```json
{
  "rows": [
    {
      "key": "q06",
      "result_sha256": "920ba04316a85154fc66d10550377269e2e2cd74a79f1629afc4bbd1908610cf",
      "blocked": null,
      "markets/s": "189.51109780368316",
      "search_minutes": "0",
      "generations": "0",
      "settings": {
        "rule": "Under 200 markets/s: no search; CG and HA on 1024 real seeds from 8140000",
        "measured_markets_per_second": "189.51109780368316"
      },
      "holdout": {
        "n": "8192",
        "seeds": [
          "40000000",
          "40008191"
        ],
        "over_T": "1.9519172921936434",
        "over_CG": "0.0",
        "over_IB": "0.1829172921936435",
        "se": "0.011938004553452971",
        "vs_T": {
          "n": "8192",
          "mean_diff": "1.9519172921936434",
          "se": "0.011938004553452971",
          "sum": "15990.106457650327",
          "sumsq": "40774.28149682066",
          "worst5": [
            [
              "40000312",
              "-9.959248211344743"
            ],
            [
              "40002867",
              "-4.3626491889311865"
            ],
            [
              "40002479",
              "-3.854714572728085"
            ],
            [
              "40001544",
              "-3.661512664777206"
            ],
            [
              "40002732",
              "-3.2902858919417213"
            ]
          ],
          "retail_delta": "4.793449986715062",
          "arb_delta": "-2.841532694521419"
        },
        "vs_CG": {
          "n": "8192",
          "mean_diff": "0.0",
          "se": "0.0",
          "sum": "0.0",
          "sumsq": "0.0",
          "retail_delta": "0.0",
          "arb_delta": "0.0"
        },
        "frozen_code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b",
        "se_basis": "over_T (also over_IB, a fixed subtraction)",
        "se_over_T": "0.011938004553452971",
        "se_over_CG": "0.0",
        "se_over_IB": "0.011938004553452971"
      },
      "real": {
        "vs_IB": null,
        "seeds": [
          "8140000",
          "8141023"
        ],
        "n": "1024",
        "vs_CG": {
          "n": "1024",
          "mean_diff": "0.0",
          "se": "0.0",
          "sum": "0.0",
          "sumsq": "0.0",
          "worst5": [
            [
              "8140000",
              "0.0"
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            [
              "8140001",
              "0.0"
            ],
            [
              "8140002",
              "0.0"
            ],
            [
              "8140003",
              "0.0"
            ],
            [
              "8140004",
              "0.0"
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          ],
          "retail_delta": "0.0",
          "arb_delta": "0.0"
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        "vs_HA": {
          "n": "1024",
          "mean_diff": "0.8292160850501822",
          "se": "0.021229090620818087",
          "sum": "849.1172710913866",
          "sumsq": "1176.206451640685",
          "worst5": [
            [
              "8140740",
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              "8140425",
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          "retail_delta": "0.7278926375903099",
          "arb_delta": "0.10132344745987354"
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        "means": {
          "cg": {
            "edge": "525.8339280579921",
            "retail": "554.0474457294026",
            "arb": "-28.213517671410642"
          },
          "HA": {
            "edge": "525.0047119729418",
            "retail": "553.3195530918124",
            "arb": "-28.31484111887052"
          }
        },
        "max_abs_arb_volume_reconstruction_error": {
          "cg": "0.00010336543346056715",
          "HA": "0.00011270127288298681"
        },
        "protocol": "Each arm alone against 30 bps Vanilla; amm_sim_rs.run_batch(arm, Vanilla, configs, 8); seed-specific MatchRunner draw order; 10000 steps; no repeated seeds within arm."
