# Root merge 4 of 8: 25 fee-policy results

## Findings

**k01 is the strongest reported replica-holdout continuation candidate among completed searches meeting >=300 markets/s.** Frozen minus IB: **0.8339692842819735**, SE **0.009828155029521316**, n **8192**; minus START: **0.06609577096110333**, SE **0.004831926700662836**. Separate real confirmation: **0.7928862101350057**, SE **0.036510186252112636**, n **512** versus IB, and **0.07124767111594066**, SE **0.019213246974433034** versus START. This is a continuation recommendation, not a certified leaderboard rank or proven head-to-head win. [k01](#b23-k01-s05-h45-p16), fields speed/holdout/real.

k04 has the largest raw real-minus-IB mean, **0.9069094997652412**, SE **0.05072513490642908**, n **256**, but search only **111.36345351511244 markets/s** and replica extra gain **0.002305494330030272**, SE **0.003092358546033917**. k07 reports real **0.8355858424628111**, SE **0.04147102915909237**, n **512**, but repeats an IB chunk and removes a reconstruction assertion. Cleaner alternative k06 reports real **0.7915495425299239**, SE **0.03794569021593482**, n **512**, and replica **0.818843310424128**, SE **0.009568513700000154** versus IB. Different policies/seeds cannot be pooled into one policy estimate. [k04](#b23-k04-s03-h90-p16), [k07](#b24-k07-s03-h60-p16), [k06](#b24-k06-s04-h60-p16).

Requester context only: IB **522.00**, **20th**, T plus learned **19-8-2**, **+0.59 over HA**; sister goal **+0.33 in 210** and **+0.59 in 910 CMA generations**, still rising. These25 results establish no new board score/rank. This merge did not run training, setup, simulator or callbacks.

## Evidence and disagreements

All25 named inputs are present and parse. All non-null compressed code/port/reproduction payloads decode and match their declared SHA-256; this verifies identity, not behavior. Each section records its actual source body hash. Figures below are attributed reports from those JSON fields, not independent reruns. No data or weights are fabricated.

The task flags failed external source re-reads for every input except j17: **2 sources each**, except **j18 and k13: 3 each**. The result bodies do not supply all failed excerpts or their sources.json files; exact failed-source-to-claim mapping could not be found. Historical comparisons, external quotations, setup assertions and inherited gates therefore remain **reported/unverified**, even where an item says it checked them. Numerical measurements are retained as item claims, not independently corroborated facts. j17 has no measurements; lack of warning does not validate it.

Upstream identities, not freshly verified pages: [IB](https://api.imd.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557), [later START](https://api.imd.fun/artifacts/2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336), [KIT-B](https://api.imd.fun/artifacts/48cd6a10f39fc22a79c5f12398474bd65282803d59314819acd586f187015808), [engine commit](https://github.com/benedictbrady/amm-challenge/tree/6b6921f8d463314aa7c96234e1be25a25245f704). IB code hash in requester brief is301941829a44bb60977bb28181a5e4bfa6544f3696763f987054789b2611d686; later START code cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9; original IA port b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b. Reports attribute setup to pinned wheel aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a, solc0.8.24; not installed/retested here.

Completed reports describe each strategy alone against30bps Vanilla, `amm_sim_rs.run_batch(X,VanillaStrategy,configs,8)`, MatchRunner config distributions/draw order and explicit fresh seeds. Replica RNG paths differ from Rust. Paired SE=sample SD/sqrt(n). Shared historical Gate B/monitor/holdout seeds are not independent replications. [All completed items real/notes.]

Most searches optimize178 weights+41 constants=219 coordinates, fixed19-input scaling. J5/IG generally use .05*blockRMS*z and constants*2^clip(.03z,-1,1); later START .03 and .02, decays via1-d and four integer terms rounded. Fixed monitor30000000..30002047 scores ES means every~5min with START fallback. Freeze uses1e-6 weights, WAD/integer constants, numeric Solidity literals only. Holdout/real confirm rather than select. Source-specific settings below and caveats take precedence. [search/notes.]

