Merge 2 of r6-j5-joint. Source keys resolve in `sources`; reported validity is qualified in `notes`.

```json
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","code_sha256":"adca0a458ebc1764c181589dc94fc3803a4b916d3d1262ba323b5067486a1ec5","params":{"W1":[[1.436948,-1.023509,-1.680083,3.189097,-2.828506,1.776874,-0.491002,1.916406,-3.63749,-2.270524,-0.599203,-0.727854,0.296317,-2.12887,-0.891539,1.112276,0.041501,-1.037493,0.107484],[0.93519,0.103201,1.880801,3.059806,1.41842,0.97151,-0.311029,-0.010407,-0.426117,0.293742,-0.2096,-0.822099,0.21303,-0.367948,0.080203,0.702029,-0.097484,0.05402,0.702844],[1.531861,2.607208,0.349179,1.536279,1.092387,4.437311,-1.622826,0.326159,1.616289,-1.057592,0.355235,-1.784639,-0.059036,0.249131,0.071883,1.147782,-1.274892,-0.313584,-1.119817],[-0.349362,-0.703193,1.247988,-0.380978,-1.727399,1.139565,0.447124,1.029254,-0.260985,-0.022695,0.340897,-1.178138,-2.119562,0.786287,0.059997,0.158688,3.569869,0.009568,-0.301855],[0.956446,0.707666,5.108825,-0.020019,-2.181778,-2.008877,-0.627726,-0.674461,-0.0738,0.130704,0.154483,-1.573483,0.232679,-1.195019,0.161401,-0.810213,2.392487,-0.175816,0.402262],[1.002885,-1.813444,-0.222463,-0.438056,2.270518,0.975211,2.323092,1.243837,-1.531542,0.362167,-0.103361,3.458105,0.487672,-1.419386,-0.442636,1.52526,-0.833834,-0.268935,0.549915],[-1.923288,-0.136916,0.70806,-1.451583,1.9993,1.803731,-0.653637,1.444609,1.804908,-0.266106,0.179383,1.782438,0.662646,0.204876,-0.700454,-0.19153,1.439601,0.297627,0.90465],[-3.491658,-1.56258,5.048534,3.584625,-1.040217,-1.729552,-1.690844,0.57226,3.092851,-1.523712,2.848823,-1.133796,0.543351,-0.670864,0.3109,0.973999,0.208795,-1.665504,1.771768]],"b1":[0.227713,-1.039737,-2.396501,-0.026052,-0.753803,-1.39509,-0.569962,-0.225641],"W2":[[0.187803,-2.174069,0.591856,-0.820188,-3.137901,-0.919179,0.961357,0.796233],[0.742265,-2.249872,-2.208305,2.382969,0.816017,-1.788146,0.343235,0.487403]],"b2":[0.775422,1.277625],"constants":{"ELAPSED_CAP":7.0,"SIGNAL_THRESHOLD":0.001192554688535886,"DIR_DECAY":0.6795045260155286,"ACT_DECAY":0.4353009501682328,"SIZE_DECAY":0.48538056194132506,"TOX_DECAY":0.9409190167436671,"SIGMA_DECAY":0.65427644541164,"LAMBDA_DECAY":0.9889796599642691,"SIZE_BLEND_DECAY":0.8655064889753215,"TOX_BLEND_DECAY":0.21246443867417675,"ACT_BLEND_DECAY":0.9848676650255407,"PHAT_ALPHA":0.25475840908128283,"PHAT_ALPHA_RETAIL":0.04647154579379394,"PHAT_ALPHA_SAME":0.1378143659373147,"DIR_IMPACT_MULT":5.0,"GATE_SIGMA_MULT":5.44091362844088,"MIN_GATE":0.02633538949316218,"TRADE_TOX_BOOST":0.33989351727796135,"STALE_ATTRACT_FRAC":0.7430239135393109,"RET_CAP":0.019536174301379335,"TOX_CAP":0.18923699633721688,"TRADE_RATIO_CAP":0.23748039311955363,"LAMBDA_CAP":1.2144928840603348,"STEP_COUNT_CAP":53.0,"BASE_FEE":0.000592056145677566,"SIGMA_COEF":0.20014777513115392,"LAMBDA_COEF":0.001370226720551085,"FLOW_SIZE_COEF":0.38385543077701473,"TOX_COEF":0.02237604975429748,"TOX_QUAD_COEF":1.2702261591052855,"ACT_COEF":7.768312652081933,"DIR_COEF":0.003395533734269382,"DIR_TOX_COEF":0.0091168467321277,"STALE_DIR_COEF":0.7511215854545379,"SIGMA_TOX_COEF":0.04409407848636688,"TAIL_KNEE":0.05267420338047027,"TAIL_SLOPE_PROTECT":0.8597815696415787,"TAIL_SLOPE_ATTRACT":0.8477409167684014,"ANCHOR_COUNT_CAP":626.0,"ANCHOR_LINEAR_K":0.6677839498791501,"ANCHOR_QUADRATIC_K":1.309020924828867},"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":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"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,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"constants_fixed_point_scale":1000000000000000000,"integer_constants_scale":1,"integer_constants":["ANCHOR_COUNT_CAP","DIR_IMPACT_MULT","ELAPSED_CAP","STEP_COUNT_CAP"],"architecture":"19-8-2; inputs clipped [-4,4]; ReLU hidden clipped [0,4]; outputs bps"}}},"real_only":[{"key":"k12","source":"k12","seeds":[8344000,8345023],"valid":true,"mean":0.5942048463053866,"n":1024,"se":0.0286311068586107,"sum":608.4657626167159,"sumsq":1220.2738746990838},{"key":"k16","source":"k16","seeds":[8360000,8361023],"valid":true,"mean":0.5926351840616045,"n":1024,"se":0.049149441607715214,"sum":606.858428479083,"sumsq":2890.183093018618},{"key":"k17","source":"k17","seeds":[8364000,8365023],"valid":true,"mean":0.5895149941640103,"n":1024,"se":0.02644119562521336,"sum":603.6633540239466,"sumsq":1088.2507790695258},{"key":"k18","source":"k18","seeds":[8368000,8369023],"valid":true,"mean":0.5138026658457531,"n":1024,"se":0.028872760442933767,"sum":526.1339298260511,"sumsq":1143.6063844597038},{"key":"k19","source":"k19","seeds":[8372000,8373023],"valid":false,"mean":0.4464513429970754,"n":1024,"se":0.026163333725426837,"sum":457.1661752290052,"sumsq":921.1727810758603},{"key":"k20","source":"k20","seeds":[8376000,8377023],"valid":true,"mean":0.5907882588410147,"n":1024,"se":0.02446936694531769,"sum":604.9671770531991,"sumsq":984.6291800260709}],"notes":["Provenance: all ten files exist and parse; SHA-256 values match requester-provided hashes (checked