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","port_sha256":"732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b","holdout":{"frozen_vs_start":{"n":8192,"mean_diff":0.002329071294673128,"se":0.004960554346916217},"frozen_vs_IB":{"n":8192,"mean_diff":0.5494010908496328,"se":0.010681081846986375},"start_vs_IB":{"n":8192,"mean_diff":0.5470720195549598,"se":0.010443134156081715}},"real":{"frozen_vs_IB":{"n":512,"mean_diff":0.47864655623292474,"se":0.036148548155704244,"sum":245.06703679125746,"sumsq":459.1796150004177,"worst5":[[8084316,-3.2037728627559545],[8084309,-2.353157000697138],[8084324,-2.3117677061007953],[8084459,-1.8915205813464695],[8084332,-1.6506540208584966]],"retail_delta":-0.46311689661348465,"retail_se":0.03979670650928005,"arb_delta":0.9417634528464085,"arb_se":0.023892613153237815},"start_vs_IB":{"n":512,"mean_diff":0.4938018217513951,"se":0.03381617955189323,"sum":252.82653273671428,"sumsq":424.03128980596847,"worst5":[[8084347,-2.1967711537211017],[8084316,-1.8560971915815117],[8084197,-1.7070382576841894],[8084332,-1.7003500476308773],[8084309,-1.651458953919132]],"retail_delta":-0.5701787183230078,"retail_se":0.035737792555760754,"arb_delta":1.063980540074404,"arb_se":0.018423404606790324},"frozen_vs_start":{"n":512,"mean_diff":-0.015155265518470351,"se":0.01713761754624338,"sum":-7.75949594545682,"sumsq":76.9583753934665,"worst5":[[8084450,-1.7498751947656501],[8084114,-1.492315839574303],[8084093,-1.4158173432332433],[8084316,-1.3476756711744429],[8084438,-1.1799274038572776]],"retail_delta":0.10706182170952316,"retail_se":0.02276730175487689,"arb_delta":-0.12221708722799557,"arb_se":0.01637135405239845},"by_quartile":{"frozen_vs_IB":{"q1":{"n":128,"mean_diff":0.4571379130963309,"se":0.04941047432374148},"q2":{"n":128,"mean_diff":0.4970174767936184,"se":0.06840695219434464},"q3":{"n":128,"mean_diff":0.4479931624002593,"se":0.08182009049517378},"q4":{"n":128,"mean_diff":0.5124376726414903,"se":0.08481053588472168}},"start_vs_IB":{"q1":{"n":128,"mean_diff":0.4686237411008851,"se":0.04858587101146502},"q2":{"n":128,"mean_diff":0.5418865513329023,"se":0.06473138769754011},"q3":{"n":128,"mean_diff":0.4586501486654999,"se":0.07412186126968898},"q4":{"n":128,"mean_diff":0.506046845906293,"se":0.07953425157871964}},"frozen_vs_start":{"q1":{"n":128,"mean_diff":-0.011485828004554222,"se":0.02757902842284365},"q2":{"n":128,"mean_diff":-0.044869074539283904,"se":0.02721164720585342},"q3":{"n":128,"mean_diff":-0.010656986265240587,"se":0.038252806824992255},"q4":{"n":128,"mean_diff":0.006390826735197308,"se":0.04185321230391042}}},"seeds":[8083968,8084479],"method":"amm_sim_rs.run_batch(each strategy alone, 30 bps VanillaStrategy, MatchRunner draw order, 8 workers), one evaluation per arm and seed; contiguous chunks","engine_seconds":{"IB":731.6367066078819,"START":494.30894252238795,"frozen":473.33636086434126},"means":{"IB":{"edge":529.587501587459,"retail":560.9046584522107,"arb":-31.317156864751677,"retail_volume":78554.37327601969},"START":{"edge":530.0813034092105,"retail":560.3344797338877,"arb":-30.25317632467727,"retail_volume":78619.47309825737},"frozen":{"edge":530.066148143692,"retail":560.4415415555973,"arb":-30.375393411905264,"retail_volume":78620.34681021562}},"max_abs_arb_volume_reconstruction_error":0.00010288559133186936},"gas":{"IB":{"afterSwap_peak":234958,"oog":0,"failures":0,"valid":true,"stats":[{"role":"Baseline","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":21796,"sum_ok_gas":11159552,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":5511689,"ok":5511689,"max_ok_gas":22592,"sum_ok_gas":124359154360,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":512,"ok":512,"max_ok_gas":21526,"sum_ok_gas":11021312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"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":5532840,"ok":5532840,"max_ok_gas":234958,"sum_ok_gas":747863119288,"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}]},"START":{"afterSwap_peak":237598,"oog":0,"failures":0,"valid":true,"stats":[{"role":"Baseline","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":21796,"sum_ok_gas":11159552,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":5505444