```json
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    {
      "key": "k19",
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      "blocked": null,
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        "x0": "CG params (frozen policy), not restart",
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        "sigma_cap": "0.13*0.5^(minutes/40) enforced after each tell",
        "es_seed": "619",
        "train_markets_per_generation": "128",
        "train_seeds": "1680000000+128*g .. +127 (common to all proposals); used 1680000000..1680025471",
        "fitness": "mean replica edge (equivalent to gain over T on common markets); proposals rounded to 1e-6",
        "monitor_seeds": [
          "30000000",
          "30002047"
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        "monitor_rule": "every 10 generations ES mean and generation-best, paired gain over CG on monitor; freeze best (CG if none beats it)",
        "processes": "6",
        "segments": "6 segments each under 8 minutes, checkpointed"
      },
      "holdout": {
        "n": "8192",
        "over_T": "1.9587273241818575",
        "over_CG": "0.006810031988213949",
        "over_IB": "0.18972732418185756",
        "se": {
          "over_T": "0.011923774348188166",
          "over_CG": "0.002937225860479581",
          "over_IB": null
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      },
      "real": {
        "seeds": {
          "candidate_IB": [
            "8072000",
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          "CG_HA": [
            "8072000",
            "8072511"
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        "vs_IB": {
          "n": "1024",
          "seeds": [
            "8072000",
            "8073023"
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          "mean_diff": "0.1790858858629683",
          "se": "0.022602996551160735",
          "sum": "183.38394712367955",
          "sumsq": "568.0310303008964",
          "worst5": [
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              "8072563",
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            [
              "8072099",
              "-3.8922050723436996"
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            [
              "8072863",
              "-2.9277069066534978"
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            [
              "8072974",
              "-2.4323108592932385"
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            [
              "8072336",
              "-2.1366234890709848"
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          ],
          "retail_delta": "-0.4489463075909758",
          "arb_delta": "0.6280321934539431"
        },
        "vs_CG": {
          "n": "512",
          "seeds": [
            "8072000",
            "8072511"
          ],
          "mean_diff": "0.010448686305722377",
          "se": "0.011093305700755798",
          "sum": "5.349727388529857",
          "sumsq": "32.2527060356099",
          "worst5": [
            [
              "8072234",
              "-0.9507836791633508"
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            [
              "8072306",
              "-0.7643147078478023"
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            [
              "8072485",
              "-0.7351665606620372"
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            [
              "8072435",
              "-0.7062496056379359"
            ],
            [
              "8072199",
              "-0.6725953535425333"
            ]
          ],
          "retail_delta": "-0.17236069407744847",
          "arb_delta": "0.18280938038316932"
        },
        "vs_HA": {
          "n": "512",
          "seeds": [
            "8072000",
            "8072511"
          ],
          "mean_diff": "0.8258383438366963",
          "se": "0.02946890241018569",
          "sum": "422.8292320443885",
          "sumsq": "576.3940623786665",
          "worst5": [
            [
              "8072354",
              "-1.7456782387546355"
            ],
            [
              "8072485",
              "-0.886895336090106"
            ],
            [
              "8072272",
              "-0.7784962641482025"
            ],
            [
              "8072336",
              "-0.7714922081587474"
            ],
            [
              "8072306",
              "-0.6865726446234248"
            ]
          ],
          "retail_delta": "0.5605819123727358",
          "arb_delta": "0.26525643146395605"
        },
        "means": {
          "Candidate": "526.3648640909304",
          "IB": "526.1857782050673",
          "CG": "525.5264574785264",
          "HA": "524.7110678209954"
        },
        "n_per_arm": {
          "Candidate": "1024",
          "IB": "1024",
          "CG": "512",
          "HA": "512"
        },
        "max_abs_arb_volume_error": "0.00010621343608363532",
        "protocol": "each arm alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X,Vanilla,configs,8), configs per MatchRunner._build_configs draw order (kit sim.market_config + build_config), 64-seed chunks, fresh seeds from 8072000; candidate and IB on 1024, CG and HA on first 512 (full counts as briefed)"
      },
      "afterSwap peak": "235617",
      "OOG": "0",
      "gates": {
        "A": {
          "passed": true,
          "threshold_bps": "0.01",
          "sequences": "50",
          "swap_callbacks": "100000",
          "seeds": [
            "310000",
            "310049"
          ],
          "max_fee_diff_bps": "8.814065310946972e-05",
          "share_above_0_01_bps": "0.0",
          "first_divergence": null
        },
        "B": {
          "passed": true,
          "seeds": [
            "7232768",
            "7233279"
          ],
          "n": "512",
          "replica_CG_minus_T": "1.920372244773669",
          "se": "0.04445924198500627",
          "real_target": "2.0",
          "error": "-0.07962775522633092",
          "tolerance": "0.15",
          "retail_delta": "4.78667942995755",
          "arb_delta": "-2.866307185183879"
        },
        "C": {
          "passed": true,
          "threshold_bps": "0.1",