Gate B is not uniformly the requested HA gate: J5 items test START-minus-IA (~+.8655 against+.876); IG items IG-minus-IA (~+.4721 against+.507); later k items START-minus-IB (+.7692214604247253,SE.026912958923414727,n1024 against~+.819). Thus B pass does **not** establish the exact requested START-versus-HA gate. Excluding8588481 gives+.7695986208047494,SE.026936634179394004,n1023 against historical+.765, diagnostic only. These references have flagged external support. [gates.B/notes.]

j15,j16,gj03,k04,k05,k08 searched below300 markets/s, j20 continued after dropping below300. Claimed >=100 override is not goal compliance. Benchmark/effective/concurrent rates have different timing scopes. RNG gaps in j18/gj04, bad provisional emitter/premature holdout in gj01, missing raw/gas in k05 and real chunk retries k07/k13 materially limit conclusions. valid=true does not erase these deviations.

k03/k09/k12 reproducibly fail synthetic Gate A at seq42/callback1223, panic0x12, while ordinary310000-series tests pass on the same START. Stress sampler RNG440103+seq, reserves100/10000, gaps[0,0,0,1,1,2,8,13], buy probability.5, lognormal(-2,1.5) X amounts capped15%X, no restoring arbitrage. Failure reserves X.06663318548727094,Y15007537.050604152. This is a failure of that stress gate, not proof of canonical market failure. k12's4.1200120283326385bps covers failing sequence; k03/k09's.0013129291984159686bps covers completed sequences only. [blocked/gates.A/notes of these three.]

Retail/arb edge differs from Y volume. KIT reconstructs arb edge from fair prices/prior fees/constant-k reserves, retail=edge-arb, checking reconstructed arb volume. j15/gj03 real deltas are volumes. k01/k04/k06/k08/k10 real edge splits unavailable/null. k07 removes a reconciliation assertion, reducing split confidence. Complete gas reports observe no OOG and afterSwap peaks under245000, around235k-238k; k05 has incomplete gas, failed-gate legs no real gas. afterInitialize is a different callback. These reports do not establish a trained IAD gas-diet replacement. [real/gas/notes.]

## Ledger

Each entry cites the supplied JSON path and fields. Numeric summaries round to9 significant digits (monitor minutes to2 decimals and gains to6 significant digits); exact k01 parameters follow. `paired`=[n,mean_diff,se]; component arrays same format where provided. `valid` is source label, not goal compliance. null=unmeasured, not zero. Worst5 retains frozen-minus-IB seed/loss format. Quartiles ascend IB retail volume, shown[n,mean,se]. Compact key legend: F-IB=frozen minus IB, F-S=frozen minus START, S-IB=START minus IB; p=paired triple; r/a=retail/arb delta in source units; re/ae=edge delta; rv/av and rvy/avy=Y volume delta; pnl=PnL delta; q=quartiles; w5=worst5; max_bps=maximum absolute fee error; swap_peak=afterSwap peak; mps=markets/s. Search aliases gen/min/pop/seed/cap/train/best/best_min/best_gen mean generations/minutes/population/optimizer seed/sigma cap/training seeds/best monitor gain/its minute/its generation. Gas arm arrays mean [afterSwap peak,total reported callback failures]; explicit null gas remains unmeasured. All-zero counters have been combined. Other names retain source meaning.

For64k cap, curves keep minute/gain; omitted curve SE/sigma, full optimizer state, repeated absolute means, raw gas counts/sums and per-callback coverage are explicitly condensed. Secondary START-minus-IB component deltas and secondary quartile tables, worst5 for secondary comparisons and full nonselected code/port/parameter blobs are identified by source rather than repeated. k01 weights are carried exactly. This is a findings merge, not an executable25-policy bundle; no omitted counter is treated as zero.