locally), all embedded Solidity blobs decode/hash correctly, and real n/sum/sumsq reproduce reported means and SEs. These are integrity/arithmetic checks, not engine validation. Each row/evidence block cites its source key, resolved in sources. No external pages or engines were rerun.","All items have requester-flagged external sources (counts in sources). Specific failed URLs/passages were not provided with these files; their exact identities could not be found. Historical baselines, provenance and setup assertions remain worker claims. Locally measured performance is retained as self-reported, not independently corroborated by flagged citations. Worker notes are attributed data.","Four searches: k11,k13,k14,k15. Six real-only speed fallbacks: k12,k16,k17,k18,k19,k20. k14 searched but selected unchanged J5. k12/k16/k17/k18 have no new holdout: nulls retain absence rather than importing historical J5 quotes. k19/k20 supply unchanged-J5 diagnostics. k16 speed includes two measurements.","Best k15 has highest reported holdout over_T among worker-reported valid searches. Code, hash and params copied whole. Its holdout over_T, gain over J5 and real gain over IB are distinct comparisons; no top-10 placement or measured gain over HA is established.","All four searches increased from penultimate to final monitor; k13 increase is tiny and k14 remains below starting J5. Endpoint increase is not proof future training improves. k19 has only an initial diagnostic; other real-only curves are empty.","All gate B values repeat identical seeds 7672000..7672511 and replica J5-minus-IA 0.8655072079761197 (SE 0.033774160243544064) against historical real target 0.876. They are not independent replications and do not directly establish the goal gate for reproduced real gain over T within 0.15. No fresh real T arm is supplied. Strict goal-level fidelity compliance is unestablished; valid preserves worker assertions.","All candidate peaks are below 245000 and OOG zero. k19 explicitly invalid despite passing candidate checks: initial launcher exceeded eight minutes (approximate 715.4747807979584 seconds). Retain its sufficient statistics but exclude from valid aggregation. No different-policy pooling is performed; ten main confirmation intervals are disjoint.","k15 replayed IB chunk 9 after postprocessing rejected a reconstruction residual: 1024 unique seeds counted once, but literal seed rerun qualifies never-reused compliance. Its reported valid=true is retained with this exception. k11/k14 used overlapping IB API probes excluded from confirmation.","Fidelity stress limits: k11 substituted a sequence after division-by-zero; k12 switched to market-shaped callbacks; k13 bounded reserve drift; k15/k19 used bounded gates after extreme reverting tests. k20 corrected a generator incorrectly retaining fees (initial max discrepancy 0.8497512066506316 bps). Failed diagnostics are not passed gate evidence.","k18 resets port previous-fee slots to EVM fees after comparisons, limiting free-running fidelity evidence. k17 A/C cite historical frozen-artifact evidence rather than a new local differential; A labels threshold 0.1 rather than 0.01 despite reported maximum below 0.01.","Retail/arb Y-volume is not edge. k11/k16 reconstruct full-sample edge splits; k15 only 640 seeds, k20 only 832. k12 has no split or volume deltas. Nulls and subset n remain explicit; reconstruction is not native engine output.","k16 unknown_artifact claim uses HA code hash as artifact ID; it does not establish actual goal HA artifact unavailable. k18 B abs_error inconsistent: mean minus 0.876 is -0.010492792023880315, not stored absolute error 0.010741986066346687. Original gates retained.","Large raw gas/per-seed tables summarized by peaks/OOG and sufficient statistics. Full worker notes retained except routine successful setup/provenance/packing descriptions where needed for size. Gates, splits and failure notes remain. Best selection is conditional on self-reported validity, not independent certification."],"sources":{"k11":{"path":".imd/reads/artifacts/item-k11","original_path":"artifacts/goal/batches/r6-j5-joint/items/k11/result.json","sha256":"ba7c2e63af8bccb4b7b288dc9b06b911580d17574c0dc3662800589dae4d0bb2","flagged_sources":2},"k12":{"path":".imd/reads/artifacts/item-k12","original_path":"artifacts/goal/batches/r6-j5-joint/items/k12/result.json","sha256":"1c1c87f230635d76f527c2f7ed7ef75f86a0db7279f5c18d3fb9ab1776f5d89c","flagged_sources":3},"k13":{"path":".imd/reads/artifacts/item-k13","original_path":"artifacts/goal/batches/r6-j5-joint/items/k13/result.json","sha256":"92c5d3011da94f011b880e3fde0950d283a59a4d21c185e1dbf30af2b9b05a10","flagged_sources":2},"k14":{"path":".imd/reads/artifacts/item-k14","original_path":"artifacts/goal/batches/r6-j5-joint/items/k14/result.json","sha256":"acdf0963288f63a1727aafbfd109ff7af0c8deb5943a7dca22f3a3c0b47241d9","flagged_sources":1},"k15":{"path":".imd/reads/artifacts/item-k15","original_path":"artifacts/goal/batches/r6-j5-joint/items/k15/result.json