7564416,
          7564447
        ],
        "n": 32,
        "mean_diff": 0.618715114915835,
        "se": 0.11313615395629179,
        "process_seconds": {
          "IB": 110.97422409104183,
          "HA": 109.75341132399626
        }
      },
      {
        "seeds": [
          7564448,
          7564479
        ],
        "n": 32,
        "mean_diff": 0.6548760849195521,
        "se": 0.10721848091760175,
        "process_seconds": {
          "IB": 106.45417929906398,
          "HA": 106.28826272697188
        }
      },
      {
        "seeds": [
          7564480,
          7564511
        ],
        "n": 32,
        "mean_diff": 0.6428454695583952,
        "se": 0.11749614111450778,
        "process_seconds": {
          "IB": 112.739202843979,
          "HA": 111.78173816297203
        }
      },
      {
        "seeds": [
          7564512,
          7564543
        ],
        "n": 32,
        "mean_diff": 0.6607450307960345,
        "se": 0.09793631443150105,
        "process_seconds": {
          "IB": 110.35459460900165,
          "HA": 108.73622603504919
        }
      },
      {
        "seeds": [
          7564544,
          7564575
        ],
        "n": 32,
        "mean_diff": 0.5020642790568779,
        "se": 0.1078258700129155,
        "process_seconds": {
          "IB": 113.77382835489698,
          "HA": 113.08299343008548
        }
      },
      {
        "seeds": [
          7564576,
          7564607
        ],
        "n": 32,
        "mean_diff": 0.6571328237690501,
        "se": 0.15645731170336005,
        "process_seconds": {
          "IB": 114.1349157888908,
          "HA": 113.4426904649008
        }
      },
      {
        "seeds": [
          7564608,
          7564639
        ],
        "n": 32,
        "mean_diff": 0.6834156227426913,
        "se": 0.13928402911656948,
        "process_seconds": {
          "IB": 109.7972195900511,
          "HA": 108.81745827011764
        }
      },
      {
        "seeds": [
          7564640,
          7564671
        ],
        "n": 32,
        "mean_diff": 0.6434998908817473,
        "se": 0.12115829945409909,
        "process_seconds": {
          "IB": 107.77430500206538,
          "HA": 106.53067770111375
        }
      },
      {
        "seeds": [
          7564672,
          7564703
        ],
        "n": 32,
        "mean_diff": 0.6905960950322658,
        "se": 0.12486237123897902,
        "process_seconds": {
          "IB": 111.91265988606028,
          "HA": 111.76440085307695
        }
      },
      {
        "seeds": [
          7564704,
          7564735
        ],
        "n": 32,
        "mean_diff": 0.6223378532979815,
        "se": 0.12314406402285774,
        "process_seconds": {
          "IB": 104.55058072903194,
          "HA": 103.86533942609094
        }
      },
      {
        "seeds": [
          7564736,
          7564767
        ],
        "n": 32,
        "mean_diff": 0.6786680801360827,
        "se": 0.13305601449855028,
        "process_seconds": {
          "IB": 113.5240174648352,
          "HA": 111.90107386396267
        }
      },
      {
        "seeds": [
          7564768,
          7564799
        ],
        "n": 32,
        "mean_diff": 0.6612995806016659,
        "se": 0.13150737119242065,
        "process_seconds": {
          "IB": 113.822723695077,
          "HA": 112.32814072002657
        }
      },
      {
        "seeds": [
          7564800,
          7564831
        ],
        "n": 32,
        "mean_diff": 0.6552426911157703,
        "se": 0.08162817357576123,
        "process_seconds": {
          "IB": 106.73272046493366,
          "HA": 105.82987392810173
        }
      },
      {
        "seeds": [
          7564832,
          7564863
        ],
