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","code_sha256":"08107bf7a186703848e07e0c1420f040f0e9aa9233672db051c04012d3516875","params":{"architecture":"19-8-2 ReLU head added to T fees (T = RS2 + toxicity anchor, unchanged)","float":{"W1":[[0.40649,2.81419,-0.526628,2.708186,-2.88705,-0.078569,-3.415515,-0.24093,-4.238958,0.027198,-1.002801,0.93991,0.44393,0.835586,1.42851,-0.265223,0.10126,0.488058,0.739023],[0.676888,1.76758,1.479139,3.595976,1.691303,0.404634,0.890803,-0.493538,-0.049129,0.022019,-0.351755,0.678605,0.797636,-1.434133,0.937232,-0.158239,0.473271,-0.033137,-0.804053],[1.617737,2.405875,-1.224801,1.569348,2.318451,3.464346,-0.399872,2.14758,1.598271,-1.268317,-0.378161,-1.954625,-1.006177,0.392201,-2.143987,1.019361,-0.526019,-0.793627,0.737531],[-0.824752,-0.530222,0.307319,0.524834,-0.396792,1.550392,0.30513,1.296533,-0.751576,0.671882,0.446214,-0.796307,-2.184413,-0.54679,0.59379,0.167932,2.641616,0.011226,-0.064524],[0.620289,-1.403729,3.739187,-1.024515,-3.281147,-1.816462,-1.63587,-0.743474,0.263596,-0.129547,0.103667,-3.032446,-0.009526,0.428501,0.406975,-0.258009,1.558817,1.033864,0.613161],[1.382663,-0.226209,0.81918,-0.685081,2.502304,1.27983,0.276376,0.00664,-1.671411,1.184589,0.180023,2.987873,0.887488,-0.409539,-0.422076,0.673928,-0.584291,-0.512139,0.340453],[-1.466032,1.283011,0.963416,-2.919576,1.232604,0.080403,0.335663,0.363746,1.043407,-0.282336,-0.273069,0.529295,-1.160568,1.502669,-0.403655,0.48901,0.984624,-0.152619,0.742704],[-1.009163,-2.206355,2.465694,2.382616,-1.407272,-1.452052,-0.300484,1.85123,1.6067,-1.746002,1.939755,-1.625841,1.041074,0.261456,0.721483,1.410937,0.038071,-0.548747,-0.021948]],"b1":[2.309527,-2.869028,-2.73588,0.063114,0.20837,-2.051988,-1.972926,-0.793572],"W2":[[0.856115,-1.975564,-0.19231,-0.122314,-3.913985,-0.442505,-0.316823,1.309431],[0.508173,-1.196643,-1.407175,2.518513,0.437694,-1.032695,0.14701,0.340471]],"b2":[0.020559,2.630578]},"shapes":{"W1":[8,19],"b1":[8],"W2":[2,8],"b2":[2]},"weight_fixed_point_scale":1000000,"feature_fixed_point_scale":1000000,"output_unit_fee":0.0001,"feature_order":["sigmaHat","lambdaHat","sizeHat","toxEma","actEma","direction","(spot-staleHat)/staleHat","signed_trade_ratio","arb_probability","first_in_step(+1/-1)","uncertainty","min(silent,8)/8","anchor_mean","T_bid_fee","T_ask_fee","prev_bid_fee","prev_ask_fee","(spot-pHat)/pHat","retail_flow_rate"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,1.0,1000000.0,1.0,500.0,200.0,200.0,200.0,200.0,500.0,2.0],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,0.0,-1.0,0.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,-1.0],"feature_clip":[-4,4],"hidden_relu_clip":[0,4],"added_inputs":{"13 T_bid_fee":"bidFee after all T clamps, before the head (fraction)","14 T_ask_fee":"askFee likewise","15 prev_bid_fee":"slots[0] at callback entry","16 prev_ask_fee":"slots[1] at callback entry","17 (spot-pHat)/pHat":"signed, pHat after this callback update","18 retail_flow_rate":"uint80(slots[15]) after update (WAD units)"},"toxicity_anchor":{"count_cap":674,"linear_k_wad":712696014807650816,"quadratic_k_wad":1295240753826310656},"cma":{"seed":485,"population":16,"initial_sigma_normalized":0.03,"sigma_cap":".03 * 0.5 ** (active_search_minutes / 30)","weight_blocks":["W1","b1","W2","b2"],"initial_block_RMS":{"W1":1.408086987913085,"b1":1.8080363204506913,"W2":1.4146180083451858,"b2":1.8435054934086854},"fitness":"mean replica edge minus T on 512 new seeds shared by the population","seed_start":1080018944,"seed_end":1080126975,"monitor_seeds":[30000000,30002047]}},"notes":["All named source hashes and FA embedded port hash verified. Setup completed at pinned commit; StarterStrategy validated. All work used FA own port without rebuilding it.","Curve entries are [active search minutes, current CMA mean monitor gain over T, normalized CMA sigma]. Best monitor mean is frozen after 1e-6 rounding; monitor score is not a held-out estimate. Compile and restart time excluded from search minutes.","CMA operates in coordinates scaled by RMS of each initial frozen weight block. The global normalized sigma is capped before every ask. Every generation uses 512 new replica seeds shared across 16 candidates and T.","Solidity changes only numeric literals inside FA _head; all remaining bytes unchanged. Code compressed with zlib then base64.","Holdout evaluated once per arm on specified 8192 seeds. HA port uses its supplied 13-input weights padded with six zeros in FA own port.","Real engine: each strategy alone versus 30-bps VanillaStrategy; run_batch(..., configs, 8), 64 seeds per chunk, same MatchRunner draw order and default ranges seeded by each market seed. Each seed/arm evaluated once.","Retail and arb deltas are candidate minus the named comparison arm, in edge units. Arbitrage edge reconstructed from pre-step spot, preceding fees and constant k; reconstructed arb volume checked against engine totals within 1e-3 per market; near-zero-profit rounding can alter tiny arbitrage volumes. Retail edge = engine total edge minus reconstructed arb edge.","Two candidate markets in the second chunk exceeded the initial 1e-5 volume reconstruction tolerance (max absolute 0.00005886385770281777; max relative 2.743404451853797e-9). Their recorded engine outputs were recovered without rerunning seeds; the diagnostic tolerance was relaxed to 1e-3 volume units.","Two setup/decomposition probes used seeds 7693000 and 7693001, outside the 512 real-check seeds. They were not used for training, selection or paired results.","An exploratory 36-generation run was discarded after detecting missing RNG checkpoint state. Final training restarted from FA params.float with ES seed485 and fresh higher seeds, checkpointing optimizer and RNG together. Only the restarted run contributes curve, selection and training duration.","valid denotes technical gate and gas compliance, not a top-10 leaderboard result. No leaderboard submission was made.","All deliverable measurements are local observations. Source URLs document input provenance and engine behavior; previous artifact scores are used only as explicitly identified gate references.","Real gain over FA comes from reduced arbitrage loss (+0.18325692232861848 edge), offset by lower retail edge (-0.12342619806966715). The measured +0.6512581107796749 over HA remains below the brief's roughly +3.1-over-HA top-10 target."]}