### b20-j15-s04-h40-p16

Source: `artifacts/goal/batches/j5-c/items/j15-s04-h40-p16/result.json`; body SHA-256 `752fc5aa068bfc9ee1b821c124a47b194ffde98c86fef9905ba0cf777781f327`. External warning:2.

J5. Below300 search; real retail/arb deltas are Y volumes, not edge. START self-freeze reportedly byte-exact.

Code/port SHA-256: `["ad55e0fa143f9e54c4675a48bff0cd4b9fe37e74506602822cd76849b718bd35","6dafea0e68e0880ce56ef6d179d51552503cf307f1f7965a32568d109813492b"]`.

Gates: `{"A":{"max_bps":0.00015195374,"pass":true},"B":{"gain":0.865507208,"se":0.0337741602,"pass":true},"C":{"max_bps":0.000214064467,"pass":true}}`.

Search: `{"gen":227,"min":79.7587951,"M":256,"pop":16,"seed":20261215,"sigma0":0.4,"cap":".4 * 0.5 ** (elapsed search minutes / 40)","training_seeds":"1168000000 + 256*g .. +255, g starts at 0; shared within each generation only","best":0.0396390453,"best_min":65.009138,"mps":209.628799,"valid":true}`.

Monitor min/gain: `[[0.15,0.0],[5.2,-0.00728067],[10.05,-0.00680563],[15.23,-0.003369],[20.11,-0.00643023],[25.62,0.00449552],[30.23,0.0152338],[35.17,0.0144415],[40.3,0.0194285],[45.24,0.0168212],[50.06,0.018054],[55.24,0.035408],[60.08,0.0304543],[65.01,0.039639],[70.08,0.0379689],[75.11,0.0362839]]`.

holdout: `{"F-S":{"p":[8192,0.0379723653,0.00491946855]},"F-IB":{"p":[8192,0.585044385,0.0105962733]},"S-IB":{"p":[8192,0.54707202,0.0104431342]},"retail_arb_edge_deltas":{"F-IB":{"retail":[8192,-0.325935383,0.0101785683],"arb":[8192,0.910979767,0.00576724334]}}}`.

real: `{"seeds":[8082944,8083455],"F-IB":{"p":[512,0.679271511,0.0345390239],"r":[512,7.5477738,11.169742],"a":[512,-134.721465,8.06427215],"w5":[{"seed":8083337,"diff":-2.39212293},{"seed":8083359,"diff":-2.20740047},{"seed":8083216,"diff":-1.3438741},{"seed":8083244,"diff":-1.31269419},{"seed":8083040,"diff":-1.29331879}],"q":[[128,0.73991458,0.0582072135],[128,0.540804489,0.0617688733],[128,0.66434884,0.0669911741],[128,0.772018137,0.0852004879]]},"S-IB":{"p":[512,0.655387738,0.0337227714]},"F-S":{"p":[512,0.0238837739,0.0164263718],"r":[512,-79.4440707,2.71096643],"a":[512,34.655656,2.88588974]}}`.

Gas: `{"ib":[237142,0],"start":[237675,0],"frozen":[237684,0]}`.

### b21-j16-s04-h40-p16

Source: `artifacts/goal/batches/j5-d/items/j16-s04-h40-p16/result.json`; body SHA-256 `a6a895ff3e6999b72a7be0b33bc9cedfa2750915298cff9e5c4e9e6d84aa1488`. External warning:2.

J5. Below300 search. Monitor best+.004071804736267615 at75.04975184345774min, not established. Real extra gain negative. First32 IB markets ran during search; later chunks disjoint.

Code/port SHA-256: `["4e6ee908277b906f9fc7eb5fc81aee8a219ffe7338a848eb76205d9726e06be7","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"max_bps":0.00015195374,"pass":true},"B":{"n":512,"mean":0.865507208,"se":0.0337741602,"pass":true},"C":{"max_bps":5.80187757e-05,"pass":true}}`.