        "n": 32,
        "mean_diff": 0.6223752445375546,
        "se": 0.12027777790296497,
        "process_seconds": {
          "IB": 111.97970170411281,
          "HA": 110.91702173394151
        }
      },
      {
        "seeds": [
          7564864,
          7564895
        ],
        "n": 32,
        "mean_diff": 0.5885769304563784,
        "se": 0.09663854111346416,
        "process_seconds": {
          "IB": 109.51037827180699,
          "HA": 108.57522553997114
        }
      },
      {
        "seeds": [
          7564896,
          7564927
        ],
        "n": 32,
        "mean_diff": 0.6046870487432425,
        "se": 0.10197066532659695,
        "process_seconds": {
          "IB": 119.6277557942085,
          "HA": 118.2797570861876
        }
      },
      {
        "seeds": [
          7564928,
          7564959
        ],
        "n": 32,
        "mean_diff": 0.4950991725406464,
        "se": 0.09420172319578915,
        "process_seconds": {
          "IB": 115.11348120891489,
          "HA": 114.06849646614864
        }
      },
      {
        "seeds": [
          7564960,
          7564991
        ],
        "n": 32,
        "mean_diff": 0.8187121710855596,
        "se": 0.09005362229777024,
        "process_seconds": {
          "IB": 111.83486350113526,
          "HA": 111.09891330683604
        }
      },
      {
        "seeds": [
          7564992,
          7565023
        ],
        "n": 32,
        "mean_diff": 0.439678856883738,
        "se": 0.11445939753067765,
        "process_seconds": {
          "IB": 122.52185630402528,
          "HA": 121.88927323394455
        }
      },
      {
        "seeds": [
          7565024,
          7565055
        ],
        "n": 32,
        "mean_diff": 0.575550597824046,
        "se": 0.10379749662696716,
        "process_seconds": {
          "IB": 117.67296901391819,
          "HA": 117.04711951198988
        }
      },
      {
        "seeds": [
          7565056,
          7565087
        ],
        "n": 32,
        "mean_diff": 0.47412149683723825,
        "se": 0.09916308121812163,
        "process_seconds": {
          "IB": 122.69522431399673,
          "HA": 121.763658716809
        }
      },
      {
        "seeds": [
          7565088,
          7565119
        ],
        "n": 32,
        "mean_diff": 0.561550960750294,
        "se": 0.11211547699205475,
        "process_seconds": {
          "IB": 116.26026342692785,
          "HA": 115.56276506301947
        }
      },
      {
        "seeds": [
          7565120,
          7565151
        ],
        "n": 32,
        "mean_diff": 0.7303260119444825,
        "se": 0.17654006495162844,
        "process_seconds": {
          "IB": 115.75412084488198,
          "HA": 115.04610034287907
        }
      },
      {
        "seeds": [
          7565152,
          7565183
        ],
        "n": 32,
        "mean_diff": 0.8729550440789442,
        "se": 0.12193541153736456,
        "process_seconds": {
          "IB": 119.71487311879173,
          "HA": 118.22978646913543
        }
      },
      {
        "seeds": [
          7565184,
          7565215
        ],
        "n": 32,
        "mean_diff": 0.7700182898268313,
        "se": 0.14414940028788664,
        "process_seconds": {
          "IB": 117.08287263708189,
          "HA": 115.6789897759445
        }
      },
      {
        "seeds": [
          7565216,
          7565247
        ],
        "n": 32,
        "mean_diff": 0.6796211388677413,
        "se": 0.12520650424145854,
        "process_seconds": {
          "IB": 121.14993539499119,
          "HA": 119.3283118319232
        }
      },
      {
        "seeds": [
          7565248,
          7565279
        ],
        "n": 32,