          "sequences": "50",
          "swap_callbacks": "100000",
          "seeds": [
            "310000",
            "310049"
          ],
          "max_fee_diff_bps": "0.00014325371777701434",
          "share_above_0_01_bps": "0.0",
          "first_divergence": null
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      },
      "valid": true,
      "code_sha256": "362bc768b5a9fff8b4528332d28dea6479c158f99ae8d49bee182d179d56d84a"
    },
    {
      "key": "k20",
      "result_sha256": "1f35626f01a3fc34fce77ba8977d935022fda0ee92e2be7d9a304ea5dc227a8e",
      "blocked": null,
      "markets/s": "329.6836987553133",
      "search minutes": "78.91883961277392",
      "generations": "90",
      "settings": {
        "population": "16",
        "markets_per_generation": "1024",
        "ES_seed": "620",
        "sigma0": "0.03",
        "sigma_ceiling": ".03 * .5 ** (training_minutes / 40)",
        "CMA_stds": {
          "W1": "0.16007274507182634",
          "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"
        },
        "training_seed_start": "1690000000",
        "training_seed_end": "1690092159",
        "monitor_seeds": [
          "30000000",
          "30002047"
        ],
        "monitor_interval": "10",
        "initial_weights": "CG params, never restart",
        "weight_rounding": "1e-06"
      },
      "holdout": {
        "n": "8192",
        "over_T": "1.9519172921936434",
        "over_CG": "0.0",
        "over_IB": "0.1829172921936435",
        "se": {
          "over_T": "0.011938004553452971",
          "over_CG": "0.0",
          "over_IB": "0.011938004553452971"
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      },
      "real": {
        "seeds": {
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            "start": "8076000",
            "end": "8077023",
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          },
          "IB": {
            "start": "8076000",
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            "n": "1024"
          },
          "CG": {
            "start": "8076000",
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            "n": "512"
          },
          "HA": {
            "start": "8076000",
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        },
        "vs_IB": {
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          "mean_diff": "0.13792501109084482",
          "se": "0.01955704443715953",
          "sum": "141.2352113570251",
          "sumsq": "420.145448453257",
          "worst5": [
            [
              "8076746",
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              "8076958",
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              "8076264",
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              "8076750",
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          "retail_delta": "-0.3113594383542189",
          "arb_delta": "0.44928444944506274"
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        "vs_CG": {
          "n": "512",
          "mean_diff": "0.0",
          "se": "0.0",
          "sum": "0.0",
          "sumsq": "0.0",
          "worst5": [
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            [
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            [
              "8076002",
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            ],
            [
              "8076003",
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            [
              "8076004",
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          ],
          "retail_delta": "0.0",
          "arb_delta": "0.0"
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        "vs_HA": {
          "n": "512",
          "mean_diff": "0.782961300292021",
          "se": "0.032563685760963065",
          "sum": "400.8761857495148",
          "sumsq": "591.3034459433335",
          "worst5": [
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          "retail_delta": "0.6768565990372292",
          "arb_delta": "0.10610470125479254"
        },
        "run_batch_seconds": {
          "Frozen": "289.2031539492309",
          "IB": "887.4315335308202",
          "CG": "468.58323687454686",
          "HA": "434.0189290372655"
        },
        "candidate_alias": {
          "source": "CG",
          "n": "512",
          "seeds": [
            "8076000",
            "8076511"
          ],
          "reason": "Frozen bytecode/source identical to CG; shared observations, no repeated strategy-seed execution."
        }
      },
      "afterSwap peak": "237750",
      "OOG": "0",
      "gates": {
        "A": {
          "passed": true,
          "threshold_bps": "0.01",
          "sequences": "50",
          "swap_callbacks": "100000",
          "max_abs_fee_difference_bps": "8.814065310946972e-05",
          "seeds": [
            "310000",
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        },
        "B": {
          "n": "512",
          "mean_diff": "1.920372244773669",
          "se": "0.04445924198500627",
          "worst5": [
            [
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            [
              "7232842",
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          ],
          "retail_delta": "4.78667942995755",
          "arb_delta": "-2.866307185183879",
          "passed": true,
          "reference": "2.0",
          "threshold": "0.15"
        },
        "C": {
          "passed": true,
          "threshold_bps": "0.1",
          "sequences": "50",
          "swap_callbacks": "100000",
          "max_abs_fee_difference_bps": "8.814065310946972e-05",
          "seeds": [
            "310000",
            "310049"
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        }
      },
      "valid": true,
      "code_sha256": "e1ea8fcb105e00754d17061efbe4b299a634b0fcc1b5c293d65b631654b7204b"
    }
  ],
  "best": {
    "key": "k16",
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",
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      "claim_scope": "Experimental values and gate/valid status are item-reported; this merge checks input and embedded-code integrity, not experimental behavior."