      },
      "afterSwap_peak": "235614",
      "OOG": "0",
      "gates": {
        "A": {
          "sequences": "50",
          "swap_callbacks": "100000",
          "initialization_callbacks": "50",
          "fee_comparisons": "200100",
          "max_abs_fee_difference_bps": "8.814065310946972e-05",
          "mean_abs_fee_difference_bps": "3.077533210885616e-06",
          "share_above_0_01_bps": "0.0",
          "seed_start": "310000",
          "seed_end": "310049",
          "coverage": {
            "arb": "24138",
            "retail": "75862",
            "zero_trade_steps": "10073",
            "same_step_callbacks": "60005",
            "gap_gt_1": "24025",
            "gap_gt_8": "6538",
            "buy": "50135",
            "sell": "49865",
            "max_gap": "34",
            "max_trades_per_step": "4"
          },
          "passed": true,
          "threshold_bps": "0.01",
          "description": "CA port restored to T constants, with frozen CG params; EVM replay against CG source"
        },
        "B": {
          "n": "512",
          "mean_diff": "1.920372244773669",
          "se": "0.04445924198500627",
          "sum": "983.2305893241186",
          "sumsq": "2405.3168760905874",
          "worst5": [
            [
              "7232891",
              "-3.049476778511462"
            ],
            [
              "7232972",
              "-1.5349029608594265"
            ],
            [
              "7232818",
              "-1.2441312059794427"
            ],
            [
              "7233140",
              "-1.043859456960604"
            ],
            [
              "7232842",
              "-0.6690038527066235"
            ]
          ],
          "retail_delta": "4.78667942995755",
          "arb_delta": "-2.866307185183879",
          "reference": "2.0",
          "absolute_error": "0.07962775522633092",
          "passed": true
        },
        "C": {
          "sequences": "50",
          "swap_callbacks": "100000",
          "initialization_callbacks": "50",
          "fee_comparisons": "200100",
          "max_abs_fee_difference_bps": "8.814065310946972e-05",
          "mean_abs_fee_difference_bps": "3.077533210885616e-06",
          "share_above_0_01_bps": "0.0",
          "seed_start": "310000",
          "seed_end": "310049",
          "coverage": {
            "arb": "24138",
            "retail": "75862",
            "zero_trade_steps": "10073",
            "same_step_callbacks": "60005",
            "gap_gt_1": "24025",
            "gap_gt_8": "6538",
            "buy": "50135",
            "sell": "49865",
            "max_gap": "34",
            "max_trades_per_step": "4"
          },
          "passed": true,
          "threshold_bps": "0.1",
          "description": "Frozen policy is byte-identical unchanged CG; Gate A replay directly validates the frozen source and port",
          "code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b"
        }
      },
      "valid": true,
      "code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b",
      "line": []
    },
    {
      "key": "q07",
      "result_sha256": "ebdae89e916ea580e3f76841def26d647d8fda79cd3b02869c7498f25ced7256",
      "blocked": null,
      "markets/s": "73.5",
      "search_minutes": "0",
      "generations": "0",
      "settings": "none: replica measured 73.5 markets/s (<200), so per the brief no search was run; no CMA-ES, no line search, no monitor/holdout seeds consumed",
      "holdout": {
        "over_T": null,
        "over_CG": null,
        "over_IB": null,
        "se": null
      },
      "real": {
        "vs_IB": null,
        "seeds": [
          "8144000",
          "8144511"
        ],
        "vs_CG": null,
        "vs_HA_CG_minus_HA": {
          "n": "512",
          "mean_diff": "0.8337773834686922",
          "se": "0.030744919413384888",
          "sum": "426.8940203359704",
          "sumsq": "603.2422455392026",
          "worst5": [
            [
              "8144106",
              "-1.5917196045746778"
            ],
            [
              "8144446",
              "-1.3159609543282613"
            ],
            [
              "8144430",
              "-1.1257987540894874"
            ],
            [
              "8144507",
              "-0.7796423268179069"
            ],
            [
              "8144060",
              "-0.7263713461194357"
            ]
          ],
          "retail_delta": "0.7342963879177614",
          "arb_delta": "0.09948099555093068"
        },
        "means": {
          "HA": {
            "edge": "533.4579393339905",
            "retail": "563.6006758141477",
            "arb": "-30.142736480157218"
          },
          "CG": {
            "edge": "534.2917167174592",