        "mean_diff": 0.6095150018142022,
        "se": 0.13337713545504346,
        "process_seconds": {
          "IB": 120.47687966609374,
          "HA": 119.21299386001192
        }
      },
      {
        "seeds": [
          7565280,
          7565311
        ],
        "n": 32,
        "mean_diff": 0.47778701609243157,
        "se": 0.1274600666171983,
        "process_seconds": {
          "IB": 114.01211265590973,
          "HA": 113.2468987510074
        }
      },
      {
        "seeds": [
          7565312,
          7565343
        ],
        "n": 32,
        "mean_diff": 0.6160312625835793,
        "se": 0.11274344663190998,
        "process_seconds": {
          "IB": 114.54343497008085,
          "HA": 113.7266297948081
        }
      },
      {
        "seeds": [
          7565344,
          7565375
        ],
        "n": 32,
        "mean_diff": 0.8659603024122315,
        "se": 0.09796918983003633,
        "process_seconds": {
          "IB": 115.1320416321978,
          "HA": 114.24521897197701
        }
      },
      {
        "seeds": [
          7565376,
          7565407
        ],
        "n": 32,
        "mean_diff": 0.46356550635709937,
        "se": 0.1355284335638751,
        "process_seconds": {
          "IB": 117.85684622405097,
          "HA": 116.6544232480228
        }
      },
      {
        "seeds": [
          7565408,
          7565439
        ],
        "n": 32,
        "mean_diff": 0.5615961699091514,
        "se": 0.14432811746201396,
        "process_seconds": {
          "IB": 128.70925004198216,
          "HA": 127.9967757340055
        }
      },
      {
        "seeds": [
          7565440,
          7565471
        ],
        "n": 32,
        "mean_diff": 0.473209007284046,
        "se": 0.1463443101499856,
        "process_seconds": {
          "IB": 125.7819739622064,
          "HA": 125.1963884329889
        }
      },
      {
        "seeds": [
          7565472,
          7565503
        ],
        "n": 32,
        "mean_diff": 0.5655196915023719,
        "se": 0.10138010043696022,
        "process_seconds": {
          "IB": 120.66423202003352,
          "HA": 118.94597528409213
        }
      },
      {
        "seeds": [
          7565504,
          7565535
        ],
        "n": 32,
        "mean_diff": 0.8087377535133413,
        "se": 0.0924235228114962,
        "process_seconds": {
          "IB": 116.22115254099481,
          "HA": 115.6302298179362
        }
      },
      {
        "seeds": [
          7565536,
          7565567
        ],
        "n": 32,
        "mean_diff": 0.7633109906693551,
        "se": 0.09172327731164658,
        "process_seconds": {
          "IB": 123.99604850402102,
          "HA": 122.8293928061612
        }
      },
      {
        "seeds": [
          7565568,
          7565599
        ],
        "n": 32,
        "mean_diff": 0.5049955036208456,
        "se": 0.1272533009327579,
        "process_seconds": {
          "IB": 119.79448235896416,
          "HA": 119.48770522582345
        }
      }
    ]
  },
  "gas": {
    "afterSwap_peak": 237710,
    "afterInitialize_peak": 243227,
    "OOG": 0,
    "IB": {
      "afterSwap_peak": 237710,
      "afterInitialize_peak": 243227,
      "OOG": 0,
      "other_failures": 0,
      "raw_counters": [
        {
          "role": "Baseline",
          "callback": "afterInitialize",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21796,
          "sum_ok_gas": 34873600,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Baseline",
          "callback": "afterSwap",
          "calls": 17218496,
          "ok": 17218496,
          "max_ok_gas": 22592,
          "sum_ok_gas": 388497506656,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Baseline",
