# r5-cg-continue merge 02

The JSON object below transcribes the four supplied results. `k10` has no result file; its row contains nulls. `k06` ran no search, so its missing candidate holdout and real comparisons are null; its gas figures belong to the unchanged CG fallback. The `holdout.se` entries are the items' paired standard errors for `over_CG`. `k06` reports three replica speed readings, all retained. [k06](../../../../../../.imd/reads/artifacts/item-k06), [k07](../../../../../../.imd/reads/artifacts/item-k07), [k08](../../../../../../.imd/reads/artifacts/item-k08), [k09](../../../../../../.imd/reads/artifacts/item-k09).

`best` is k07 because it is reported valid, reports all gates passed, and has the highest reported holdout `over_CG` (+0.00567677511544408). Its real-engine `vs_CG` result is +0.012292115408336524 (SE 0.009340649957697306, n=512); the item itself says this does not establish improvement over CG. k08 reports a smaller holdout gain and a negative real `vs_CG`; k09 froze unchanged CG. These are reported results, not a demonstrated leaderboard improvement. [k07](../../../../../../.imd/reads/artifacts/item-k07), [k08](../../../../../../.imd/reads/artifacts/item-k08), [k09](../../../../../../.imd/reads/artifacts/item-k09).

The assignment flags failed source rereads for k06 (1 citation), k07 (3), k08 (1), and k09 (1). The affected external claims cannot be identified or independently confirmed from the supplied result files; the gate, training, and real-engine values below remain item-reported. In particular, treat claims of upstream artifact provenance and the real reference used by gate B as uncorroborated by this merge. The four result-file SHA-256 values and each embedded compressed Solidity source's declared `code_sha256` were checked locally. The items' `over_IB` holdout values for k07–k09 are derived in those items from `over_T` and a fixed 1.7690 reference, rather than direct paired IB replica runs. [k06](../../../../../../.imd/reads/artifacts/item-k06), [k07](../../../../../../.imd/reads/artifacts/item-k07), [k08](../../../../../../.imd/reads/artifacts/item-k08), [k09](../../../../../../.imd/reads/artifacts/item-k09).

```json
{
  "rows": [
    {
      "key": "k06",
      "result_sha256": "c55462bd8f69f2196b1794299a9dc537db009740de6bc55fc6bc53632918a6ad",
      "blocked": null,
      "markets_per_s": [
        77.3,
        53.9,
        52.7
      ],
      "search_minutes": 0,
      "generations": 0,
      "settings": {
        "planned": "CMA-ES over 178 head weights from CG params, CMA_stds per group W1 0.16007274507182634 / b1 0.18564858000307327 / W2 0.12726224434596164 / b2 0.1185932470281719, popsize 32, 128 markets/gen, sigma0 0.13 capped at 0.13*0.5^(min/40), ES seed 606, train seeds from 1550000000, monitor 30000000..30002047"
      },
      "holdout": {
        "over_T": null,
        "over_CG": null,
        "over_IB": null,
        "se": null
      },
      "real": {
        "vs_IB": null,
        "vs_CG": null
      },
      "afterSwap_peak": 235599,
      "OOG": 0,
      "gates": {
        "A": {
          "passed": true,
          "what": "CG port (cg_port.py) with W=[1]+mult+off+W1+b1+W2+b2 (217) vs CG.sol EVM",
          "sequences": 50,
          "swap_callbacks": 100000,
          "seeds": [
            310000,
            310049
          ],
          "segments": [
            "0..16",
            "17..49"
          ],
          "segment_note": "segment 17..49 figures come from its printed progress line; the script errored after the loop in an optional speed replay so no JSON was written for it",
          "max_abs_fee_difference_bps": 8.814065310946972e-05,
          "callbacks_over_0_01_bps": 0,
          "threshold_bps": 0.01
        },
        "B": {
          "passed": true,
          "seeds": [
            7232768,
            7233279
          ],
          "n": 512,
          "replica_CG_minus_T": 1.920372244773669,
          "se": 0.04445924198500627,
          "real_reference": 2.0,
          "abs_error": 0.07962775522633092,
          "threshold": 0.15,
          "retail_delta": 4.78667942995755,
          "arb_delta": -2.866307185183879,
          "T_arm": "CG port with all 178 head weights zero; checked identical (max edge diff 0.0) to kit TH_T on 64 replica markets"
        },
        "C": {
          "passed": null,
          "note": "not applicable: no search, so no new frozen candidate. Emitter check: emit(CG params) reproduces CG.sol byte-for-byte, and gate A already compares that code to its port."
        }
      },
      "valid": null,
      "code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b"
    },
    {
      "key": "k07",
      "result_sha256": "4a60ee04c7c11e6161a302a0dd6e7854120a624887998b70fc23dcc265a65373",
      "blocked": null,
      "markets_per_s": 415.27010126360835,
      "search_minutes": 75.33525808918445,
      "generations": 143,
      "settings": {
        "architecture": "19-8-2",
        "dimension": 178,
        "population": 32,
        "sigma0": 0.06,
        "sigma_cap": "0.06 * 0.5 ** (elapsed_training_minutes / 40)",
        "CMA_stds": {
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          "b1": 0.18564858000307327,
          "W2": 0.12726224434596164,
          "b2": 0.1185932470281719,
          "rule": "0.1*rms of HA W1 (13 old cols)/b1/W2/b2; new W1 columns start at 0 with W1 std"
        },
        "ES_seed": 607,
        "train_markets_per_generation": 512,
        "train_seed_start": 1560000000,
        "train_seed_end": 1560073215,
        "shared_markets_across_proposals": true,
        "monitor_seeds": [
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        ],
        "monitor_every": 10,
        "monitor_points": [
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          "generation best"
        ],
        "selection": "best rounded monitor point; CG retained if no point improves",
        "weight_rounding": 1e-06,
        "procs": 8,
        "segments_max_command_seconds": 470
      },
      "holdout": {
        "over_T": 1.9575940673090875,
        "over_CG": 0.00567677511544408,
        "over_IB": 0.18859406730908757,
        "se": 0.0025137612881056637
      },
      "real": {
        "vs_IB": {
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          "mean_diff": 0.17535356500538585,
          "se": 0.01970072003506111,