            "retail": "564.3349722020655",
            "arb": "-30.043255484606284"
          }
        },
        "protocol": "each arm alone vs 30 bps VanillaStrategy via amm_sim_rs.run_batch(code, vanilla, configs, 8); configs from sim.market_config (MatchRunner draw order) ; 512 of 1024 seeds because real-engine runs were slowed by machine load (64 seeds took 90-240 s per arm); edge/retail/arb decomposition as in kit harness.decompose",
        "arms": "HA and CG paired on the same 512 seeds, no seed reused"
      },
      "afterSwap_peak": "238373",
      "OOG": "0",
      "gates": {
        "A": "not run: speed under 200 markets/s so the brief says no search",
        "B": "not run (same reason)",
        "C": "not run (same reason); no new Solidity was emitted, candidate is CG unchanged"
      },
      "valid": true,
      "code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b",
      "line": []
    },
    {
      "key": "q08",
      "result_sha256": "d831784b52bec207b462f23dadbb564b2d6f67cf96058f34ef4c69f8ee1ade05",
      "blocked": null,
      "markets/s": "294.0453731677356",
      "search_minutes": "74.99347456233421",
      "generations": "364",
      "settings": {
        "algorithm": "CMA-ES",
        "dimension": "33",
        "names": [
          "SIGNAL_THRESHOLD",
          "DIR_DECAY",
          "ACT_DECAY",
          "SIZE_DECAY",
          "TOX_DECAY",
          "SIGMA_DECAY",
          "LAMBDA_DECAY",
          "SIZE_BLEND_DECAY",
          "TOX_BLEND_DECAY",
          "ACT_BLEND_DECAY",
          "PHAT_ALPHA",
          "PHAT_ALPHA_RETAIL",
          "PHAT_ALPHA_SAME",
          "GATE_SIGMA_MULT",
          "MIN_GATE",
          "TRADE_TOX_BOOST",
          "STALE_ATTRACT_FRAC",
          "BASE_FEE",
          "SIGMA_COEF",
          "LAMBDA_COEF",
          "FLOW_SIZE_COEF",
          "TOX_COEF",
          "TOX_QUAD_COEF",
          "ACT_COEF",
          "DIR_COEF",
          "DIR_TOX_COEF",
          "STALE_DIR_COEF",
          "SIGMA_TOX_COEF",
          "TAIL_KNEE",
          "TAIL_SLOPE_PROTECT",
          "TAIL_SLOPE_ATTRACT",
          "ANCHOR_LINEAR_K",
          "ANCHOR_QUADRATIC_K"
        ],
        "population": "16",
        "sigma0": "0.06",
        "constant_coordinate_std": "0.05",
        "initial_effective_std": "0.003",
        "step_cap": "0.003 * 0.5**(training_minutes/40), applied before ask to maximum coordinate std",
        "coordinate": "log multiplier from T constants",
        "bounds": "positive values; decays, alphas and tail slopes <=1, as described in CA settings",
        "fixed_weights": "CG, 178 weights; feature scaling fixed",
        "seed": "638",
        "train_n": "256",
        "train_start": "1870000000",
        "train_end": "1870093183",
        "monitor": [
          "30000000",
          "30002047"
        ],
        "monitor_every": "10",
        "selected": "maximum monitor mean gain versus CG among line, ES mean and generation best",
        "selected_generation": "290",
        "selected_source": "generation_best",
        "best_monitor_over_CG": "0.1308751299965207",
        "processes": "8",
        "segments": "each timeout 470 seconds, nominal training 390 seconds; final segment 120 seconds"
      },
      "holdout": {
        "n": "8192",
        "over_T": "2.089515836181932",
        "over_CG": "0.13759854398828833",
        "over_IB": "0.32051583618193225",
        "se": "0.008076057937038276"
      },
      "real": {
        "vs_IB": null,
        "seeds": {
          "start": "8148000",
          "end": "8149023",
          "n": "1024",
          "fresh": true
        },
        "vs_CG": {
          "n": "1024",
          "mean_diff": "0.13518999154877892",
          "se": "0.021938533497561606",
          "sum": "138.43455134594961",
          "sumsq": "522.9009598823784",
          "worst5": [
            [
              "8148221",
              "-2.382840975729664"
            ],
            [
              "8148406",
              "-2.042738469179085"
            ],
            [
              "8148262",
              "-1.9859409723731005"
            ],
            [
              "8148960",
              "-1.8396534871733365"
            ],
            [
              "8148113",
              "-1.782429128070703"
            ]
          ],
          "retail_delta": "-0.4099388870616468",
          "arb_delta": "0.5451288786104249"
        }
      },
      "afterSwap_peak": "238185",
      "OOG": "0",
      "gates": {
        "A": {
          "sequences": "50",
          "swap_callbacks": "100000",
          "initialization_callbacks": "50",
          "callbacks": "100050",
          "fee_comparisons": "200100",
          "max_abs_fee_difference_bps": "8.814065310946972e-05",
          "mean_abs_fee_difference_bps": "3.077533210885616e-06",