          "callback": "getName",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21526,
          "sum_ok_gas": 34441600,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterInitialize",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 243227,
          "sum_ok_gas": 389163200,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterSwap",
          "calls": 17269206,
          "ok": 17269206,
          "max_ok_gas": 237710,
          "sum_ok_gas": 2334634633424,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "getName",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21735,
          "sum_ok_gas": 34776000,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        }
      ]
    },
    "HA": {
      "afterSwap_peak": 233826,
      "afterInitialize_peak": 243147,
      "OOG": 0,
      "other_failures": 0,
      "raw_counters": [
        {
          "role": "Baseline",
          "callback": "afterInitialize",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21796,
          "sum_ok_gas": 34873600,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Baseline",
          "callback": "afterSwap",
          "calls": 17215430,
          "ok": 17215430,
          "max_ok_gas": 22592,
          "sum_ok_gas": 388428964372,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Baseline",
          "callback": "getName",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21526,
          "sum_ok_gas": 34441600,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterInitialize",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 243147,
          "sum_ok_gas": 389035200,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "afterSwap",
          "calls": 17029607,
          "ok": 17029607,
          "max_ok_gas": 233826,
          "sum_ok_gas": 2242482968553,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        },
        {
          "role": "Submission",
          "callback": "getName",
          "calls": 1600,
          "ok": 1600,
          "max_ok_gas": 21654,
          "sum_ok_gas": 34646400,
          "oog": 0,
          "revert": 0,
          "other_halt": 0,
          "tx_error": 0,
          "bad_return": 0
        }
      ]
    }
  },
  "valid": true,
  "code_zb64": "eNrdPWtz2ziS3/MrOPNhS4xJm+CbliWXkjgzrnMSb+zZmb2tnIuSaJuJJGopyk4yk/9+jScBEJSVvcqXc6psEkQ3Gv1Co/HI0ZF1dfnqD/einBWrTeGez4tVU96WRX1svTm/frau87tlbm2qRTkvmy/W/3iH6aEfDp89K5frqm6sPydv3lw1dd4Ud19e5Jvim3VbV0vr58Mj7cMh4Ph5KMCu63xenK9uqxbgXIJgtZ/NqhWUzBqLf7DKjaVhtv58ZsHPtlw1fhRbALJp8lVjnV1MLq/OXt28nFxaIysdmmtdnf/ydnJxc/3r+7OrX99dvIKqv09eWUdWHHk9IK/O39+8Ons5+SfUTSJP++kBmry8FkBRsCfQ1fl/n30/1PW7PwRQhvZu6pc3EwEWZ3uCXUzevHjVwmXZ9/TsxcXZ21cCNvXT/fungkZofyGokFka7Qd6+evk+mZyAX8Ayk+874W6eX92PTm/wLz9ftiryZszgET+nqDvz/5x9v765jeA2aXE528uMUfe/HZxDTXDnpq/TK7Pbqh6sJpJh46+Vt6cv73B8AC0t/a+n7w6uyEyfvfuCjcXgIis59aLy6s+ZbqeXJzdTK4BFLrzGn5jZnnR3ty6Zk6CWn4Q7VA8uWK0swvvJ9fn7/aqz4yIVkXpvlK+uj67vHn57re3nPy4T4QvJldnN6/PsBjC3ZwkYn757uw11nLv+5wAA0P+ziZeX7z7/YaYP6sfpuFuCMJ2Wjd4QhNw1b//NnklaME6sBMCawyrnKE0DHZWxkYjmPNkTYlutJcGS+hj8Et7SEpq4ikjwd7n5r/eEiWI96l7dfHu8uzm8v2767OX2AyzvS24hWY2ib27wRoJ+O12NWvKamXlt01Rn6/KpswX5ddiwPGWtOgPx9JK/mlbxWeAWeULq3oo6rqcF1ZdNNt6tbE4uICyWZyAfzaLqtn8y/sAdHHTGLJCZCoMPlAbHloaigh/4ARaY8uzTq3Hefkw4CQ64qttHTM1wIg0PDHGk6ks4o0n+FvatUX2Of1gMFUdPyKEhh0k1l+CUQMdh22dnFgo9mzBGsKGzPMjnQYU4i+cJRKXqDSsAWeoI1hrUxK/mZTg6jFfD0SEaM3yxWKeN7nV4KL/WOhce9Z18fCinL8uCkGzBzTLnyebT/JnJH1e5JvmegOfcEEcDmgN/4M97DQ0L+urBsJUgSeQ8EBQewaRNf8UyhT8mjcyOzuINyUE5XKlWCFwOZ0rXxPp6wYsS/6WGtA31WeZtEwGb4o1EczLartqsSBg4DMzma+r+jWwDFdlVHcbvIUKMlGgTt1KoCFF3eTw9qWtGBi5sygIbURdDptyWYBfWq7BPJnwTjufXP7p2JJsZ1pVC5hwvC0er6DfOzC2IOWtNRAQsvbJFBaLfL0p5u/zRwNOt4PTAApwEpKxMtc5Vd6OpYoqSkk9b+bFLP/yEthW1MV8wL847VTH4WhsFYlQ48fldjGgb451s64ef8/nAzHpacE1+FYfCQL22mJoZ0C9KIS6Egz0rUUgJkO98Fhkml