          "sum": 179.5620505655151,
          "sumsq": 438.0610203316767
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        "vs_CG": {
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          "se": 0.009340649957697306,
          "sum": 6.2935630890683,
          "sumsq": 22.904162342544254
        }
      },
      "afterSwap_peak": 238448,
      "OOG": 0,
      "gates": {
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          "max_fee_diff_bps": 8.814065310946972e-05,
          "seeds": [
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          "threshold_bps": 0.01
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        "B": {
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          "real_reference": 2.0,
          "absolute_error": 0.07962775522633092,
          "passed": true
        },
        "C": {
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          "max_fee_diff_bps": 0.00012367863025386505,
          "seeds": [
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          ],
          "threshold_bps": 0.1
        },
        "kit_unit_tests": {
          "passed": true,
          "n": 9
        },
        "emitter_baseline_source_exact": true
      },
      "valid": true,
      "code_sha256": "1a08a19cb6038bac950a3a00af1c2239d96f39ac72d76a543acaa5c6c974ae61"
    },
    {
      "key": "k08",
      "result_sha256": "f1a02b72ed5b5c2261da70bffa6b0173feaf727aa0f7e72dadf50a5622766307",
      "blocked": null,
      "markets_per_s": 304.89692291964883,
      "search_minutes": 40.74077435731888,
      "generations": 40,
      "settings": {
        "algorithm": "cma.CMAEvolutionStrategy (cma 4.5.0) over the 178 head weights (W1 rows, b1, W2 rows, b2), starting at CG params",
        "CMA_stds": {
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          "b1": 0.18564858000307327,
          "W2": 0.12726224434596164,
          "b2": 0.1185932470281719
        },
        "popsize": 16,
        "sigma0": 0.03,
        "sigma_cap": "sigma=min(sigma,0.03*0.5**(minutes/40)) applied before ask and after tell",
        "es_seed": 608,
        "markets_per_generation": 1024,
        "same_markets_for_all_proposals": true,
        "training_seeds": [
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          1570040959
        ],
        "fitness": "mean replica edge (weights rounded 1e-6)",
        "monitor_seeds": [
          30000000,
          30002047
        ],
        "monitor_rule": "every 10 generations: ES mean and generation-best proposal, paired gain over CG on monitor; freeze max (CG if none beats it)",
        "processes": 4
      },
      "holdout": {
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        "over_CG": 0.0021010943541608512,
        "over_IB": 0.18501838654780434,
        "se": 0.0016340299194396177
      },
      "real": {
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          "mean_diff": 0.11491838346108563,
          "se": 0.05784618878729636,
          "sum": 58.83821233207584,
          "sumsq": 882.2297654243565
        },
        "vs_CG": {
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          "mean_diff": -0.04220597965497963,
          "se": 0.048652853788024586,
          "sum": -21.60946158334957,
          "sumsq": 620.2212032394207
        }
      },
      "afterSwap_peak": 237632,
      "OOG": 0,
      "gates": {
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          "sequences": 50,
          "swap_callbacks": 100000,
          "max_fee_diff_bps": 8.814065310946972e-05,
          "share_above_0_01_bps": 0.0,
          "seeds": [
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          ],
          "note": "CG port with W=[1]+multipliers+offsets+178 head weights (217) against CG.sol; the emitter reproduces CG.sol byte-for-byte from CG params"
        },
        "B": {
          "passed": true,
          "n": 512,
          "seeds": [
            7232768,
            7233279
          ],
          "replica_CG_minus_T": 1.920372244773669,
          "se": 0.04445924198500627,
          "target_real": 2.0,
          "error": -0.07962775522633092,
          "tolerance": 0.15,
          "retail_delta": 4.78667942995755,
          "arb_delta": -2.866307185183879
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        "C": {
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          "max_fee_diff_bps": 4.658967827037095e-05,
          "seeds": [
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        }
      },
      "valid": true,
      "code_sha256": "0fd2ca4331c5aded340c06ba3a499e8c29fa477cbb24f102320b98cf45152677"
    },
    {
      "key": "k09",
      "result_sha256": "c774b72b3cbe03cd9e4750ae35601994fbf33532b3b1a958785568f9fe5703a7",
      "blocked": null,
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      "generations": 336,
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        "sigma0": 0.13,
        "sigma_ceiling": ".13 * 0.5 ** (elapsed_training_minutes / 40)",
        "sigma_cap_application": "before each proposal generation; also clamped after updates from segment 5 onward",
        "seed": 609,
        "CMA_stds": {
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          "rule": "0.1*rms of HA W1 (13 old cols)/b1/W2/b2; new W1 columns start at 0 with W1 std"
        },
        "train_markets_per_generation": 128,
        "same_markets_for_every_proposal": true,
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        "monitor_seeds": [
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        ],
        "monitor_every_generations": 10,
        "monitor_points": [
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        ],
        "selection": "best monitor point, CG retained unless beaten",
        "weight_rounding": 1e-06,
        "processes": 8
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      "holdout": {
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          "initialization_callbacks": 50,
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          "coverage": {
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            "buy": 50135,
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    {
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",
    "code_sha256": "1a08a19cb6038bac950a3a00af1c2239d96f39ac72d76a543acaa5c6c974ae61"
  }
}
```