Search: `{"gen":280,"min":80.3414718,"M":256,"pop":16,"seed":20261216,"sigma0":0.4,"cap":"Before every ask: sigma=min(sigma,0.4*0.5**(elapsed_search_minutes/40)); curve sigma is post-tell, before next ask cap","train":[1172000000,1172071679],"best":0.00407180474,"frozen_point":{"minutes":75.0497518,"monitor_gain_over_start":0.00407180474,"se":0.00903867937},"mps":254.035076,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.23,-0.00689898],[10.08,-0.036172],[15.17,-0.0375005],[20.27,-0.00546003],[25.13,-0.0145547],[30.27,-0.0104078],[35.13,-0.00914177],[40.02,-0.0138607],[45.08,-0.0175469],[50.21,-0.0138305],[55.11,-0.0117462],[60.2,-0.0117428],[65.08,0.000749846],[70.23,0.00141029],[75.05,0.0040718],[80.21,-0.00937597]]`.

holdout: `{"F-S":{"p":[8192,0.00232907129,0.00496055435]},"F-IB":{"p":[8192,0.549401091,0.0106810818]},"S-IB":{"p":[8192,0.54707202,0.0104431342]}}`.

real: `{"seeds":[8083968,8084479],"F-IB":{"p":[512,0.478646556,0.0361485482],"r":-0.463116897,"a":0.941763453,"w5":[[8084316,-3.20377286],[8084309,-2.353157],[8084324,-2.31176771],[8084459,-1.89152058],[8084332,-1.65065402]]},"S-IB":{"p":[512,0.493801822,0.0338161796]},"F-S":{"p":[512,-0.0151552655,0.0171376175],"r":0.107061822,"a":-0.122217087},"arb_volume_max_error":0.000102885591}`.

Gas: `{"IB":[234958,0],"START":[237598,0],"frozen":[237601,0]}`.

### b21-j17-s05-h30-p32

Source: `artifacts/goal/batches/j5-d/items/j17-s05-h30-p32/result.json`; body SHA-256 `c2b915148943224100e45490653ef696b83d9244021e4388b0b31e0941bd9d4f`. No flagged citations listed; no measurements.

Fetch START failed: api.imd.fun domain not on sandbox allowlist. No setup/gates/search/weights/holdout/real/gas. Not proof of upstream outage.

Code/port SHA-256: `[null,null]`.

Gates: `{"A":null,"B":null,"C":null}`.

Search: `{"gen":0,"min":0,"M":null,"mps":null,"valid":false}`.

holdout: `null`.

real: `null`.

Gas: `null`.

### b21-j18-s03-h60-p16

Source: `artifacts/goal/batches/j5-d/items/j18-s03-h60-p16/result.json`; body SHA-256 `93d1e41f6c257ef9ba1489c03dac3e21b5ac1641dbb0fc9b6e3ef99a96b41e49`. External warning:3.

J5. Initial restart omitted NumPy RNG; reset at generation55, saved thereafter. Optimizer/market cursor persisted, but no continuous seed reproduction. Aborted wrong-layout IB holdout fixed; deterministic START/frozen replay, no holdout selection.

Code/port SHA-256: `["c79deefbf32fa41cb2390c9198ec77796664778c3c57764f4046e964b71e03bc","9bb1a6c048ea7ce02cba7642ed20f945a7f67ab96eae508a6357b76d14dac607"]`.

Gates: `{"A":{"passed":true,"max_bps":0.00015195374},"B":{"n":512,"mean":0.865507208,"se":0.0337741602,"passed":true},"C":{"passed":true,"max_bps":0.000412066764}}`.