5jR/63v6ks9nRpymKhRne+IoquYyMe34b4r08SnAoJy1gKCm0Vffuhi0U2fsIOUeAoUzXbOpC/Y8wOCVJdtZrawjfl7ejIuqyrWbHZWA95XeZgn3h2vq6rdX4H2jOHoW+DvXNzX1g4vVCBblnbNbjy4rAjAdm8xxbShyLV+lHfaEdUSvdR0vdvz1Tjvi3rTXO+YuatQyqgwr2sq9a51MWmqB8KZehXvoDaqTVxGLBWvCDuPXX5I6xk3PtDMwafelsUv1H7p2jLzYvtF2hZGtSOpSGsS/5dviTGwhGdELGfMuHz0mNTz9fny/WiLOYq6Qwhof1PUYf3QNKZYoFzNXINtQvUAQCQQ4nEnCIMlcuGsghBA6+OQctui9rKrVXlEoRQAG7sAeKDGXFoNMGElRA7VmtdbRpWESM+NI8fs+IKwo6ChX1Kh2WdASfBhhvQ2T53f0cGP1LLtVDX+dxRYFwNmb3+I5tCusKtdeNB4JBtht6I8dL/YI3HYpqoOEAmQVxXVU8lxMfejcqJu4tW8YhPIfKSv1E9tLH787vNzqwxbY/p/QFzW48OtOXSLyoU0SJS123r0ndr1hlcdElCJQITGNj3aBv9hFmmEHEyTsmmn083r8rb2wHXcUqZzf6oViVjyxfre2KUkmqdyimn424myYwJWH55nzdGKRKPtylgnja/rEviGn/SlbnjAZEJR74sXpU1JjgHcQxpabVey4VdFWtbNg2lBMd27WPSuYsYm7qhhNiojQX9D+ZRFer8xLxTSzguxb2z8W9oddiS/xOrNdTGO9EP+tkWUtMSdbvGTM1/EJo49YaOgxIgkL2vkyL0Zp6vm/Kh+IWGcSyEomG2oyfuDGGPAn8isnW2jph/0GI/1n8a+uEXRzE5PVQ0ECuX7QTG1GKbOxkpeMiQI4U7a9JxauiEIhHotCZJy4cGyTAVADsQCdQn4j4wt1YBUY8C4kpj2csx4XLK4DN1dY5o1+5iah3fiPs70WXqa3vBn9JBI9WY22OeG7WZw2OvXeqkKammhdLCghAGIONSkj/3Ua0O+ed4UC+rGpOUlwurrrZNubqzin9vSeJog6MYN59/3G5wELrM67sSZwvWdQnB6qESPWynGwDDIzOJCDYQO0Akgb2gNctXK4j0pjR+ZVkcK6+nJVS9K1jwokQGujfl0dTYCli+DZfSgMmgWFypVlW9zBdXcpxJYqQO09mo0wmcOG95q3YH8rgDqUGIeEsB7ZpaxhJaMLwjHKczAbddcKBcqTLsEetLPkPIN5vtspi7cyjAa444YCMCP7TeVlLyBwK7bbOtsWzW22bTDeRAVjBBmebTcgF42nYHLN/gyLMKR6tu42mxaHpwyZ/OcWMDhStmdK3DoQxWIzBH5asIohwpaHLkeIB5x8aRNULFok48ulOSfIkHdX1G8k8SlwhE8uxYTvtJfetUINk/xgVDOgm39j5vykqfNn0njWoYLqEd6ysuttqo9lWaVnUQ6cvBfTa63m7ueXco7HN9Sa07gBGgMbOF0OZI2Hu3viRpk5eWEjji8YAg7QmEeKWx5fOkhITD11PTxEbZtG2vxse0R6dtiUtLOoHvtz2SSNpirfAtLc+519Jr7pdi0pegdzTQqWqIblkrY8rXtlGFpd+embKtO2YS1Hf0zyKImgCGMV+ctBlC9trWNKfJtLX0lgfVZ955vYoxYXxV3mGnPGLNGOtclKsir42f/r7N5zVwfNb9iiftk3oqJ0TFJAxG/qK+IpmS3dO1dT77VMwnq9l9VbcBW/zBPImqt6s3Rb5qk/wyeN8kOwd3L1JOuBTFChz1+ybNkSBPrDgBxyAVHRwY/AIVJUwSGKW2IBkm0Oyzy78dSdgMc2kOCdPpAXt2KYYdkDj3R/qGx+M6Z0PwMc2wwEDqLspPBY64cGTFU9sOE5hbslnOP/JVuVjkWh6G5jGZ0M0ywLxMPY2XrTZge9Jqo9DgX7VwTQ0AMHupZ/ZthR4tYd9Fq4eBvQFfh2otIbZfcPefBnOqDxYmYQmtwouDinKeYAXGpS07oAwEgcukjuB1wzDspumpA8CBVU4E8wICmjlXOsfiPilBfpzFHgpTL4kjL0VxF5VwGE9iQ34W+aGXREHqxwHy4ihWY9BnvYljreBAToYYVw3UHRl2F6NawZDfreqSzFYuSF4eIEQCf9ipcwVjDEktkqFGi2qCEDodJ1mGsiBEaeCFu6Yc1FxeL6rH1jtGfd6Rjvr4NfUGLWSPY5xJLlGpbzRiDrUEGbL+GQHJunQ3Q0BII8keRmXYs4dFhmrbIpBS0/6TsL1rfXJnSrpwQzlxxAJ5c4xW0sWfgMdnDDQwxWZaPhLv3KxWdNpCcsRZZzee02ar4xA8DPw6ZkWGjEMtJWpqkqARrYg4oeQrR277rYtp1l2J6Xogkewuyrv7ppMNxW1oHvq4y5NW6+q6mMH8/3eOjaLtStDHYvd3iW9ZbjY4wcBYwWb14FnASQVemnpBFqMgC/0sTVPbLFeOA0Sr/SSxLbXQ/WriZqdvxP+TNyoMhnCnx6dCORjp+MwMXYDnXklcwK2YFIxSoTUsmdTNlLhpXuJYcrTNG9EjeO6QRkQlYbCZ8QGJDT6iAb5lpS9pn5eL9x21DuI4SLHDzFAAIwWK050IuHMg/gI0k8f6xxSn6BpK08AH1YhShDJQDvDBGl55uZYxpl2wbal1us68d47D0PBZTkvxbiTfuiuN4GlZT/WVZIbcMBO4JRuy2w1U3E20+wodkSoUPkTaPui0LBGf1Q2DjiDM1PybEq8rUioYON8i57QRiC1/E9sFHTHzEcGFo4QatoDjmwYdNnWVSOEk4D9K51s6tARpS5YtjeGyaqhBwVCSthwKGDcgvSoehnzhZ7G4rIvNZlsXahjTzt9HdND5k0HKc3uX7n+TsZCAdVsY1ngFOA1EOZIOOFs+MsyKN5+KR655fFukw/AKMcibLBlbaQ2nnZLaBjWZklSbtBdLWyunq1UtpfrgMOW7x5iUMbHaWgffQEZqjGl3TumbS9+UabwxzaIiMTWjErJHM08ta8KMZlF0kryd3e5tolfkPrsrqn0TZdzENclRGDIdnABbejRt12E4pLSHhLeT++i0f3Vf3opOqptvHYGppwN5Q46kKChapI5hN7qpB3ieNB61nTStiHLpsocDifZuVCC0hT2MVUJPebmrlndTc30ZP72B3eToxHfIYeVPkvO08hL3RsKIyQJsnmwtkXOnZGGb8Zum0P6CkOEnU40T05YDkYpl6HfFiqTei6raCNXQzjPIAU9PrKjnDySceOLDp/1KU7zYjFFNJBsUq8VlWvVmXr2rAP1gRrHt7VdnMPqt4XFwM6uWa1z7GqKY38vm/mpRrYvBlK2VdPep65v7BM1PoczZkkt387qMcref/g/a6CH7/8IJE9nPnu25+kt2BXAHwqgAFRRG3GadBImBZ1I9wieMrbV/ihYn2ngDLTbBwy42jfid+OIuvo5hCMp29jPu9lNg6vFD1AX8C2UfYMKzrOov1uqzNoSsZvcFSZt2PcjqMz2QwHbjiyj5Od7seIQK5LvIlIVgsEiCbWPo5/7TkL7SKo3sn0f7tBlIkCxlvB9gKAGyCHo/wEgC5FGl/QSYWFa/V6IaQ1BzoIQ0T0Y0jCaSMh1wBsIoYrvsZXVvk37Rn6O21IgnkbnZjhGCMT2DheLbORqXPBibSWXeq0ve+2hL9qGTmWHIEA8Njy1XKzJrrKzu0vIylme8W9eRorI4fTVOgZC0zWY9Z/BHqRmDrPRb6a840YHiD7a9p1aiQBcdX8e2j/x94ENFhZSkse0irkNmWNkkpM2YR6367m471uDZhs294Ttq2y6NuGKdYAzxySkOUo6t3jogM3KyaHdzRH3btYYxTsBwzrXFwgSJPRqMkJRbx5xwk4reVrU4UGStypE3XJUnKIPfBwemEJBa5ACIXJUfxiG3Bvo+Cvs6pYCduDqc2wvYjdMYH6z7qcOfcrKP5b7I59CCKd5k3Zu2QqQDnn1wP32OzIlvGTCXvAnVnIP7fBegGE9X0xMsPA+kMFhNxwzJm8kf5HgYfGGP8J1b6Gpq2ztmPqtcwpjvhzG399l2Jh0Y5MkD6bggyx+0W3xGbIInVsx61wyl84VSloQdCcOoyeg4lI8bqjtipfOD4oCVfHBQWj+SzguKNSMVDXHubAW/PdrVWQmTIiB+wI/HoUwHxOE+7Xgf1cRuoPTZprv2yT49nBsSJ/p4yoZrdK4c6euJp6ZkRhT5Kb/+YGhhPUVZ7KcoNq7lUOxf1dKv5Dx2GCTw6cAaDOIoDBMEYSCO1XAOZIBi+Jf5pAjRIjdJYy+KSJFPiwKUAWBAigJWCyjJ0iAkZSGHDKMky0hRxIoQ8sATU2wxazPIssijZCSsWoRS3/dTUpayMmgxpcgyBpiGnp9QXIh1wA1CFMceLWM98NMwjFmfWA9Q5PlexqqxLviB58cJLeI9QL4XooS2ilgfgjjNQtYq74IPPIppEetC4PtezGpBDyAKMK+5Db6egHf8Cu6YR/KDr623/Wp2tFOyMQKaSBCWwlcbKwQpAuHGiBZ1RO+iLEpjYBiWfZhFyEsV2XuBn/mK7P0ojPwwUWTvgWCCVJY9VMp8pEo+870kViUfxyiKZcG7ge9FaagIPvFTz1fEnqHIT2SxuyCQIApVsadYr0JV7GHs+aEidheFQZZ6iSJ3PEDHcapKHgUoCeNUFTzYm68K3k08RGXQSh4syAu8Hyp5YGYSxMQ+Wtm7mGYvi/qkHyAvQ2BBWPooSJIgUcSPrQQFkSL+IAKcivQTD4xfFj7egZAliSx9lPhxGHma9LGnQqrdR1AzkcWfIFDKRBU/eCsmbG72gR9zFyWsHqjwfVX+4LjS0M80BQjCLI0V+YdY/qr04yDxvUARvguamjKVFtJPg9RnrpFLHzwcSlGY/lD5g6ySONSlH4CthjtsHwVg8Fj6QGOMkOr53TT24yiVxY/AbUbMSfrCvSYBihXPH8VelqoKgMIsYWOBUAAw9YjpCVcAUEE+PgjupWB3jLJU6E7I5Zhx5wqiCFQV8JHvZ6GvqgCAAqN0HcA+Ham+P4ZeZYoOJGANcajoAEoDFGWBogOgdjFXMu4AMg9UBf1YD+Djpc9EUQFMsJf1KUDmBwg8FZa/D+od+LL0YVSIo0Sx/RgG1yhThR95QaQN+x4e6BTpg1sPY0X4oJppnKmDvgeRRqrKPvMyNmKmXAEhGIkV359yJ9LKHTCl3AULuUNowJWZUw/jT8aNWgz5MWJ6Kg35MG+LY0XweCLne57m+lEUpIFm/LEfIv8HSz4FUcaRInqU4r0bSa/xx+AbfCb8EIGBqbYPfc6CQDV+8J1gT4r8oeGIeUru/RPwEMwDhiK0Aj1Roj4/Bd/ja+L32OgqQr44iZlNpzzQggEt0Ib+KA5UBQj8IEChKn9wNkCpp8ofb71DkTb0g+F7oer8wdF7iafKH4wt8bSQz4dYNlQNP/JB1X+s9IlL9jTX73sQkqZ90vcTMMg0YK4fAvWQRbSeGIhDkJAsfYjRU08Z+V0/i0LOZy59PJYyCYnIL0GeGvgFqZfGSuAHo08QK+N+5qFYHfchqAgU2RMsarAPwX8WaoN+BkNPqEoehoCIx/CcctCE1FPE7uPNT0j1937oc22LeYSS+nzekAi3CAFf9IONHvqahGqwH0MIGPUO+BnUD2m0B9B4X1eo2nwssUWoObThaeF+HEVKuO8GGfJZLS51HyYWPDAUI76f+iEbLRn3fLCiFHmy6EESSRSoskcRmZ3I0vch8ExDLeoDpgQZmyW2UX8GUa4qf7CYSJU/Hj6jMFYVACZPmRb1wXQEmlA0AGaXia8qAFSJ+aTiBylAmsLsSZvrQT99k8ufWkfiTglcWXrTNkjp1xUpW4/lvavtZVUP+WJbtK+fejMdhiuLcIL/E95mRrblsFwLQahuViFFeHl7SQ8D0IpLciCALnmQGi6h7JPpqqJi0YizIbiWS8mW6zKstOoJxX5K/ri0TKzdMy5tmno7ayz16JzhQqbltt2K8yBtc55uhsqtG8odTeqpD2lnj7KtZyhd8zHUbghi36bbL+r1SLwPqqD7jgI+ncHS76QyXk6Fpfj5cLlle5DpI/zZKN2ktR6A+0jei4OLlEtRDKdoKi7dz4eMe3Sn6OdD4JlBI+5LvkGnAwB8tXWaCIdNi8nQBbpAg/D6qsA13nmsml2UMxLA6Wl6zF+6CWDc/wP1ZrLnA4bDRYaMMWG1A2D26Gaag+nyd2dROfflzm2zUOtgpFyCtmMT5fI9PaM8IhLtcvlB+v4wlI/DTsSm4Opx5a7FFhd8xU7eXqdDDjVjU8E3nmBNPTQJRmG96RzAgBHqcIrIskHLGkyeA0rkWAp3vqnHn3vUgPRmkeOrWOiJIOgC3Zd6aL1bLb5Y4EhKcagbr+GQTq7kbukIq1tyLLuCX4AVuONYj2VzbxWf14tyVjYyrHx29dC4peuWLB+AKZBzN8QkwJsRTTecGtK2LvSrMT0FLWFuz+lQy6YWBQjpqR438J4bj2vrR7ZlaAbTotp1SGBTzreEImXrHaXTITpqO+T3jmX0qiRbfJWt3+3BftqCwx92IPrUOpgHbHsHBLPpHAJbY2Bbm4lCMpI/2Q5jyIOD+w/v3k7r5biEwXs7N0EXOqs+H4JiOUZGtccZm3zxD2rSwBff5Cl43a9i8z7uReGAIlBw4xhNz8O3BzwIJHQbd/3g61FqO6EBrprPN9z5MxwOgdTPxjg35ebfdTOgFDzHMYfdcfR4hCTqr28IlZvBz06IMUBkZ0DR3pjUgUq7UGJwxhv7GI3AW0Jgt9ZjOW/uOVvvSxecVo+g5iW+r3RWMO98sqhOF5WLH4+Jfozvy1P8170vj030fH0B/lEIEP/iGJmCbEwD6zLfiB5TSEywQ34f+M8BxlHkSiqSphzyuyMTgpBc43VErmBgDbD3ti5nNUZOWI0rGghc19VUqYepwA+Gup8m9VQ2417lXdKKsglTU8IYTPXp+Vt+WoSNThiLg+kzbeoumseiWOkGS0AYfK/Jivvr+AYhaEJzLJhMsesZl5A6fLRUfAyr1GLi1ZmzYpQ67K8uT0GM4Ro8idDeO/C4iyPBPgeQuaaHtlNl9pI7gqPi6bEnuDXNWVjz0/Eox5uOqf5O3dx5xPstcpee8XeBv33k5PJcaiuIeHDaYNZpw9QnSHMMJOKbX6rbpr0oDp9WXpT3VTW38oeqBDsBS8b/90C52pZNWUA00lj/pudAcBural4YLhzZzEd0ArXlrpQ6qa7G4RV/NnHIZ9Kh91uYX3BsH2Ha+/EkGX7sbjcRpjr6eBLgDTDgrAaB+9EG93EKDos/HyPM8+X2YPDRDXBBz/Vyo4+jUXCa+McDePD/+gt+h6dhRF4ReY1OkQfYerbEc783WjMnuj4erLH7XOu+U/Gfo8187J2qnhP833HPLWmtlEaKhwyfUx/pfNXpe6TyeMRScFrwzh2ms395Hw5Gj0P8hPATvVdu3dfdkXrbm4OdfSdowsj8Fhkdf525vTPgWDLUhBCHUmYaulQKll0KhE6SW9darL4BKzUZwEIrjwWpp7TAFQXHqLMbspMSMW9UlkLtNhmywZ++NyGC4++TUXufuch33MpneFhZe+v5gTi9ie+04MUOo6GnLyzQai8qnjVV3dIPs42nqMdB93bRqB4Sl+hXgzzeQ1hkDQClaYKGO44//c3i99YJLDzwhjeHUahpIi0U51dZJ4xVSfNj5dq/nsyXemWwOHfLChwpbIV6r3XGsat4v0P07YiwkEJgBXv3imJyxyQjSTrexpQDn05jaiEqkXNuDm5FuSKujTLoGXkeBuBbJ0WXCVBnICQQ6jWrtEzPl8Gw9HpRgaA2MNRgblRVc2xNy8aFAfoOgtpNga/HgphzUzxApPO2eGxAEnhvFrAsXyxEYulQkxUdjHgfPj+ts53UFD9VT/skz2R6tmBxVHi+ou2Cr7sXneI2vpBz/X4qbmv8QjXRT4cAcnJC/n8Lw112X+jNKhoYrkuhAr8XKvA1KFyXQqG4FwrFOokxh0p7gfRuiU7190nvkuhRf4fa/rBe6DXJ3Zc1aP1n6wiLGXdn+P+2hpiSYyXElYamZACwysIn0mq8O/kpv3dXNG/zZTGQ/hsCYkPd/4tg09Q4fUfDPMnr/Ewvy7mZ/oyF8+3Z/wLDlRWd",
  "code_sha256": "301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686",
  "params": {
    "W1": [
      [
        0.654471,
        1.616192,
        -0.786055,
        3.194473,
        -2.819834,
        -0.745799,
        -1.103005,
        1.399501,
        -5.182228,
        -0.047389,
        1.840275,
        -0.34166,
        0.284462,
        1.50209,
        0.230267,
        -1.204179,
        0.368945,
        0.128606,
        0.322065
      ],
      [
        0.495108,
        1.032922,
        2.545247,
        3.022238,
        0.545921,
        -0.792076,
        -0.166156,
        -0.320584,
        -0.072802,
        -0.091527,
        -0.179354,
        -0.810304,
        0.246024,
        -1.439807,
        -1.006687,
        1.317468,
        0.396225,
        -0.701713,
        0.16103
      ],
      [
        1.377378,
        2.844135,
        0.235131,
        0.370319,
        1.065977,
        1.72645,
        -1.681601,
        1.351727,
        0.715107,
        -0.937554,
        0.132692,
        -3.065224,
        -0.788429,
        -0.134986,
        0.410067,
        0.637203,
        -0.584876,
        -0.838255,
        -1.118148
      ],
      [
        -1.161171,
        -0.862658,
        1.44659,
        -0.347316,
        -0.560987,
        1.149734,
        -1.058577,
        1.737799,
        -1.817471,
        -0.164429,
        0.328763,
        -2.122942,
        -1.647649,
        -0.104171,
        0.263169,
        0.741364,
        1.831593,
        0.522629,
        1.904871
      ],
      [
        0.237232,
        0.675657,
        2.640259,
        -0.350353,
        -2.032207,
        -0.032464,
        1.338695,
        1.061689,
        -0.090965,
        0.146196,
        -0.008601,
        -2.061813,
        -0.184058,
        -0.661903,
        0.236134,
        -1.212566,
        2.5002,
        -0.715383,
        -0.162412
      ],
      [
        2.414711,
        -1.219338,
        1.842294,
        -0.892567,
        1.765955,
        1.503509,
        0.285132,
        0.106068,
        -0.567663,
        0.363173,
        -0.175631,
        3.233143,
        1.05256,
        -0.508115,
        -1.263047,
        0.58407,
        0.26797,
        1.221104,
        0.152133
      ],
      [
        -1.281479,
        1.354851,
        0.300801,
        -2.954143,
        1.498673,
        -0.077106,
        -0.380866,
        0.016136,
        0.790167,
        -0.059733,
        0.808665,
        0.275944,
        -0.94974,
        0.476579,
        0.11158,
        0.203081,
        0.124231,
        0.71829,
        -0.351035
      ],
      [
        -2.208804,
        -1.676579,
        2.67743,
        3.026558,
        -0.39123,
        -2.586319,
        -1.282493,
        2.97081,
        1.117537,
        -1.54951,
        2.703842,
        -2.273928,
        0.249918,
        0.459059,
        -0.267546,
        2.343903,
        0.728739,
        0.066072,
        -0.739607
      ]
    ],
    "b1": [
      1.843756,
      -1.958675,