          "share_above_0_01_bps": "0.0",
          "callback_share_above_0_01_bps": "0.0",
          "first_divergence": null,
          "cause": null,
          "coverage": {
            "arb": "24138",
            "retail": "75862",
            "zero_trade_steps": "10073",
            "same_step_callbacks": "60005",
            "gap_gt_1": "24025",
            "gap_gt_8": "6538",
            "buy": "50135",
            "sell": "49865",
            "max_gap": "34",
            "max_trades_per_step": "4"
          },
          "seed_start": "310000",
          "seed_end": "310049",
          "njit_compiles": true,
          "speed": {
            "python_to_njit_seconds": "1.384250690229237",
            "evm_adapter_seconds": "33.39542253455147",
            "python_to_njit_callbacks_per_second": "72277.37049813668",
            "evm_adapter_callbacks_per_second": "2995.9195724050674",
            "native_replay_callbacks": "2000000",
            "native_replay_seconds": "4.4981287978589535",
            "native_replay_callbacks_per_second": "444629.331412647",
            "native_checksum": "30378.735581701032",
            "warm_compile_excluded": true
          },
          "wall_seconds": "60.08204158535227",
          "passed": true
        },
        "B": {
          "n": "512",
          "mean_diff": "1.920372244773669",
          "se": "0.04445924198500627",
          "worst5": [
            [
              "7232891",
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            [
              "7232842",
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          ],
          "retail_delta": "4.78667942995755",
          "arb_delta": "-2.866307185183879",
          "passed": true,
          "reference_real_over_T": "2.0",
          "error_vs_reference": "-0.07962775522633092"
        },
        "C": {
          "sequences": "50",
          "swap_callbacks": "100000",
          "initialization_callbacks": "50",
          "callbacks": "100050",
          "fee_comparisons": "200100",
          "max_abs_fee_difference_bps": "0.00025476792668566173",
          "mean_abs_fee_difference_bps": "3.0599863598442925e-06",
          "share_above_0_01_bps": "0.0",
          "callback_share_above_0_01_bps": "0.0",
          "first_divergence": null,
          "cause": null,
          "coverage": {
            "arb": "24387",
            "retail": "75613",
            "zero_trade_steps": "10132",
            "same_step_callbacks": "59977",
            "gap_gt_1": "24086",
            "gap_gt_8": "6573",
            "buy": "50188",
            "sell": "49812",
            "max_gap": "34",
            "max_trades_per_step": "4"
          },
          "seed_start": "310000",
          "seed_end": "310049",
          "njit_compiles": true,
          "speed": {
            "python_to_njit_seconds": "0.7192250271327794",
            "evm_adapter_seconds": "19.794345937669277",
            "python_to_njit_callbacks_per_second": "139108.0624639183",
            "evm_adapter_callbacks_per_second": "5054.473651973599",
            "native_replay_callbacks": "2000000",
            "native_replay_seconds": "1.0570068913511932",
            "native_replay_callbacks_per_second": "1892135.2513069804",
            "native_checksum": "30386.969507961592",
            "warm_compile_excluded": true
          },
          "wall_seconds": "32.17173056397587",
          "passed": true
        }
      },
      "valid": true,
      "code_sha256": "c45fc951535b9ee6cbd61c721844e9d3d3895c71818b4da71fd021dd9d1ce55b",
      "line": [
        {
          "t": "0.0",
          "monitor_gain_over_CG": "0.0"
        },
        {
          "t": "0.25",
          "monitor_gain_over_CG": "0.07227005035537484"
        },
        {
          "t": "0.5",
          "monitor_gain_over_CG": "0.10808667214258333"
        },
        {
          "t": "0.75",
          "monitor_gain_over_CG": "0.10919975660639192"
        },
        {
          "t": "1.0",
          "monitor_gain_over_CG": "0.09481472649577691"
        }
      ]
    },
    {
      "key": "q09",
      "result_sha256": "0533a624d103303ff3ab7b9a7976b80a3dbf9cf2f56de001923bfea65ead7eca",
      "blocked": null,
      "markets/s": "187.9874965392789",
      "search_minutes": "0",
      "generations": "0",
      "settings": {
        "mode": "mandatory under-200 markets/s fallback",
        "cutoff_markets_per_second": "200",
        "requested_real_n": "1024",
        "optimization_performed": false
      },
      "holdout": {
        "n": "8192",
        "over_T": "1.9519172921936434",
        "over_CG": "0.0",
        "over_IB": "0.1829172921936435",
        "se": "0.011938004553452971",
        "paired_vs_T": {
          "n": "8192",