Search: `{"gen":313,"min":81.2687774,"M":512,"pop":16,"seed":20261218,"sigma0":0.3,"cap":".3*0.5**(search_minutes/60)","train":"1180000000 + M*g through +M-1, g starts at 0; fresh seeds across generations, shared by 16 proposals","best":0.0570827775,"best_min":55.0239567,"best_gen":213,"mps":452.733551,"valid":true}`.

Monitor min/gain: `[[0.06,0.0],[5.09,0.00697829],[10.0,0.0128121],[15.02,0.0132416],[20.12,0.02157],[25.05,0.00613518],[30.21,0.023903],[35.12,0.0349026],[40.01,0.0487984],[45.0,0.050714],[50.13,0.0392782],[55.02,0.0570828],[60.23,0.0470571],[65.18,0.0485924],[70.1,0.0541074],[75.03,0.0451006],[80.11,0.0567486]]`.

holdout: `{"seeds":[41010000,41018191],"F-S":{"p":[8192,0.0475193371,0.0046246253]},"F-IB":{"p":[8192,0.594591357,0.0106804865]},"S-IB":{"p":[8192,0.54707202,0.0104431342]}}`.

real: `{"seeds":[8086016,8086527],"F-IB":{"p":[512,0.661373368,0.0469706329],"w5":[{"seed":8086124,"diff":-13.1444619},{"seed":8086313,"diff":-1.40632867},{"seed":8086181,"diff":-1.26742964},{"seed":8086207,"diff":-1.1883432},{"seed":8086519,"diff":-1.12439189}]},"S-IB":{"p":[512,0.613959087,0.0404449087]},"F-S":{"p":[512,0.047414281,0.0238217348]},"retail_arb_deltas":{"F-IB":{"retail_edge":[512,-0.394113453,0.0392337118],"arb_edge":[512,1.05548682,0.0338095863],"retail_volume_y":[512,21.7267233,13.217664],"arb_volume_y":[512,-150.863267,9.10352241],"pnl":[512,0.628778363,0.0597657025]}},"arb_volume_reconstruction_max_abs_error":0.000107611628}`.

Gas: `{}`.

### b21-j19-s06-h40-p16

Source: `artifacts/goal/batches/j5-d/items/j19-s06-h40-p16/result.json`; body SHA-256 `6fcf4dfc0a98511eec32246aa4b10e807df41983a1403105bdad9fb8c150827a`. External warning:2.

J5. Wrong IB vector detected in warmup before holdout seeds; corrected IB TH/head-tail packing; saved START/frozen arrays reused. Best monitor+.033523384029965825 at60.0700789531072min/gen168.

Code/port SHA-256: `["2259664c4d570036cfd6a1c726b35477adbcc028461046bdbad03e34eb0677d3","8bef5bc9b473802e1ffa821286313ea6ecc3232a9ede710df76590d0394d0034"]`.

Gates: `{"A":{"pass":true,"max_bps":0.00015195374},"B":{"n":512,"mean":0.865507208,"se":0.0337741602,"pass":true},"C":{"pass":true,"max_bps":7.40955364e-05}}`.

Search: `{"gen":229,"min":80.998456,"M":512,"pop":16,"seed":20261219,"sigma0":0.6,"cap":".6 * 0.5^(search_minutes/40)","train":[1184000000,1184117247],"best":0.033523384,"frozen_minutes":60.070079,"mps":362.82555,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.96,-0.0271196],[10.13,-0.0299778],[15.11,-0.0297273],[20.06,-0.0101218],[25.19,-0.00120656],[30.09,-0.00829474],[35.08,0.00826383],[40.03,-0.000988472],[45.06,0.0198416],[50.3,0.0282316],[55.18,0.0290656],[60.07,0.0335234],[65.25,0.0114293],[70.02,0.0237477],[75.13,0.0249768],[80.26,0.0214527]]`.

holdout: `{"seeds":[41010000,41018191],"F-S":{"p":[8192,0.0216782466,0.00510437353]},"F-IB":{"p":[8192,0.568750266,0.0104424276]},"S-IB":{"p":[8192,0.54707202,0.0104431342]}}`.