","sha256":"0a81ce5234fe27aec5cb6365d5c348db95a503eda460f127efe86a1b40ab248d","flagged_sources":2},"k16":{"path":".imd/reads/artifacts/item-k16","original_path":"artifacts/goal/batches/r6-j5-joint/items/k16/result.json","sha256":"cda2e468e01269facadeae574d236a8edd9e6c026a6bf3230261eb8ee8dfb001","flagged_sources":3},"k17":{"path":".imd/reads/artifacts/item-k17","original_path":"artifacts/goal/batches/r6-j5-joint/items/k17/result.json","sha256":"3922301687d5fb2ec562e3733347c23cf2a32ed88aef525862178a7468d611a1","flagged_sources":2},"k18":{"path":".imd/reads/artifacts/item-k18","original_path":"artifacts/goal/batches/r6-j5-joint/items/k18/result.json","sha256":"118d3925765e8fa16d504047a147326800671b021eec94155c9f82b29cb736e4","flagged_sources":2},"k19":{"path":".imd/reads/artifacts/item-k19","original_path":"artifacts/goal/batches/r6-j5-joint/items/k19/result.json","sha256":"e14c810a085923e84cec6a38560811d4b5f864e6919401a2a818f8d9731e2cab","flagged_sources":2},"k20":{"path":".imd/reads/artifacts/item-k20","original_path":"artifacts/goal/batches/r6-j5-joint/items/k20/result.json","sha256":"8947fe1678d5587bdc55071771bbd574ebf88f8b49a7c8ac49e9401439c31a84","flagged_sources":4}},"evidence":{"k11":{"source":"k11","gates":{"A":{"sequences":50,"seeds_tried":[310000,310050],"swap_callbacks":100000,"max_fee_diff_bps":0.0003497565046611806,"over_0.01":0,"threshold_bps":0.01,"passed":true,"reverted_sequences":[[310037,1424,true,0.015517345618621165,1152088.7979090586,4900,0.11744653017625362,8514512.931963883,"ut: 0x4e487b710000000000000000000000000000000000000000000000000000000000000012 }"]],"what":"J5's port (IA port b29cd2a0 with J5 weights, 38 named TH constants and 3 anchor values) vs J5 code (dd53db1f) EVM fees via EVMStrategyExecutor; synthetic callback sequences"},"B":{"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"interval":[0.726,1.026],"passed":true,"J5_minus_T":[2.3559031741062504,0.04904331091020273],"IA_minus_T":[1.4903959661301307,0.04232724264040335]},"C":{"sequences":50,"seeds_tried":[310000,310050],"swap_callbacks":100000,"max_fee_diff_bps":0.012934920846918718,"over_0.01":2,"threshold_bps":0.1,"passed":true,"reverted_sequences":[[310037,1424,true,0.01590186312678837,1124014.7142101536,4900,0.12035371144145618,8308842.2286538975,"ut: 0x4e487b710000000000000000000000000000000000000000000000000000000000000012 }"]],"what":"frozen Solidity (code_sha256 below) vs the port at the frozen values (weights rounded 1e-6, constants WAD-rounded)"}},"worker_notes":["Gate A/C: one synthetic sequence (seed 310037, callback 1424) drove the pool to an extreme state (reserveX about 0.12, reserveY about 8.3e6) where the Solidity reverts with Panic 0x12 (division by zero); that sequence was dropped and seed 310050 used so 50 full 2000-callback sequences were compared. The real engine runs had 0 reverts for the candidate.","Gate C max fee difference 0.0129 bps (2 of 100000 callbacks above 0.01 bps), under the 0.1 bps gate.","The CMA mean fell below J5 for the first ~35 minutes (sigma0=1 in z moves the mean) and passed J5 only at the 45-minute monitor (+2.386 vs +2.357, about one monitor se). Holdout gain over J5 is +0.022 se 0.006: a small, statistically clear replica gain.","Only 6 CPUs on this machine: about 743 replica markets/s, 276 generations in 45.5 search minutes. IB real runs ran concurrently with search segments (search minutes are wall-clock).","The real-engine comparison is candidate vs IB only (as briefed); J5 and T were not rerun on the real engine in this item."],"retail_arb_metrics":{"retail_delta":-0.36466918551051664,"retail_delta_se":0.033205016375627006,"arb_delta":0.9450636306378726,"arb_delta_se":0.011671208304186715},"real_methods":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs draw order with seed = market seed","decomposition":"arb edge reconstructed per step from step fair price, previous step end spot (k = 1e6 constant) and previous step fees (initial fees from afterInitialize), closed-form arb as in the replica; retail = total - arb"},"protocol_deviations":null},"k12":{"source":"k12","gates":{"A":{"passed":true,"what":"J5's port (IA port b29cd2a0 with J5 weights, 38 named TH constants and the 3 anchor literals set to J5's values) vs J5 code dd53db1f EVM fees (amm_competition EVMStrategyExecutor.after_swap_fast)","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":7.123831397503298e-05,"fees_above_0_01_bps":0,"threshold_bps":0.01,"generator":"market-shaped: per sequence market_config(seed), GBM price, closed-form arbitrage to the fee band, Poisson retail orders, executed on pool 0 by the replica _execute; an earlier synthetic random-walk generator (copied from the replica check) drove the pool to x=0.117, y=8.5e6 at callback 1424 of seed 310037 and the EVM reverted with Panic 0x12 (division by zero); that degenerate state is not reachable in a market with arbitrage and was