      -3.109189,
      -1.951308,
      -0.923113,
      -1.635223,
      -2.724683,
      -0.957449
    ],
    "W2": [
      [
        0.322713,
        -1.673628,
        0.284764,
        -0.267997,
        -2.892365,
        -0.4659,
        -2.275743,
        0.886153
      ],
      [
        0.343761,
        -1.317095,
        -1.335244,
        0.413609,
        1.860307,
        -1.208948,
        0.636254,
        0.391827
      ]
    ],
    "b2": [
      1.652891,
      1.962816
    ],
    "hidden_units": 8,
    "input_count": 19,
    "layout": "flat vector = W1 (8x19 row-major), b1(8), W2 (2x8 row-major: bid row then ask row), b2(2)",
    "weight_fixed_point_scale": 1000000,
    "feature_fixed_point_scale": 1000000,
    "output_unit_fee": 0.0001,
    "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_amountY",
      "step_trade_count",
      "prev_bid_fee",
      "prev_ask_fee",
      "steps_since_arb_like_print",
      "router_implied_vanilla_spot"
    ],
    "feature_multipliers": [
      1000,
      2,
      500,
      500,
      500,
      1,
      500,
      500,
      2,
      2,
      1000000,
      1,
      500,
      0.05,
      0.5,
      333.333333,
      333.333333,
      0.125,
      500
    ],
    "feature_offsets": [
      -1,
      -1,
      -1,
      -1,
      -1,
      -1,
      0,
      0,
      -1,
      -1,
      -1,
      0,
      -1,
      -1,
      -0.5,
      -1,
      -1,
      -1,
      0
    ],
    "feature_clip": [
      -4,
      4
    ],
    "hidden_relu_clip": [
      0,
      4
    ],
    "toxicity_anchor": {
      "count_cap": 674,
      "linear_k_wad": 712696014807650816,
      "quadratic_k_wad": 1295240753826310656
    }
  },
  "notes": [
    "Fallback branch completed; this is an evaluation of existing IB, not a trained improvement or a top-10 claim.",
    "After completing the prescribed 512-seed block, the as-many-as-fit fallback continues on ascending fresh seeds. New chunks stop launching at 19:42 UTC, reserving the maximum per-command runtime plus final validation/upload time; stopping is independent of observed gains.",
    "Gate B uses prescribed replica seeds 7132768..7133279; all real evaluation seeds start at 7564000. Each seed is run once per arm, paired across arms, with no candidate selection on these real results.",
    "The speed benchmark precedes other compute workloads and excludes Numba compilation. Uses the supplied IB port without rebuilding it from Solidity. Replica STRATEGY block imports IB strat_init/strat_after; market engine unchanged.",
    "Real retail/arb deltas are explicitly labeled volume. Edge decomposition is unavailable from the installed batch result; no edge split is invented.",
    "vs_IB is null because no separate candidate exists in the mandated fallback. Holdout and search are not performed.",
    "All supplied SHA256 values and pinned wheel checksum verified. Sources quote hash passages to identify exact input artifacts; all reported evaluation statistics are newly measured locally.",
    "Temporary checkout, dependencies, scripts and logs are entirely under test/scratch; only result.json and sources.json are delivered."
  ],
  "input_hashes": {
    "HA_code": "99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe",
    "T_code": "ebd9de9bf6af6e55d5e308fd15dbb88edec11fd684891d02a30aec185acd19b3",
    "replica_source": "1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c",
    "RS2_port": "9eac3553357528b06eeae3ed8d18283d83401e1968145ceba16be356a147e271",
    "IB_code": "301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686",
    "IB_port": "f63227c5e0f63633efd132d6fb402ede665e5c9cb24481911471e8dc20a3362d",
    "wheel": "aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a"
  }
}