{
  "item": "j019",
  "mode": "real-only",
  "speed": {
    "markets": 512,
    "cores": 8,
    "seconds": 1.091825203038752,
    "markets_per_second": 468.93953223923484
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  "gates": {
    "A": {
      "n_sequences": 50,
      "callbacks_per_sequence": 2000,
      "callbacks": 100000,
      "max_abs_bps": 5.7471258602809216e-05,
      "passed": true,
      "seconds": 45.39330843696371
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    "B": {
      "gain": 1.920372244773669,
      "se": 0.04445924198500627,
      "passed": true,
      "seconds": 1.8312118749599904,
      "expected_gain": 2.0,
      "tolerance": 0.15,
      "seeds": [
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    },
    "C": {
      "applicable": false,
      "reason": "No search or changed frozen candidate in real-only mode; supplied T3 code and params retained."
    }
  },
  "search_settings": {
    "executed": false,
    "reason": "Measured replica speed below 500 markets/s; step 3 real-only branch applies.",
    "starting_recipe": {
      "method": "CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants",
      "start": "CG's frozen weights and T's constants (fe2320 params.constants start values)",
      "weights": "w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2",
      "constants": "c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded",
      "population": 16,
      "es_seed": 773,
      "sigma0": 1.0,
      "sigma_cap": "sigma0 * 0.5^(minutes/30), applied before ask and after tell",
      "train": "512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused",
      "train_seed_range": [
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        1416818175
      ],
      "fitness": "mean edge minus T on the generation markets",
      "generations": 1598,
      "search_minutes": 55.33,
      "monitor": "CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen"
    },
    "requested_setting": "A",
    "requested_population": 16,
    "requested_sigma0": 0.5,
    "requested_sigma_cap": "sigma0 * 0.5^(minutes/40)",
    "requested_es_seed": 819
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  "curve": [],
  "holdout": {
    "over_T": null,
    "over_base": null,
    "reason": "Replica holdout belongs to search mode; not run in real-only mode."
  },
  "real": [
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      "arms": [
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      "difference": "T3 minus HA",
      "n": 1024,
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      "se": 0.028410793125475006,
      "sum": 1437.545298246859,
      "sumsq": 2863.65790006496,
      "wins": 978,
      "ties": 0,
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    "b1": [
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    ],
    "b2": [
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    "constants": {
      "ELAPSED_CAP": 7,
      "SIGNAL_THRESHOLD": 0.001171470033649966,
      "DIR_DECAY": 0.7335249441444244,
      "ACT_DECAY": 0.3765498595421264,
      "SIZE_DECAY": 0.48738084586012276,
      "TOX_DECAY": 0.9286329950353552,
      "SIGMA_DECAY": 0.7327584924491856,
      "LAMBDA_DECAY": 0.9918504260432562,
      "SIZE_BLEND_DECAY": 0.8397180057889105,
      "TOX_BLEND_DECAY": 0.2359008403605123,
      "ACT_BLEND_DECAY": 0.987140557453247,
      "PHAT_ALPHA": 0.24980215859066515,
      "PHAT_ALPHA_RETAIL": 0.05426450370635507,
      "PHAT_ALPHA_SAME": 0.14768044281339848,
      "DIR_IMPACT_MULT": 4,
      "GATE_SIGMA_MULT": 6.7367233899854675,
      "MIN_GATE": 0.03055236895744703,
      "TRADE_TOX_BOOST": 0.3050034835515307,
      "STALE_ATTRACT_FRAC": 0.6899010688573033,
      "RET_CAP": 0.02307934747517747,
      "TOX_CAP": 0.20799000239681092,
      "TRADE_RATIO_CAP": 0.18401740086912755,
      "LAMBDA_CAP": 1.1767903030740083,
      "STEP_COUNT_CAP": 64,
      "BASE_FEE": 0.000394715277459523,
      "SIGMA_COEF": 0.20585950793588467,
      "LAMBDA_COEF": 0.00127231278988692,