dropped"},"B":{"passed":true,"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"interval":[0.726,1.026],"IA_minus_T":1.4903959661301307,"IA_minus_T_se":0.04232724264040335,"J5_minus_T":2.3559031741062504,"J5_minus_T_se":0.04904331091020273},"C":{"passed":null,"reason":"no new point frozen (search skipped); the candidate is J5 code dd53db1f unchanged, whose agreement with its port is gate A"}},"worker_notes":["Replica speed on this machine (4 worker processes) is 138 markets/s, far below the 500/s threshold and below the 5264/s J5 measured on 32 processes, so per the brief no CMA-ES search ran and this item reports mode real-only: J5 as frozen vs IB on the real engine.","Real engine: J5 minus IB on seeds 8344000..8345023 (paired, same seed, each alone vs Vanilla). Both arms 0 OOG, 0 reverts; afterSwap peaks under 245,000.","Real-engine throughput here was about 0.6 markets/s per arm (55-130 s per 64-market chunk).","Retail/arb deltas are null: not computable from the exposed run_batch totals without the reconstruction function J5 cited."],"retail_arb_metrics":{},"real_methods":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(bytecode, Vanilla, configs, 8), configs per MatchRunner._build_configs draw order (seed = market seed, 10000 steps, 100/100/10000, sigma/rate/size from default_rng(seed)), chunks of 64, gas_stats_reset per chunk","retail_delta":null,"arb_delta":null,"decomposition_note":"not computed: run_batch results expose only total edges per strategy; the arb reconstruction function used by J5 (artifact 33f54e81) was not among this brief's files, and time was spent on the 2048 real markets"},"protocol_deviations":null},"k13":{"source":"k13","gates":{"A":{"sequences":50,"callbacks_per_sequence":2000,"max_fee_error_bps":0.0020815360039783126,"pass":true,"seconds":71.59575462341309,"threshold_bps":0.01,"trajectory":"Seeded AMM swaps, elapsed 0/1/2/8/13, reserve X drift corrected near 75..125"},"B":{"n":512,"mean_diff":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"tolerance":0.15,"pass":true},"C":{"threshold_bps":0.1,"trajectory":"Seeded AMM swaps, elapsed 0/1/2/8/13, reserve X drift corrected near 75..125","sequences":50,"callbacks_per_sequence":2000,"max_fee_error_bps":0.0009424651203904233,"pass":true,"seconds":53.38490962982178}},"worker_notes":["Dynamic training port checked against frozen J5 port on five full market paths before optimization.","No training, monitoring or holdout seeds used for real-engine confirmation.","Extra unbounded synthetic random-walk stress on starting J5 reached spot approximately 97 million and reverted; callback differential gates instead keep reserve X near 75..125 using the same per-trade AMM equations. No real-engine market was rerun.","Empirical figures in this result are local measurements; source artifacts supply starting parameters, ports and baseline code."],"retail_arb_metrics":{"retail_delta":45.38761407585432,"retail_delta_se":8.354680053941243,"arb_delta":-180.4160680427393,"arb_delta_se":5.893593563988849},"real_methods":{"protocol":"Each arm alone against 30 bps VanillaStrategy using amm_sim_rs.run_batch; config draw order and values per MatchRunner._build_configs with seed = market seed.","delta_units":"retail_delta and arb_delta are mean volume in Y, not edge. The real engine LightweightSimResult does not expose retail/arb edge decomposition."},"protocol_deviations":null},"k14":{"source":"k14","gates":{"A":{"name":"A","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.0025170256143236536,"fees_above_0_01_bps":0,"init_max_diff_bps":0.0,"what":"J5's port (IA port, J5 weights, TH = J5's 38 named values, anchor literals = J5's ANCHOR_*) vs J5 code EVM fees (pyrevm)","threshold_bps":0.01,"passed":true},"B":{"seeds":[7672000,7672511],"n":512,"J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target":0.876,"passed":true,"J5_minus_T":[2.3559031741062504,0.04904331091020273],"IA_minus_T":[1.4903959661301307,0.04232724264040335],"interval":[0.726,1.026]},"C":{"name":"C","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.0025170256143236536,"fees_above_0_01_bps":0,"init_max_diff_bps":0.0,"what":"frozen Solidity (== J5.sol, sha256 dd53db1f...) vs frozen port (weights 1e-6, constants WAD-truncated as in the code)","threshold_bps":0.1,"passed":true}},"worker_notes":["Start monitor of J5 (+2.3568 over T) and holdout J5 over T (+2.30754 se 0.01353) reproduce the J5 artifact figures (2.35683, 2.307544).","The CMA mean never exceeded J5 on the monitor in 45 search-minutes / 217 generations (range +2.249..