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      "result_sha256": "d211f66a9a5fda4e279c667ebde8353b80e1a52b1b6a8087ecb8af0f89205a12",
      "result_hash_matches_supplied": true,
      "embedded_code_hash_matches_reported": true,
      "embedded_weights_match_params": true,
      "flagged_source_count_from_assignment": "1",
      "flagged_source_identity": null,
      "claim_scope": "Experimental values and gate/valid status are item-reported; this merge checks input and embedded-code integrity, not experimental behavior."
    },
    "k20": {
      "path": ".imd/reads/artifacts/item-k20",
      "original_result_path": "artifacts/goal/batches/r5-cg-continue/items/k20/result.json",
      "result_sha256": "1f35626f01a3fc34fce77ba8977d935022fda0ee92e2be7d9a304ea5dc227a8e",
      "result_hash_matches_supplied": true,
      "embedded_code_hash_matches_reported": true,
      "embedded_weights_match_params": true,
      "flagged_source_count_from_assignment": "3",
      "flagged_source_identity": null,
      "claim_scope": "Experimental values and gate/valid status are item-reported; this merge checks input and embedded-code integrity, not experimental behavior."
    }
  },
  "notes": [
    {
      "source": "Assignment: How to merge; all five input results /valid, /gates, /holdout/over_CG",
      "text": "Best is k16 under the requested ranking of reported-valid items with A, B and C passed by holdout over_CG. This selects an embedded policy for review; it does not independently certify gate execution, seed freshness, gas safety, or leaderboard performance."
    },
    {
      "source": "Assignment: flagged-source warning for k16, k17, k18, k19 and k20",
      "text": "The assignment flags one source for each of k16, k17, k18 and k19, and three for k20, because a source failed re-reading or did not support its quotation. Neither the failing URLs/passages nor a source-level audit are present in the five inputs. Their identities and which claims they affect cannot be determined. Upstream source-validation assertions therefore remain uncorroborated item claims. The flags do not identify a particular experimental metric as false, so those metrics are retained with attribution rather than silently discarded or independently endorsed."
    },
    {
      "source": "sources mapping; each .imd/reads/artifacts/item-kNN JSON",
      "text": "Each row is sourced to sources[row.key].path and result_sha256. The input result hash and decoded embedded Solidity hash were checked locally for every item. The embedded weights were checked against the flattened W1, b1, W2 and b2 arrays. These checks establish internal consistency only; the original engine, ports, kit sources, logs and raw market rows are not supplied here as independently verifiable files. No external source revalidation or new simulation/training was performed for this merge."
    },
    {
      "source": "All input results: /speed, /search, /holdout, /real, /gas, /gates, /valid, /code_sha256",
      "text": "Numeric JSON tokens are copied as strings without rounding or arithmetic. Booleans retain their original type. blocked is null because none of the five results supplies that field. markets/s maps to speed.markets_per_second, search minutes to search.minutes, generations to search.generations, and settings to search.settings. real and gates preserve the complete reported objects. afterSwap peak and OOG select the candidate arm (candidate, Candidate or Frozen according to the item); k19 also reports these at gas root. No pooling of results, recalculation of statistics, or replacement of missing measurements is performed."
    },
    {
      "source": ".imd/reads/artifacts/item-k16#/holdout/se; item-k17#/holdout; item-k18#/holdout; item-k19#/holdout; item-k20#/holdout/se",
      "text": "holdout.se is normalized to over_T, over_CG and over_IB. k16 and k20 provide all three directly. k17 states scalar se is paired over_CG and separately supplies se_over_T; its over_IB SE is missing. k18 states scalar se is paired over_CG; its notes claim se_over_T is provided, but that field is absent, so over_T and over_IB SE are null. k19 explicitly supplies over_T_se and over_CG_se (also scalar se); over_IB SE is missing and remains null."
    },
    {
      "source": "All input results: /holdout and /notes",
      "text": "Every holdout over_IB is reported as the prescribed proxy over_T minus the fixed 1.7690 reference, not a paired replica evaluation against IB. k16 explicitly says its over_IB SE excludes uncertainty in that reference. The merge copies the reported values without performing that subtraction. All items report holdout n 8192; shared replica monitor/holdout seeds and matching gate B metrics are not independent replications to pool."