real: `{"seeds":[8087040,8087551],"F-IB":{"p":[512,0.616057266,0.0340392577],"r":-0.437241212,"a":1.05329848,"w5":[[8087208,-2.00805729],[8087103,-1.51196456],[8087508,-1.00458678],[8087104,-0.969606889],[8087381,-0.959032276]]},"S-IB":{"p":[512,0.584924605,0.0348538916]},"F-S":{"p":[512,0.0311326614,0.0169951406],"r":0.0545842478,"a":-0.0234515864}}`.

Gas: `{"IB":[234933,0],"J5":[238233,0],"frozen":[238221,0]}`.

### b21-j20-s04-h40-p24

Source: `artifacts/goal/batches/j5-d/items/j20-s04-h40-p24/result.json`; body SHA-256 `bfb5689779d6b1353e821524869a394cbb166ba1dadd01fac86f3c28f68268cc`. External warning:2.

J5. Speed1143.0334202310407 initially, later median206.53276269524932; gen133 M512->256, next seed1188068096 (block index266), no training reuse. Continued below300. Joint common-draw scoring from gen65 matched separate replica bitwise on five markets/three points/four outputs. IB wrapper fixed;41010000 replayed for identity audit only, not counted twice.

Code/port SHA-256: `["2f32b0159b24bd9662e250801b6301b9462e0d3b4a6ac111b8ab00421aa533c2","8de3f96815659454cd250e4911a8291f73d5a06738c38ff733d6f28663a4873a"]`.

Gates: `{"A":{"passed":true,"max_bps":0.00015195374},"B":{"n":512,"mean":0.865507208,"se":0.0337741602,"passed":true},"C":{"passed":true,"max_bps":0.000134681267}}`.

Search: `{"gen":186,"min":78.3384539,"M":256,"M_history":[[0,512,0],[133,256,266]],"best_monitor":{"minutes":70.5556231,"generation":174,"gain_over_start":0.0355424773,"se":0.00700050186},"mps":206.532763,"valid":true}`.

Monitor min/gain: `[[0.05,0.0],[5.11,-0.00474433],[10.53,-0.00851662],[15.04,-0.00174807],[20.35,0.0118449],[25.4,0.0213443],[30.09,0.0140436],[35.16,0.0137172],[40.13,0.0190196],[45.08,0.014151],[50.28,0.0190675],[55.04,0.0199699],[60.11,0.0261551],[65.46,0.0354296],[70.56,0.0355425],[75.02,0.0334569]]`.

holdout: `{"F-S":{"p":[8192,0.0296964023,0.00372467298]},"F-IB":{"p":[8192,0.576768422,0.0105657452]},"S-IB":{"p":[8192,0.54707202,0.0104431342]}}`.

real: `{"seeds":[8088064,8088575],"F-IB":{"p":[512,0.590788897,0.0352377691],"r":[512,-0.276431872,0.0355705884],"a":[512,0.867220769,0.0179922404],"w5":[{"seed":8088507,"diff":-2.66948078},{"seed":8088468,"diff":-1.96821951},{"seed":8088508,"diff":-1.57537553},{"seed":8088275,"diff":-1.37592143},{"seed":8088406,"diff":-1.37520353}],"q":[[128,0.533980803,0.0685801168],[128,0.662421677,0.0654731056],[128,0.588482583,0.0706927208],[128,0.578270522,0.0770066305]]},"S-IB":{"p":[512,0.556295717,0.0357880869]},"F-S":{"p":[512,0.0344931792,0.0135878444],"r":[512,0.226963876,0.0146527295],"a":[512,-0.192470696,0.00581567869]}}`.

Gas: `{"frozen":[235383,0],"start":[235386,0],"ib":[237169,0]}`.