          "mean_diff": "1.9519172921936434",
          "se": "0.011938004553452971",
          "worst5": [
            [
              "40000312",
              "-9.959248211344743"
            ],
            [
              "40002867",
              "-4.3626491889311865"
            ],
            [
              "40002479",
              "-3.854714572728085"
            ],
            [
              "40001544",
              "-3.661512664777206"
            ],
            [
              "40002732",
              "-3.2902858919417213"
            ]
          ],
          "retail_delta": "4.793449986715062",
          "arb_delta": "-2.841532694521419"
        },
        "seconds": "96.36040093912743",
        "over_CG_note": "Frozen policy is unchanged CG; identity difference, not a second simulation.",
        "engine": "replica",
        "seed_start": "40000000",
        "seed_end": "40008191",
        "once_only": true
      },
      "real": {
        "vs_IB": null,
        "seeds": {
          "start": "8152000",
          "end": "8153023",
          "n": "1024"
        },
        "vs_CG": {
          "n": "1024",
          "mean_diff": "0.0",
          "se": "0.0",
          "sum": "0.0",
          "sumsq": "0.0",
          "worst5": [
            [
              "8152000",
              "0.0"
            ],
            [
              "8152001",
              "0.0"
            ],
            [
              "8152002",
              "0.0"
            ],
            [
              "8152003",
              "0.0"
            ],
            [
              "8152004",
              "0.0"
            ]
          ],
          "retail_delta": "0.0",
          "arb_delta": "0.0"
        },
        "vs_CG_note": "Identity comparison: frozen candidate is CG; no third simulation arm.",
        "CG_vs_HA": {
          "n": "1024",
          "mean_diff": "0.8121446972390833",
          "se": "0.02282105939644601",
          "sum": "831.6361699728213",
          "sumsq": "1220.974774809733",
          "worst5": [
            [
              "8152073",
              "-2.744218056730233"
            ],
            [
              "8152059",
              "-2.725803719792566"
            ],
            [
              "8152235",
              "-2.5121520747461545"
            ],
            [
              "8152643",
              "-2.1848123781702498"
            ],
            [
              "8152908",
              "-1.9461858279920534"
            ]
          ],
          "retail_delta": "0.7048103562337237",
          "arb_delta": "0.1073343410053591"
        },
        "HA_vs_CG": {
          "n": "1024",
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"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",
    "code_sha256": "fc5472952e3eaea3d442c75d78e45bc75fb51765b2bb45e0dcbde2afbc0a1b36",
    "constants": {
      "SIGNAL_THRESHOLD": "0.001302153387942014",
      "DIR_DECAY": "0.6979397256234074",
      "ACT_DECAY": "0.6176964236532687",
      "SIZE_DECAY": "0.5150716110955792",
      "TOX_DECAY": "0.9886672595419778",
      "SIGMA_DECAY": "0.7115841941213791",
      "LAMBDA_DECAY": "0.996943338688845",
      "SIZE_BLEND_DECAY": "0.8408300514967585",
      "TOX_BLEND_DECAY": "0.05692313286828467",
      "ACT_BLEND_DECAY": "0.9893796208242354",
      "PHAT_ALPHA": "0.2511295204203442",
      "PHAT_ALPHA_RETAIL": "0.04700510426667785",
      "PHAT_ALPHA_SAME": "0.12474997119270873",
      "GATE_SIGMA_MULT": "6.107071110450771",
      "MIN_GATE": "0.026784267308337238",
      "TRADE_TOX_BOOST": "0.3158262440112427",
      "STALE_ATTRACT_FRAC": "1.0129692385216893",
      "BASE_FEE": "0.0003714694239057659",
      "SIGMA_COEF": "0.17134556787249358",
      "LAMBDA_COEF": "0.0011708131348699322",
      "FLOW_SIZE_COEF": "0.6492958354473853",
      "TOX_COEF": "0.03387710624419775",
      "TOX_QUAD_COEF": "1.428806710308421",
      "ACT_COEF": "10.167324130991446",
      "DIR_COEF": "0.002697726582010479",
      "DIR_TOX_COEF": "0.01093112349437601",
      "STALE_DIR_COEF": "0.6808202318292079",
      "SIGMA_TOX_COEF": "0.05571603001655015",
      "TAIL_KNEE": "0.05966925479526655",
      "TAIL_SLOPE_PROTECT": "0.7338294938354517",
      "TAIL_SLOPE_ATTRACT": "0.6981464846800121",
      "ANCHOR_LINEAR_K": "0.6594066630317558",
      "ANCHOR_QUADRATIC_K": "1.4200499301321767"
    },
    "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"
    ]
  },
  "sources": {
    "q06": {
      "input_path": ".imd/reads/artifacts/item-q06",
      "reported_result_path": "artifacts/goal/batches/r5-cg-joint/items/q06/result.json",
      "result_sha256": "920ba04316a85154fc66d10550377269e2e2cd74a79f1629afc4bbd1908610cf"
    },
    "q07": {
      "input_path": ".imd/reads/artifacts/item-q07",