    },
    {
      "source": ".imd/reads/artifacts/item-k16#/notes/0; /holdout; /real/vs_CG; /gates",
      "text": "k16 reports the largest holdout over_CG, 0.018513413325181464 with SE 0.0030589177151704463. Its real vs_CG mean is 0.0019040595538156735 with SE 0.013461735525514261 on 512 pairs; the item calls that comparison inconclusive and says the top-10 target is not demonstrated. Its validity flag denotes the required accuracy and gas gates, not a leaderboard submission or guaranteed gain."
    },
    {
      "source": ".imd/reads/artifacts/item-k17#/search; /notes; /code_sha256; item-k20#/outcome; /notes; /real/candidate_alias",
      "text": "k17 retained starting CG, and k20 explicitly reports unchanged_CG_no_monitor_improvement. Both embed the CG code hash and report zero holdout and real gain over CG. k20 reuses the first 512 CG observations for the identical frozen candidate, then adds 512 candidate seeds; its vs_CG zero is by construction, not an independent measurement of a newly trained improvement. k17 does not explicitly document that same observation-alias method, so none is imputed to it."
    },
    {
      "source": ".imd/reads/artifacts/item-k18#/speed; /notes/0",
      "text": "k18 reports initial concurrent speed 166.2434115276117 markets/s and isolated speed 246.0375875974057 markets/s. Its row uses the isolated markets_per_second value that the item says determined its search branch. Both measurements are retained here to avoid hiding the initial slower result."
    },
    {
      "source": ".imd/reads/artifacts/item-k18#/real/seeds; /real/vs_IB; /gas; /notes",
      "text": "k18 completed Candidate 512, IB 1024, CG 512 and HA 512, and therefore has only 512 paired vs_IB observations. Its notes record a requested candidate count of 1024 and a reduction to 512 for time. It refers to real.short_of_time, but no such field exists. Interrupted IB seeds 8068768..8068831 have unavailable outcomes and gas; they were excluded without reuse according to the item. The zero OOG values cover completed runs only. Reported valid=true and all gate passes are copied, with this incomplete candidate evaluation and unknown interrupted-run gas explicitly qualified."
    },
    {
      "source": ".imd/reads/artifacts/item-k18#/notes/4",
      "text": "k18 says CG and T holdout references were computed and inspected before search during its provisional fallback, then cached; it says they did not influence training, monitor selection or stopping. This is retained as a limitation of the holdout procedure rather than an independently verified separation."
    },
    {
      "source": ".imd/reads/artifacts/item-k19#/notes/4; /notes/5; /search; /real",
      "text": "k19 stopped after 43.066439353800284 search minutes to reserve evaluation time. It reports a 448-seed real attempt with no output, possibly killed for memory, followed by running those seeds in 64-seed chunks. Thus its claim of no repeated completed rows does not establish that no strategy-seed execution began twice. Gate A also ran concurrently with its first search segment. These provenance limits do not change the copied valid flag or completed-run gas measurements."
    },
    {
      "source": ".imd/reads/artifacts/item-k16#/notes; item-k17#/notes; item-k18#/notes; item-k19#/real/protocol; item-k20#/notes",
      "text": "Each item claims each real arm ran alone against 30 bps VanillaStrategy using MatchRunner configuration draw order and run_batch workers 8. Common seeds pair the arms; freshness and execution protocol are reported, not independently reproduced. Retail and arb deltas use the KIT reconstruction, and the items distinguish replica stochastic paths from real-engine paths. The real objects retain the reported paired n, mean_diff, se, sum, sumsq, worst5, retail_delta and arb_delta, plus HA comparisons and seed information."
    },
    {
      "source": ".imd/reads/artifacts/item-k16#/notes/8; item-k20#/notes/4; all input /search/settings",
      "text": "Search duration definitions differ: k16 includes elapsed wall time with monitors, checkpoints and between-segment overhead, whereas k20 reports active generation/monitor time excluding process startup and JIT compilation. Search minutes are copied on each item's basis and are not normalized or used to compute a common efficiency measure."
    },
    {
      "source": "All input results: /notes, /real/vs_HA and /valid",
      "text": "These are reported local experiments, not evidence of a leaderboard submission or reaching the top 10. k16 and k19 describe their real CG gains as inconclusive or not significant; k17 and k20 retain CG; k18 reports a small positive real CG comparison but an incomplete candidate sweep. The merge makes no new statistical-significance or leaderboard claim."
    }
  ]
}
```