### b22-gj01-s10-h30-p16

Source: `artifacts/goal/batches/ig-joint/items/gj01-s10-h30-p16/result.json`; body SHA-256 `bef75a5c04359facec2a50c45c7d6e3acc372ed57167c297acc74c1edea92f29`. External warning:2.

IG weights/IA constants. Provisional emitter retained START head: C failed133.604399985751bps; fixed without changing candidate/selection. Shell continued after assertion, completing START/frozen holdout early; cached unchanged arrays reused. IB layout fixed and2000 EVM swaps checked at.000021981556254033197bps. Real followed repaired C. Workers8 first41 generations, then12.

Code/port SHA-256: `["c71c6811701446c347e2272c47481bd9fc1d248fba8fafaeb2d8033cafff4b50","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"pass":true,"max_bps":8.81406531e-05},"B":{"n":512,"mean":0.472120476,"se":0.02604593,"pass":true},"C":{"pass":true,"max_bps":0.000109479406}}`.

Search: `{"gen":447,"min":78.9570781,"M":512,"pop":16,"seed":20261221,"sigma0":1.0,"train":[1192000000,1192228863],"best":0.32176378,"mps":554.406593,"valid":true}`.

Monitor min/gain: `[[0.04,-1.95791e-05],[5.06,0.0538696],[10.15,0.0629979],[15.24,0.0861172],[20.21,0.0635388],[25.17,0.116134],[30.07,0.169896],[35.03,0.156029],[40.14,0.217356],[45.03,0.25493],[50.04,0.257033],[55.13,0.239057],[60.05,0.266317],[65.0,0.29309],[70.12,0.301786],[75.01,0.321764]]`.

holdout: `{"F-S":{"p":[8192,0.331947445,0.0091889754]},"F-IB":{"p":[8192,0.515356941,0.00962582035]},"S-IB":{"p":[8192,0.183409496,0.00807072234]}}`.

real: `{"seeds":[8089088,8089599],"F-IB":{"p":[512,0.490538439,0.035330234],"r":-0.427362872,"a":0.917901311,"w5":[[8089579,-2.74777958],[8089204,-2.58438119],[8089099,-2.32800263],[8089186,-2.21487445],[8089423,-2.02811449]],"q":[[128,0.472467009,0.0522943268],[128,0.609399934,0.0630861039],[128,0.451624001,0.0734322442],[128,0.428662814,0.0884692921]]},"S-IB":{"p":[512,0.151207348,0.0310111075]},"F-S":{"p":[512,0.339331092,0.0302309267],"r":-0.136153571,"a":0.475484662},"arb_volume_max_error":{"IB":9.41804792e-05,"START":6.87461434e-05,"frozen":9.9779958e-05}}`.

Gas: `{"IB":[236935,0],"START":[237659,0],"frozen":[237567,0]}`.

### b22-gj02-s07-h30-p16

Source: `artifacts/goal/batches/ig-joint/items/gj02-s07-h30-p16/result.json`; body SHA-256 `5b9d1c4d9dd295ba224a1647b405451d169b1b0f816fb705c016e47966195eca`. External warning:2.

IG weights/IA constants. Initial1126.8523407591454 benchmark versus training356.5279742456363. Concurrent alternative diagnostics85.49762441736887/107.58366644710846/129.64898284746874 are different timing scopes. First99 generations sigma cap used start-time, then completion-time.

Code/port SHA-256: `["c4c3b7fca96943b4d5171b6f10e2728add26190f7225ea76bbb7cc7c5f88b6b6","572bb0e6b7eb78ce84d95a48730ba05e699914643c0a062892a5a73970e1f372"]`.

Gates: `{"A":{"passed":true,"max_bps":8.81406531e-05},"B":{"n":512,"mean":0.472120476,"se":0.02604593,"passed":true},"C":{"passed":true,"max_bps":9.27464618e-05}}`.