      "reported_result_path": "artifacts/goal/batches/r5-cg-joint/items/q07/result.json",
      "result_sha256": "ebdae89e916ea580e3f76841def26d647d8fda79cd3b02869c7498f25ced7256"
    },
    "q08": {
      "input_path": ".imd/reads/artifacts/item-q08",
      "reported_result_path": "artifacts/goal/batches/r5-cg-joint/items/q08/result.json",
      "result_sha256": "d831784b52bec207b462f23dadbb564b2d6f67cf96058f34ef4c69f8ee1ade05"
    },
    "q09": {
      "input_path": ".imd/reads/artifacts/item-q09",
      "reported_result_path": "artifacts/goal/batches/r5-cg-joint/items/q09/result.json",
      "result_sha256": "0533a624d103303ff3ab7b9a7976b80a3dbf9cf2f56de001923bfea65ead7eca"
    },
    "q10": {
      "input_path": ".imd/reads/artifacts/item-q10",
      "reported_result_path": "artifacts/goal/batches/r5-cg-joint/items/q10/result.json",
      "result_sha256": "61c8061acc6d14e7bbfa204fde0dd0fb2d65ced95b25a777ea4c19ef550879a3"
    }
  },
  "provenance": {
    "scope": "This is a merge of the supplied result files. Every row is attributed to sources[row.key]. All performance, gate and gas values are reported by that item, not remeasured in this merge. Numeric tokens are copied as strings without rounding; missing fields are null. No pooled estimates, new deltas, or new performance statistics were computed.",
    "field_map": {
      "key": "/item",
      "result_sha256": "SHA-256 of the exact supplied result file bytes; checked against the requester pin",
      "blocked": "/blocked; absent in all supplied results, so null does not assert an explicit unblocked status",
      "markets/s": "/speed/markets_per_second",
      "search_minutes": "/search/minutes",
      "generations": "/search/generations",
      "settings": "/search/settings",
      "holdout": "/holdout copied in full; q07 is null at source and expanded to null required metrics",
      "real": "/real copied in full, with absent /real/vs_IB explicitly null. No HA comparison is relabelled IB.",
      "afterSwap_peak": "/gas/afterSwap_peak for q06 and q07; /gas/afterSwap_peak/Candidate for q08; /gas/CG/afterSwap_peak for unchanged-CG q09; /gas/afterSwap peak for q10",
      "OOG": "/gas/OOG for q06, q07 and q10; /gas/OOG/Candidate for q08; /gas/CG/OOG for unchanged-CG q09",
      "gates": "/gates copied in full",
      "valid": "/valid copied verbatim, not reclassified",
      "code_sha256": "/code_sha256",
      "line": "/line copied in full",
      "best": "All best fields other than result_sha256 come directly from the selected item; constants are port real units, while the embedded Solidity contains its frozen fixed point values.",
      "item_notes": "/notes copied verbatim for each item; retains setup, methodological and protocol limitations"
    },
    "verification": {
      "result_hashes": "All five result byte hashes match the requester pins.",
      "solidity_hashes": "Each supplied code_zb64 was base64-decoded, zlib-decompressed and SHA-256 checked against its code_sha256; all match.",
      "port_hash": "q10 port_zb64 was likewise decoded and checked against its port_sha256; it matches.",
      "upstream_scope": "Upstream artifact, checkout, wheel, setup and unit-test claims remain attributed item reports. This merge did not fetch or execute the upstream sources or rerun the engine."
    }
  },
  "merge_notes": [
    {
      "source": "q10 /holdout, /real/vs_CG, /gates, /gas, /valid; q08 /holdout; q06 and q09 /holdout; q07 /holdout and /gates",
      "note": "q10 is best under the requested rule: reported valid, every A/B/C gate passed, and highest reported holdout over_CG. q08 is the other trained candidate; q06 and q09 freeze unchanged CG with identity over_CG. q07 has no holdout or completed gates, so its reported valid=true does not make it eligible. This selection does not certify leaderboard rank."
    },
    {
      "source": "q06 /search, /notes; q07 /search, /real, /notes; q09 /search, /notes",
      "note": "q06, q07 and q09 report the below-cutoff fallback rather than training. Their CG-versus-HA results are retained under their original real keys. q07 completed only its reported fallback sample, and its null vs_CG remains null. Identity CG-versus-CG statistics in q06 and q09 are not independent engine comparisons."
    },
    {
      "source": "q06 /holdout/se_basis and /notes; q07 /holdout; q08 /holdout; q09 /holdout; q10 /holdout/paired and /notes",
      "note": "No item supplies real vs_IB. over_IB is a reference-adjusted replica value, not a separately simulated IB comparison; q07 did not measure it. Keep each reported holdout se as given. q06 explicitly bases it on over_T, and q10 paired data shows its headline se belongs to vs_CG; q08 and q09 do not explicitly label the headline se basis, so do not assume a shared basis or pool them."