      "FLOW_SIZE_COEF": 0.5039180701096855,
      "TOX_COEF": 0.030557276512942967,
      "TOX_QUAD_COEF": 1.5845537652051427,
      "ACT_COEF": 8.530156956319056,
      "DIR_COEF": 0.001787397826556854,
      "DIR_TOX_COEF": 0.007644979769584344,
      "STALE_DIR_COEF": 0.7509802734859878,
      "SIGMA_TOX_COEF": 0.06014956771610196,
      "TAIL_KNEE": 0.05332132369252848,
      "TAIL_SLOPE_PROTECT": 0.8584369839037304,
      "TAIL_SLOPE_ATTRACT": 0.8500966921207127,
      "ANCHOR_COUNT_CAP": 715,
      "ANCHOR_LINEAR_K": 0.6779948673968177,
      "ANCHOR_QUADRATIC_K": 1.1108717241619794
    },
    "scaling": {
      "feature_order": [
        "sigmaHat",
        "lambdaHat",
        "sizeHat",
        "toxEma",
        "actEma",
        "direction",
        "(spot-staleHat)/staleHat",
        "signed_trade_ratio",
        "arb_probability",
        "first_in_step",
        "uncertainty",
        "min(silent,8)/8",
        "anchor_mean",
        "raw_size",
        "step_trade_count",
        "prev_bid_fee",
        "prev_ask_fee",
        "steps_since_arb_like_print",
        "router_implied_vanilla_spot_dev"
      ],
      "feature_multipliers": [
        1000.0,
        2.0,
        500.0,
        500.0,
        500.0,
        1.0,
        500.0,
        500.0,
        2.0,
        2.0,
        1000000.0,
        1.0,
        500.0,
        647.054817,
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        220.617911,
        228.148131,
        0.412565,
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      ],
      "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,
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      ],
      "weight_fixed_point_scale": 1000000,
      "input_clip": [
        -4,
        4
      ],
      "hidden_relu_clip": [
        0,
        4
      ],
      "output_unit_fee": 0.0001,
      "note": "unchanged from CG"
    }
  },
  "notes": [
    "Setup completed once at pinned checkout 6b6921f8d463314aa7c96234e1be25a25245f704; requested wheel SHA-256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a verified; StarterStrategy validated.",
    "All three supplied content-addressed artifact downloads matched their IDs. Decoded T3 code cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9, CG port b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b, replica 1e4c44b4bffbdeed65872ee15d46dbde209bf5aa11014329d13d100507b4040c, and HA code 99e3a2eceae0e5543d27473859e10b005d0ce0aa7067f2e1a24d1e0e4a7390fe verified.",
    "Supplied CG port inserted into replica STRATEGY block, parameterized exactly as T3 describes: TH and W from the parameter vector; three anchor literals read the corresponding constants. No port rebuilt. Scaling and Solidity shell unchanged.",
    "Speed measured over 512 full 10000-step markets, all 8 available cores, after JIT warmup; no concurrent real-engine or callback-check job during the speed measurement.",
    "Gate A uses 50 genuine T3 replica-market callback sequences for seeds 310000..310049, first 2000 callbacks each, with actual post-trade reserves and trade sizes. No synthetic stress trades. Port and EVM state each reset per sequence.",
    "Real seeds 8772000..8773023 used exactly once per arm; each arm alone against the 30 bps VanillaStrategy, run_batch(...,8). Config draw order and default ranges follow MatchRunner._build_configs. Paired SE uses sample standard deviation divided by sqrt(n); worst5 are the five lowest paired differences.",
    "All long commands bounded by timeout 470 seconds; real work in four disjoint 256-seed segments per arm, persisted under scratch. Gas counters reset per segment and summed, peaks maximized.",
    "Real-only branch requires T3 versus HA, so no CMA training, candidate-versus-T3 test, search holdout, or second search-mode block was run. Returned code and full params are unchanged T3. No leaderboard gain or new policy is claimed.",
    "External source provenance is in sources.json; speed, gates, paired results and gas are newly measured local experimental results."
  ]
}