+2.331 vs +2.357), so the best monitored point is J5 itself and holdout over_base is exactly 0. With sigma0 = 1 in z units the mean is perturbed far from J5 early and only partly recovers; a smaller sigma0 or more generations would be needed to test whether J5 can be improved locally.","Real result is J5 vs IB on fresh seeds 8352000..8353023 (1024 paired markets, 16 chunks of 64). One 8-seed probe of IB on 7000000..7000007 was run to check the harness; not part of any reported figure.","Gate C is the same harness as gate A: the frozen code is J5.sol, the frozen port uses WAD-truncated constants and 1e-6 weights.","Gate harness: 50 sequences of 2000 afterSwap callbacks; trades drawn with a lognormal size, buys/sells (X-in, Y-in, X-out) and timestamp gaps 0..13, executed in the replica pool and fed to the EVM as TradeInfo."],"retail_arb_metrics":{"retail_volume_delta_Y":70.92153850455314,"arb_volume_delta_Y":-173.6351215347319,"retail_arb_edge_delta":null,"retail_arb_edge_note":"not computed: the edge split into retail and arb needs per-step data that this run did not record; volume deltas (Y units, per market) given instead"},"real_methods":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(bytecode, Vanilla, configs, 8); configs as MatchRunner._build_configs with BASELINE_SETTINGS/BASELINE_VARIANCE, rng and config seed = market seed"},"protocol_deviations":null},"k15":{"source":"k15","gates":{"A":{"passed":true,"sequences":50,"callbacks":100000,"seeds":[310000,310049],"threshold_bps":0.01,"max_fee_diff_bps":5.673911469025565e-05,"over_threshold":0},"B":{"n":512,"mean_diff":0.8655072079761197,"se":0.033774160243544064,"worst5":[-1.814946819088732,-0.9303319003453794,-0.753965300148252,-0.7301471476150709,-0.7164407834928852],"sum":443.1396904837733,"sumsq":681.9826227397821,"target":0.876,"tolerance":0.15,"passed":true,"seeds":[7672000,7672511]},"C":{"passed":true,"sequences":50,"callbacks":100000,"seeds":[310000,310049],"threshold_bps":0.1,"max_fee_diff_bps":7.246861740035915e-05,"over_threshold":0}},"worker_notes":["Gate A and C each use 50 independent sequences of 2000 callbacks with elapsed 0,1,2,8,13, both trade directions, and lognormal sizes capped at 1% of reserves. An earlier more extreme synthetic test of unchanged J5 (15% cap) hit a division-by-zero Solidity revert before completion; that incomplete stress test is not a passed gate. Real-engine callback failures are reported in gas.","Real engine returns total edge and retail/arb Y volumes. Full 1024-seed retail/arb volume deltas are reported separately from edge deltas. Early IB chunks 0..5 retained no step snapshots; paired retail/arb edge decomposition therefore uses only seeds with saved decomposition in both arms, without imputing missing values.","IB chunk 9 was replayed identically after its first engine run completed but postprocessing rejected a 0.00004085 Y arb-volume reconstruction residual. It is counted once among the 1024 unique paired seeds; no real results were used to tune or select a policy.","Real config generation matched all 12 MatchRunner fields exactly on 256 seeds. Speed excludes JIT compilation and includes fork-pool overhead. All reported search, gate, holdout and real statistics are local measurements; no leaderboard placement is asserted."],"retail_arb_metrics":{"retail_volume_y_delta":{"n":1024,"mean_diff":6.294961580487431,"se":9.095384222802483,"worst5":[-647.9153703616757,-595.7859036796799,-552.3609199281636,-541.4452425620184,-521.839645779015],"sum":6446.04065841913,"sumsq":86700379.16405088},"arb_volume_y_delta":{"n":1024,"mean_diff":-226.6183607496872,"se":5.746548159623149,"worst5":[-822.2275484456441,-685.8135143989894,-666.2801314410062,-663.9226437853758,-644.9775070367868],"sum":-232057.2014076797,"sumsq":87181539.26862188}},"real_methods":{"protocol":"Each arm alone vs 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, Vanilla, configs, 8). Config draw order and ranges copied exactly from MatchRunner._build_configs, using market seed as i. No policy selection used real results.","edge_decomposition_subset":{"n":640,"seeds":[8356384,8357023],"method":"Arb profit reconstructed analytically from prior-step spot and fee, current fair price, and constant k=1e6; retail = engine total edge - reconstructed arb. Small floating-point residuals checked against engine arb volume.","retail_edge_delta":{"n":640,"mean_diff":-0.600171530424852,"se":0.033816676627058194,"worst5":[-2.86366068561631,-2.8390349861154505,-2.820540940966225,-2.7765097428348327,-2.707377757630752],"sum":-384.1097794719053,"sumsq":698.2051672945826},"arb_edge_delta":{"n":640,"mean_diff":1.2603338113818097,"se":0.01571075761746539,"worst5":[-0.1775529111513947,0.04569644888094615,0.15084994650451833,0.1551287978121394,0.16099191913946242],"sum":806.6136392843582,"sumsq":1117.5451823057424},"max_abs_arb_volume_reconstruction_error_y":0.00013632362606585957}},"protocol_deviations":null},"k16":{"source":"k16","gates":{"A":{"passed":true,"what":"J5's port (IA port b29cd2a0 text, anchor literals read from W, J5 weights and J5 values for the 38 named TH constants and 3 anchor constants) vs J5.sol (sha256 dd53db1f...) compiled by the repo's SolidityCompiler and run through EVMStrategyExecutor (pyrevm); synthetic single-pool callback sequences (GBM price with the engine's arb sizing, then Poisson retail), identical WAD trade data fed to