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", "port_sha256": "b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b", "sources": {"HA": "https://api.imd.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690", "T": "https://api.imd.fun/artifacts/6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe", "replica": "https://api.imd.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea", "RS2_port": "https://api.imd.fun/artifacts/d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e", "kit": "https://api.imd.fun/artifacts/0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786", "IA": "https://api.imd.fun/artifacts/df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df", "START": "https://api.imd.fun/artifacts/ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979", "IB": "https://api.imd.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557"}, "holdout": {"seeds": [41010000, 41018191], "frozen_vs_start": {"n": 8192, "mean_diff": 0.011381489011358277, "se": 0.003338149324710561}, "frozen_vs_IB": {"n": 8192, "mean_diff": 0.19479098479846255, "se": 0.008240815872216915}, "start_vs_IB": {"n": 8192, "mean_diff": 0.18340949578710425, "se": 0.008070722340051928}, "means": {"frozen": 530.3700179558848, "start": 530.3586364668735, "IB": 530.1752269710864}}, "real": {"protocol": "each strategy alone vs 30 bps VanillaStrategy; amm_sim_rs.run_batch(bytecode, VanillaStrategy, configs, 8) in 64-seed chunks; configs = MatchRunner._build_configs body with seed i -> market seed; seeds 8048128..8048639", "seeds": [8048128, 8048639], "mean_edge": {"IB": 527.8661588055048, "FROZEN": 527.9837910663873}, "paired_vs_IB": {"n": 512, "mean_diff": 0.11763226088250378, "se": 0.02799049704369118, "sum": 60.227717571841936, "sumsq": 212.06500267471543, "worst5": [[8048567, -2.4343301484100266], [8048275, -2.20772155869588], [8048488, -1.6361557875610515], [8048529, -1.5727773479464986], [8048592, -1.5385158080458154]], "retail_volume_y_delta": -88.40583749997265, "arb_volume_y_delta": -147.48023568104418, "pnl_delta": 0.11747996388253767}, "by_quartile": [{"q": 1, "n": 128, "mean_diff": 0.247890564047764, "se": 0.04828171862123784}, {"q": 2, "n": 128, "mean_diff": 0.04726856576619376, "se": 0.05189632488583859}, {"q": 3, "n": 128, "mean_diff": 0.10042139661600746, "se": 0.06560362165929465}, {"q": 4, "n": 128, "mean_diff": 0.0749485171000499, "se": 0.05560633305561736}], "by_quartile_note": "quartiles of IB's retail_volume_y (submission) per seed; q1 quietest; mean_diff = frozen - IB", "paired_vs_start": null, "paired_vs_start_note": "START arm not run on the real engine: out of time (see notes)"}, "gas": {"submission_afterSwap_peak_frozen": 235369, "oog_or_failed_calls": 0, "gas_stats_submission": {"IB": [{"role": "Submission", "callback": "afterInitialize", "calls": 512, "ok": 512, "max_ok_gas": 243227, "sum_ok_gas": 124532224, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, {"role": "Submission", "callback": "afterSwap", "calls": 5503793, "ok": 5503793, "max_ok_gas": 234704, "sum_ok_gas": 744388852383, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, {"role": "Submission", "callback": "getName", "calls": 512, "ok": 512, "max_ok_gas": 21735, "sum_ok_gas": 11128320, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}], "FROZEN": [{"role": "Submission", "callback": "afterInitialize", "calls": 512, "ok": 512, "max_ok_gas": 243237, "sum_ok_gas": 124537344, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, {"role": "Submission", "callback": "afterSwap", "calls": 5496312, "ok": 5496312, "max_ok_gas": 235369, "sum_ok_gas": 745544484738, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}, {"role": "Submission", "callback": "getName", "calls": 512, "ok": 512, "max_ok_gas": 21745, "sum_ok_gas": 11133440, "oog": 0, "revert": 0, "other_halt": 0, "tx_error": 0, "bad_return": 0}]}}, "valid": true, "notes": ["Search ran 215 generations (70.8 min) from START frozen params. Best ES mean on the monitor was generation 80 at +0.0010 (se 0.0074) over START, i.e. not distinguishable from START; every other monitor point was <= +0.001. START (already ~1039 generations of training) appears to be at a local optimum for this sigma/M setting.", "Frozen = generation-80 ES mean rounded to 1e-6; Solidity = START.sol with only the _head weight constants replaced (generator reproduces START.sol byte-identically from START weights).", "Replica holdout (8192 seeds, evaluated once): frozen - START = +0.0114 (se 0.0033).", "Retail/arb deltas on the real engine are reported as per-market retail_volume_y / arb_volume_y / pnl deltas: LightweightSimResult exposes edges, pnl, retail_volume_y, arb_volume_y but not a retail/arb edge split. Replica gate B gives retail/arb edge deltas.", "Real engine: the first combined 3-arm run was killed by my 470 s command limit after the IB arm finished and its output was lost; IB was re-run on the same seeds (deterministic, identical mean edge 527.86616) and each arm then ran in its own command.", "Numba cache was enabled on scratch copies of the ports (decorator only) to avoid recompiling per search segment.", "Gas: frozen afterSwap peak 235369 (limit 245,000), failed/OOG calls 0.", "START was not run on the real engine (time ran out); paired_vs_start is null."]}