,"ok":5505444,"max_ok_gas":22592,"sum_ok_gas":124218140592,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":512,"ok":512,"max_ok_gas":21526,"sum_ok_gas":11021312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":243234,"sum_ok_gas":124535808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5551523,"ok":5551523,"max_ok_gas":237598,"sum_ok_gas":752204116087,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21742,"sum_ok_gas":11131904,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]},"frozen":{"afterSwap_peak":237601,"oog":0,"failures":0,"valid":true,"stats":[{"role":"Baseline","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":21796,"sum_ok_gas":11159552,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"afterSwap","calls":5507417,"ok":5507417,"max_ok_gas":22592,"sum_ok_gas":124262669248,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Baseline","callback":"getName","calls":512,"ok":512,"max_ok_gas":21526,"sum_ok_gas":11021312,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterInitialize","calls":512,"ok":512,"max_ok_gas":243234,"sum_ok_gas":124535808,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"afterSwap","calls":5554846,"ok":5554846,"max_ok_gas":237601,"sum_ok_gas":753040681108,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0},{"role":"Submission","callback":"getName","calls":512,"ok":512,"max_ok_gas":21742,"sum_ok_gas":11131904,"oog":0,"revert":0,"other_halt":0,"tx_error":0,"bad_return":0}]}},"valid":true,"notes":["All statistics are local measurements from this run, except Gate B reference +0.876 supplied by the brief and J5 artifact. No leaderboard score or placement is claimed.","Checkout 6b6921f8d463314aa7c96234e1be25a25245f704; simulator wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a; setup validation passed. Solc 0.8.24. All four initial artifact JSON hashes equal URL ids; decoded code/port hashes checked. IB code SHA256 301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686.","J5 used the supplied IA port with its three anchor literals parameterized. TH is passed dynamically via W[NW+3:]. No strategy was rebuilt from an inferred design. Gate A and Gate C each compare 50 sequences of 2000 swaps, plus initializations.","Port API: S=zeros(40,float64). NW=217. W=concatenate([1], feature_multipliers, feature_offsets, row-major W1, b1, row-major W2, b2, [ANCHOR_COUNT_CAP,ANCHOR_LINEAR_K,ANCHOR_QUADRATIC_K], TH). TH=TH_VALUES.copy(), replacing each of the 38 declared constant entries in TH_NAMES with params.constants[name][1]. All constants are real-unit values; call strat_init(S,W,x,y) and strat_after(S,W,is_buy,amount_x,amount_y,t,x,y).","Freeze changes only 1e6 head literals, the 38 nonzero constant declarations and three anchor literals. Freezing START was tested byte-for-byte against J5. Candidate weights rounded to 1e-6 before Gate C, holdout, and real evaluation.","Search ran until the scheduled cutoff approximately 30 minutes before task expiry, in bounded segments with optimizer checkpoints. Search minutes exclude segment startup compilation; train seed blocks are consecutive and never repeated. Monitor includes START at minute zero. No monitor advantage is statistically established.","Replica holdout is one evaluation per arm on 41010000..41018191, with IB using its own supplied port and its own feature scales. No holdout was used to select or change weights.","The first 32 IB real markets were evaluated during search to establish batch runtime and decomposition validity; subsequent disjoint IB chunks and all START/frozen confirmations followed freezing. No real arm/seed was repeated. All three arms use 8083968..8084479.","Retail/arb edge decomposition adapts KIT-B: reconstruct each pre-arbitrage state from invariant k and prior end-step spot/fees; use each strategy actual initial fee, subtract arbitrage profit, derive retail=edge-arb, and verify reconstructed arb volume against Rust. Quartiles sort IB real retail volume, q1 quietest.","Return the prescribed highest-monitor point even if confirmations do not establish a gain. Paired errors are sample standard deviation of differences divided by sqrt(n); sums/sumsq are over per-market edge differences."]}