both","swap_callbacks":100000,"sequences":50,"seeds":[310000,310049],"max_fee_diff_bps":6.902011424306416e-05,"fees_at_or_above_0_01_bps":0,"threshold_bps":0.01},"B":{"passed":true,"seeds":[7672000,7672511],"n":512,"replica_J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target_real":0.876,"error":-0.010492792023880315,"replica_J5_minus_T":[2.3559031741062504,0.04904331091020273],"replica_IA_minus_T":[1.4903959661301307,0.04232724264040335]},"C":{"passed":null,"what":"not applicable: no search ran and nothing new was frozen; the candidate is J5.sol unchanged, so gate A already compares that exact Solidity with its port"}},"worker_notes":["The HA artifact 99e3a2ec... returned {\"error\":\"unknown_artifact\"} from api.imdnotdead.fun; it was not needed for this item (comparator is IB).","Mode real-only: replica speed on this 4-CPU machine was 463 and 497 markets/s (under 500), so no CMA-ES search, curve, freeze, gate C or holdout was produced. The candidate is J5 exactly as given.","Real: J5 minus IB on 1024 fresh seeds 8360000..8361023 is +0.5926 se 0.0491; arms run sequentially, 16 chunks of 64 each.","All numbers are local measurements of this run."],"retail_arb_metrics":{"retail_delta":-0.45854654415195784,"retail_delta_se":0.05081316758509332,"arb_delta":1.0511817282135623,"arb_delta_se":0.016577675605560366},"real_methods":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(X, Vanilla, configs, 8), configs per MatchRunner._build_configs (rng default_rng(seed), BASELINE_SETTINGS/BASELINE_VARIANCE) with config seed = market seed; the two arms run one after the other","decomposition":"arb edge reconstructed per seed from the step records (fair price, post-step spot and fees of the submission pool; k=x*y=1e6 constant because fees leave the pool; optimal-arb formula as in the replica); retail = total - arb. This is a reconstruction, not an engine output."},"protocol_deviations":null},"k17":{"source":"k17","gates":{"A":{"passed":true,"what":"frozen candidate code vs the same port with the frozen (1e6-rounded weights, WAD-rounded constants) values","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.00015195374049314925,"fees_above_0_01_bps":0,"threshold_bps":0.1,"source":"hash-verified frozen J5 artifact; its frozen-code/frozen-port differential is the required J5 port/code comparison"},"B":{"n":512,"seeds":[7672000,7672511],"replica_J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target_real":0.876,"error":-0.010492792023880315,"passed":true},"C":{"passed":true,"what":"frozen candidate code vs the same port with the frozen (1e6-rounded weights, WAD-rounded constants) values","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.00015195374049314925,"fees_above_0_01_bps":0,"threshold_bps":0.1,"source":"hash-verified frozen J5 artifact"}},"worker_notes":["Replica J5 minus IA was +0.865507 (SE 0.033774), within 0.15 of the stated +0.876 real gain.","The real engine exposes retail_volume_y and arb_volume_y, not retail/arb edge components; real retail and arb deltas are therefore explicitly reported as Y-volume deltas.","Frozen output is unchanged J5 because the mandatory speed gate selected real-only mode."],"retail_arb_metrics":{"retail_volume_y_delta":64.10473819215564,"arb_volume_y_delta":-179.53024524323467},"real_methods":{"protocol":"each strategy alone against 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8); configs follow MatchRunner._build_configs with market seed; chunks 64"},"protocol_deviations":null},"k18":{"source":"k18","gates":{"A":{"passed":true,"what":"J5 port (IA port with J5 weights, TH[name]=J5 value for 38 named constants, anchor literals = J5 ANCHOR_COUNT_CAP/LINEAR_K/QUADRATIC_K) vs J5 code (sha256 dd53db1f...) in pyrevm","sequences":50,"swap_callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":4.88278423900132e-05,"fees_above_0_01_bps":0,"threshold_bps":0.01,"sequence_note":"synthetic callback sequences (arb-like trades when spot deviates >35 bps from a GBM price, Poisson(0.8) lognormal retail trades), inputs WAD-rounded and the same values fed to both; reserves follow EVM fees and the port prev-fee slots S[0],S[1] are set to the EVM fees after each compare"},"B":{"passed":true,"seeds":[7672000,7672511],"n":512,"replica_J5_minus_IA":0.8655072079761197,"se":0.033774160243544064,"target_real":0.876,"abs_error":0.010741986066346687,"replica_J5_minus_T":2.3559031741062504,"replica_IA_minus_T":1.4903959661301307},"C":{"passed":true,"what":"no search ran, so the frozen candidate is J5 unchanged (code sha256 dd53db1f..., identical bytes); frozen Solidity vs frozen port is exactly gate A","max_fee_diff_bps":4.88278423900132e-05,"threshold_bps":0.1}},"worker_notes":["Mode real-only: replica measured 426.8, 408.5, 408.9 markets/s (J5 arm, 512 markets, 4 processes on 4 CPUs), under the brief threshold of 500, so no CMA-ES search ran and the candidate is J5 as frozen.","Real engine: J5 beats IB by +0.514 se 0.029 on 1024 fresh seeds 8368000..8369023; 0 OOG in both arms; J5 afterSwap peak 237,688 <= 245,000.","Replica fidelity on gate B: J5 minus IA +0.866 vs real +0.876 (error 0.011).","The J5 artifact reports J5 over HA +1.219 on the real engine; the goal says the top 10 needs about +3.1 over HA, so no top-10 placement is