    },
    {
      "source": "q06 /gates/B, q08 /gates/B, q09 /gates/B and q10 /gates/B",
      "note": "These gate B records contain the same reported replica gain and use the supplied real-reference gain. Preserve the stated pass flags; they are not fresh independent real confirmations. q09 additionally labels means as HA_mean and T_mean inside B; those labels are retained without reinterpretation."
    },
    {
      "source": "q06 /gates/C and /notes; q09 /gates/C and /notes; q10 /notes",
      "note": "q06 and q09 explicitly reuse gate A for gate C because their frozen candidate is unchanged CG. q10 reports a first-segment CMA mean-scoring protocol deviation; invalid mean scores were discarded and later monitoring used the bounded phenotype. Its reported gates and valid flag remain as supplied."
    },
    {
      "source": "requester brief: source-validation warning for q06 and q09",
      "note": "The requester flags one source for q06 and two for q09 as unreadable or not sustaining their quoted claims. The warning does not identify the URLs or affected passages, and the supplied result files do not resolve that mapping. Their external-source and upstream-verification claims therefore remain uncorroborated item reports. Their local metrics are retained with attribution, not independently certified. Neither item determines the selected trained candidate; no source-derived leaderboard or ranking claim is adopted."
    }
  ],
  "item_notes": {
    "q06": [
      "No search, interpolation line, or CMA training was performed: isolated measured throughput was below the explicit 200 markets/s cutoff. Frozen candidate is unchanged CG with T constants. The requested slower-replica CG-vs-HA branch was evaluated instead.",
      "CG-vs-CG metrics are exact identity comparisons computed from the same CG results, not an independently rerun arm. The meaningful new real comparison is real.vs_HA. Each arm uses fresh seeds 8140000..8141023 exactly once, in ascending 64-seed chunks; markets are never shared between strategies.",
      "All numeric measurements here are local evaluations, not source-reported performance. Gate B reference +2.00 and the over_IB subtraction 1.7690 are supplied brief values, not remeasured reference claims. No leaderboard placement or submission is claimed.",
      "Gate A uses the supplied CA port with all named constants restored to T and both anchor coefficients restored to T; head and affine feature scaling come from CG params. Dynamic parameter plumbing was used without changing callback/accounting formulas. Gate C reuses the identical source/port differential replay, because unchanged CG is the frozen candidate.",
      "Kit setup and all nine supplied unit tests passed. Pinned repository commit 6b6921f8d463314aa7c96234e1be25a25245f704; simulator wheel SHA-256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified; StarterStrategy validation passed.",
      "The first concurrent speed reading was excluded; the decision uses an isolated warmed 512-market benchmark, including fork-pool startup, eight workers and 10000 steps per market.",
      "Holdout was evaluated once after freezing unchanged CG, on 40000000..40008191; over_CG is identically zero. Retail and arb deltas on real runs use the kit reconstruction, checked against engine arb volume; total edge comes directly from the real engine.",
      "No optimized candidate exists, because the brief forbids search at this measured speed. No training curve or gains have been fabricated. Only the two requested JSON outputs are delivered; evaluation dependencies and disposable test scaffolding are not part of this offline data result."
    ],
    "q07": [
      "Brief rule: replica under 200 markets/s means no search; CG and HA go to the real engine on seeds from 8144000. Measured 73.5/s with the kit harness.",
      "Only 512 of the 1,024 seeds were run (allowed fallback) because of host load and the time limit; paired CG minus HA is +0.834 se 0.031.",
      "The candidate is CG unchanged: its weights are CG params and constants are T values (CA constants[name][0]). over_T, over_IB and holdout were not measured.",
      "I built a joint port (CA port with anchor constants as inputs) and replica wrapper under scratch for the search, but it was not used for results; it is not delivered.",
      "No source or leaderboard rank claim is made; this does not reach the top-10 goal (+3.1 over HA needed)."