claimed.","Gate A sequences are synthetic, not replica or Rust market paths; see gates.A.sequence_note."],"retail_arb_metrics":{},"real_methods":{"protocol":"each strategy alone vs 30 bps VanillaStrategy, amm_sim_rs.run_batch(bytecode, Vanilla, configs, 8); configs per MatchRunner._build_configs body (BASELINE_SETTINGS, BASELINE_VARIANCE) with rng seed = config seed = market seed; each seed used once per arm","retail_delta":null,"arb_delta":null,"retail_volume_y_delta":{"mean":74.132696479657,"se":7.954160799383906},"arb_volume_y_delta":{"mean":-173.44106067979487,"se":5.054090796157754},"retail_arb_note":"the engine result exposes total edge, pnl and retail/arb volume per strategy, not a retail/arb edge split; the edge split was not reconstructed, so retail_delta and arb_delta are null and volume deltas (J5 minus IB) are given instead"},"protocol_deviations":null},"k19":{"source":"k19","gates":{"A":{"sequences":50,"callbacks_per_sequence":2000,"max_abs_fee_error_bps":3.904282694019989e-05,"rms_max_side_error_bps":6.816632446155887e-06,"threshold_bps":0.01,"pass":true,"seconds":53.61201651394367,"sequence_rng_seeds":[719000,719049]},"B":{"n":512,"mean_diff":0.8655072079761197,"se":0.033774160243544064,"reference_real_gain":0.876,"difference_from_reference":-0.010492792023880315,"tolerance":0.15,"pass":true,"seeds":[7672000,7672511]},"C":{"sequences":50,"callbacks_per_sequence":2000,"max_abs_fee_error_bps":3.904282694019989e-05,"rms_max_side_error_bps":6.816632446155887e-06,"threshold_bps":0.1,"pass":true,"seconds":53.61201651394367,"sequence_rng_seeds":[719000,719049],"note":"Frozen candidate is exactly J5, so the same 100000 paired callbacks validate A and C."},"config_draw_order":{"n":256,"exact_match_to_MatchRunner":true}},"worker_notes":["All measurements except the gate B reference were produced locally; artifact source hashes were checked.","Monitor row is the frozen J5 initial point only; sigma null because no search was run.","No improvement over J5 is claimed; holdout over_base is exactly zero by identical policy.","Gate A uses 50 independent deployments, 2000 callbacks each, RNG seeds 719000..719049; elapsed increments from [0,0,0,1,1,2,8,13], buy probability 0.5, X amounts min(lognormal(-4,0.8),0.005*reserveX), fee-driven constant-product reserve updates.","An exploratory larger-trade synthetic test with lognormal(-2,1.5) and cap 0.15*reserveX reverted with Solidity division by zero. Gate A reports the subsequent bounded-reserve test; this is a stress robustness limitation of unmodified J5.","Real edge split unavailable in pinned wheel; retail/arb volume deltas are reported separately and are not edge deltas.","Real results are paired on identical fresh configurations and seeds; sumsq is sum of squared per-seed candidate-minus-IB edges. Worst5 lists the five smallest paired edge differences.","Replica holdout and monitor are diagnostics in real-only mode, not selection among trained candidates."],"retail_arb_metrics":{},"real_methods":{"volume_deltas":{"retail_volume_y":{"n":1024,"mean_diff":64.47603890009754,"se":7.578217655688574,"sum":66023.46383369988,"sumsq":64417196.272115394,"worst5":[{"seed":8372673,"diff":-486.24969373471686},{"seed":8372375,"diff":-462.7936746558262},{"seed":8372070,"diff":-455.93057446275634},{"seed":8372165,"diff":-451.13325714755774},{"seed":8372634,"diff":-439.09105736647325}]},"arb_volume_y":{"n":1024,"mean_diff":-173.71833637540715,"se":4.935140494219126,"sum":-177887.57644841692,"sumsq":56416103.5876016,"worst5":[{"seed":8372634,"diff":-897.6173127862457},{"seed":8372025,"diff":-600.8367410768624},{"seed":8372402,"diff":-574.9456297312026},{"seed":8372542,"diff":-563.1406593015308},{"seed":8372475,"diff":-561.7470660477375}]}},"retail_delta":{"n":1024,"mean_diff":64.47603890009754,"se":7.578217655688574,"sum":66023.46383369988,"sumsq":64417196.272115394,"worst5":[{"seed":8372673,"diff":-486.24969373471686},{"seed":8372375,"diff":-462.7936746558262},{"seed":8372070,"diff":-455.93057446275634},{"seed":8372165,"diff":-451.13325714755774},{"seed":8372634,"diff":-439.09105736647325}]},"arb_delta":{"n":1024,"mean_diff":-173.71833637540715,"se":4.935140494219126,"sum":-177887.57644841692,"sumsq":56416103.5876016,"worst5":[{"seed":8372634,"diff":-897.6173127862457},{"seed":8372025,"diff":-600.8367410768624},{"seed":8372402,"diff":-574.9456297312026},{"seed":8372542,"diff":-563.1406593015308},{"seed":8372475,"diff":-561.7470660477375}]}},"protocol_deviations":[{"rule":"No command may run over eight minutes","step":"Initial multi-chunk real-engine orchestration launcher","elapsed_to_split_seconds":715.4747807979584,"measurement":"Elapsed from launcher script creation immediately before invocation to the split marker; approximate wall duration.","remedy":"Stopped the original launcher and used 450-second timeouts on subsequent launchers, with <=16-market engine batches. Completed seed results were saved and never rerun."}]},"k20":{"source":"k20","gates":{"B":{"seeds":[7672000,7672511],"J5_minus_IA":{"n":512,"mean_diff":0.8655072079761197,"se":0.033774160243544064,"worst5":[-1.814946819088732,-0.9303319003453794,-0.753965300148252,-0.7301471476150709,-0.7164407834928852],"sum":443.1396904837733,"sumsq":681.9826227397823},"target":0.876,"tolerance":0.15,"passed":true},"A":{"sequences":50,"callbacks_per_sequence":2000,"callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.000129269594265069,"fees_above_0_01_bps":0,"A_passed":true,"C_passed":true,"seconds":111.2875460460782,"sequence_description":"Constant-product swaps, fees to separate buckets, EVM fee-driven reserves; lognormal sizes, randomized sides and elapsed timestamps including silent gaps. Identical callbacks fed to float port and EVM.","passed":true,"threshold_bps":0.01},"C":{"sequences":50,"callbacks_per_sequence":2000,"callbacks":100000,"seeds":[310000,310049],"max_fee_diff_bps":0.000129269594265069,"fees_above_0_01_bps":0,"A_passed":true,"C_passed":true,"seconds":111.2875460460782,"sequence_description":"Constant-product swaps, fees to separate buckets, EVM fee-driven reserves; lognormal sizes, randomized sides and elapsed timestamps including silent gaps. Identical callbacks fed to float port and EVM.","passed":true,"threshold_bps":0.1,"same_candidate_as_A":true}},"worker_notes":["No new policy was trained: first speed measurement on 512 warmed, full 10000-step replica markets was below 500 markets/s with 8 workers, activating the brief's real-only fallback. Frozen Solidity is byte-for-byte J5, never selected using real or holdout seeds. Search and monitor curve are not applicable. Holdout over_base is exactly zero because the candidate is J5.","Gates A/C used 50 deterministic sequences of 2000 constant-product callbacks, fees removed to separate buckets as in the Rust engine; randomized sides, lognormal sizes, and timestamp gaps including repeated timestamps. Max delta is over both bid and ask across every callback. The same frozen J5 code and port satisfy both thresholds.","An earlier diagnostic generator incorrectly retained fees in reserves and generated off-model callbacks. On those sequences, 3 callbacks exceeded 0.01 bps; max delta 0.8497512066506316 bps, at seed 310012 callback 1399. This diagnostic is retained as a numerical/branch-sensitivity limitation; the reported gates use corrected constant-product reserve transitions.","Gates, speed, holdout, real results and gas in this result are locally computed measurements, not claims copied from the input artifacts. B compares replica J5-minus-IA with the supplied historical real target +0.876 on exactly 7672000..7672511. SE = sample standard deviation / sqrt(n); worst5 = five lowest paired differences, not an average.","The real engine exposes total edge, retail_volume_y and arb_volume_y. Full-sample retail and arb deltas are explicitly Y-volume deltas. Retail/arb EDGE decomposition, when present, is separately labelled with its actual subset n: early result traces were not retained for reconstruction, so the full 1024-seed edge split is unavailable and is not fabricated. Reconstruction uses invariant k=1000000, previous end-of-step spot and fees, next step fair price, and the pinned closed-form arb formulas; retail edge = total edge minus arb edge. Reconstructed arb volume is checked against engine volume.","The first J5 chunk was split 1+63 after a one-seed output-format probe. That seed was not rerun; its measured edge and volumes were recovered from the probe output. Every real seed is counted once per arm; no real evaluation seed was used to train or choose the candidate. Real chunks use 8 workers per arm. Gas is from amm_sim_rs.gas_stats(), reset before each chunk then combined by summing counts and maxing peaks; initialization is reported separately from afterSwap."],"retail_arb_metrics":{"retail_edge_delta":null,"arb_edge_delta":null,"retail_volume_y_delta":66.56873525678728,"retail_volume_y_delta_se":7.600989004664547,"arb_volume_y_delta":-176.77937541037727,"arb_volume_y_delta_se":4.993319014129845},"real_methods":{"protocol":"Each strategy alone against 30 bps VanillaStrategy; amm_sim_rs.run_batch(X, Vanilla, configs, 8); configurations match MatchRunner._build_configs with RNG seed and simulation seed set to market seed; 10000 steps; common seed pairing across separate markets.","edge_decomposition":{"retail_edge_delta":{"n":832,"mean_diff":-0.48285451952277797,"se":0.02944062289782064,"worst5":[-4.251566988434433,-3.1362862838594765,-3.1175323744535035,-2.860674919626149,-2.784221163730308],"sum":-401.7349602429513,"sumsq":793.2437484507159},"arb_edge_delta":{"n":832,"mean_diff":1.0745002571146076,"se":0.014118526983788567,"worst5":[-2.4340370313234416,-1.9082477449125292,-0.13652566729240334,-0.08736355861847755,-0.03856259435517018],"sum":893.9842139193535,"sumsq":1098.4033738686371},"n":832,"seeds":[8376192,8377023],"scope":"Subset with saved step traces; not substituted for full-sample volume deltas.","max_arb_volume_reconstruction_error":0.00012122348198317923}},"protocol_deviations":null}}}
```