    ],
    "q08": [
      "SETUP passed once; pinned wheel and every downloaded artifact/decoded source hash verified; all 9 kit unit tests passed.",
      "CA core port parameterized by concatenating W with its constants vector; two anchor literals exposed as constants. Gate A uses CG W and T constants; Gate C uses emitted WAD-rounded constants. CG head and feature scaling unchanged.",
      "The brief explicitly fixes CG weights and searches constants only. No head parameters were optimized; CG CMA_stds are inapplicable to fixed head weights. Constants use CMA_stds=0.05 and sigma0=0.06.",
      "CA provides descriptive bounds, not a numeric bounds array; used exactly its stated cap of one for decays, alpha and tail slopes, with log coordinates enforcing positivity.",
      "Monitor reused only for selection; holdout block evaluated once after freeze; real seeds evaluated once per arm in ascending disjoint chunks. No real result used to change the frozen policy.",
      "Replica RNG is distribution-matched, not bit-identical to Rust. Gate B is 1.9203722448 over T versus the provided real reference +2.00 (error -0.0796277552).",
      "Real total edge comes directly from the engine. Retail/arb split uses kit reconstruction with each policy actual initial BASE_FEE; arb-volume reconstruction checked per market.",
      "Constants are real units as in CA port; Solidity uses 1e18 fixed point. Curve: all rows when at most 30, else 29 evenly spaced rows plus selected generation. Real arms each used run_batch(strategy, Vanilla, configs, 8) and 10000-step MatchRunner configs.",
      "No live leaderboard submission performed. Search/runtime dependencies live in disposable scratch; outputs embed the frozen Solidity and parameters, not an offline engine/runtime bundle."
    ],
    "q09": [
      "Measured speed fell below 200 markets/s, so the brief's mandatory fallback was followed: no line scan or CMA-ES; compare unchanged CG and HA on 1,024 fresh real seeds.",
      "Frozen artifact is unchanged CG, not a newly trained candidate. vs_CG is computed by pairing the CG observations with themselves because the frozen candidate is CG; it is an identity comparison, not a separately simulated third arm. CG_vs_HA reports the fallback comparison; its inverse HA_vs_CG is also supplied.",
      "Each arm ran alone against 30bps VanillaStrategy with amm_sim_rs.run_batch(bytecode, VanillaStrategy, configs, 8). Configs use MatchRunner draw order and default ranges. Chunks have 64 seeds, with no repeated seed within an arm.",
      "CA core was reused with CG W and T constants. Its two literal anchor coefficients were exposed as TH entries. A combined vector carries W then TH so the existing replica can evaluate this port. Numba cross-module simulator caches were disabled after an initial stale-cache result; that result and its speed were discarded. Reported speed and gate B use the corrected simulator.",
      "Gate C reuses gate A: frozen code and frozen port are identical to those checked in A. No second differential run or fabricated independent observation is claimed.",
      "Retail/arb decomposition uses the supplied harness reconstruction, checked against engine arb volume; edge itself comes directly from the Rust engine.",
      "All named artifact JSON hashes and supplied decoded source hashes were verified. Nine original kit unit tests passed before adapting the port. Setup passed including StarterStrategy validation.",
      "All performance, gate, holdout, gas and real figures are local measurements. No leaderboard submission or ranking assertion was made. Nothing was fabricated.",
      "Only the two requested JSON outputs are delivered; installed setup dependencies and scratch programs are not an offline runtime bundle."
    ],
    "q10": [
      "All reported performance, differential and gas figures are local measurements. External sources identify pinned inputs; no leaderboard submission or ranking claim.",
      "CG head weights fixed throughout; only the 33 named constants searched. CA port modified to pass constants as runtime parameters and restore T constants for CG gates; frozen port preserves supplied W217 API.",
      "First segment scored raw CMA genotype means before boundary conversion was corrected. Those invalid mean scores were discarded; no invalid policy was frozen. Subsequent mean monitoring uses the bounded phenotype. This is a protocol deviation.",
      "CMA_stds=.5 with sigma0=.06 gives initial constants step .03. Weight CMA_stds are inapplicable because head weights are fixed.",
      "Retail/arb decomposition reconstructed using kit logic with each arm initial BASE_FEE; total edge comes directly from Rust.",
      "Holdout consumed exactly once after freeze. over_IB is over_T minus the requested fixed 1.7690 reference, not an independently simulated IB comparison.",
      "Nine kit unit tests passed. Search checkpoints saved after every generation. Each execution segment limited to 470 seconds.",
      "Curve contains at most 30 evenly spaced valid monitor records; detailed per-arm deltas are retained for holdout and real confirmation.",
      "Only requested JSON outputs delivered. Installed evaluation dependencies are disposable and not embedded as an offline runtime; Solidity relies on challenge base imports. Frozen source and port are embedded with hashes."
    ]
  },
  "selection_metadata": {
    "source": "q08 /search; q10 /search",
    "q08": {
      "selected_generation": "290",
      "selected_source": "generation_best",
      "best_monitor_over_CG": "0.1308751299965207"
    },
    "q10": {
      "selected": "340:mean",
      "monitor_gain_over_CG": "0.16648655237756219"
    }
  }
}
```