Search: `{"gen":213,"min":81.5689149,"M":512,"pop":16,"seed":20261222,"sigma0":0.7,"cap":".7 * 0.5**(search_minutes/30)","best":0.281664632,"mps":1126.85234,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.03,0.0326996],[10.26,0.102339],[15.14,0.145724],[20.21,0.141196],[25.1,0.168581],[30.22,0.193363],[35.04,0.223568],[40.05,0.234105],[45.27,0.244681],[50.67,0.241269],[55.88,0.253549],[60.51,0.263366],[65.38,0.263955],[70.16,0.271785],[75.06,0.276022],[80.72,0.281665]]`.

holdout: `{"F-S":{"p":[8192,0.286123791,0.00847115149]},"F-IB":{"p":[8192,0.469533287,0.00946232707]},"S-IB":{"p":[8192,0.183409496,0.00807072234]}}`.

real: `{"seeds":[8090112,8090623],"F-IB":{"p":[512,0.416500008,0.0341998118],"r":-0.505519843,"a":0.922019851,"w5":[[8090277,-2.41164804],[8090579,-1.71962351],[8090475,-1.71509763],[8090415,-1.68631396],[8090386,-1.5655455]],"q":[[128,0.43167782,0.0521332979],[128,0.441253243,0.0634593143],[128,0.472155203,0.0779036444],[128,0.320913766,0.0768611468]]},"S-IB":{"p":[512,0.133846123,0.0290931879]},"F-S":{"p":[512,0.282653885,0.0254893441],"r":-0.212188491,"a":0.494842376}}`.

Gas: `{"IB":[234946,0],"START":[235614,0],"Frozen":[235597,0]}`.

### b22-gj03-s10-h45-p16

Source: `artifacts/goal/batches/ig-joint/items/gj03-s10-h45-p16/result.json`; body SHA-256 `873eda11083efb7b9da0543dbea7d24067fb2caaa443bb1f60ee458510ed4322`. External warning:2.

IG weights/IA constants. Below300 search, effective270.401569496722. Best10.07min/gen39+.07906982129789969; later~+.024..+.054. Real IB/START during search. Edge split missing, volumes only. Holdout START-minus-IB.18344192828460504 versus siblings.18340949578710425, retained discrepancy.

Code/port SHA-256: `["65ac7756937a539752e2644e005d221124f87c318ff1ff5965ad7c6cd7c6a536","b7eab7ab1ad8205161017e4d22fa549e0ac834cfbc151d31e550a3ef6362f820"]`.

Gates: `{"A":{"max_bps":8.81406531e-05,"passed":true},"B":{"n":512,"mean":0.471908598,"se":0.0260462198,"passed":true},"C":{"max_bps":0.000111273447,"passed":true}}`.

Search: `{"gen":109,"min":28.74,"M":256,"pop":16,"seed":20261223,"sigma0":1.0,"cap":"sigma <= 0.5^(search_minutes/45) after every generation","train":[1200000000,1200027903],"frozen_point":{"minutes":10.07,"generation":39,"monitor_gain_over_start":0.0790698213,"monitor_se":0.01763445},"mps":282.885149,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.03,0.00278442],[10.07,0.0790698],[15.02,0.0241824],[20.04,0.0462597],[25.19,0.0537339]]`.

holdout: `{"seeds":[41010000,41018191],"F-S":{"p":[8192,0.0793110291,0.00805369938]},"F-IB":{"p":[8192,0.262752957,0.00878263092]},"S-IB":{"p":[8192,0.183441928,0.00807082795]}}`.

real: `{"seeds":[8091136,8091647],"F-IB":{"p":[512,0.296970633,0.034396866],"w5":[[8091644,-2.37373527],[8091180,-1.73470225],[8091460,-1.61915349],[8091468,-1.59137358],[8091346,-1.51470975]]},"S-IB":{"p":[512,0.173141252,0.028472548]},"F-S":{"p":[512,0.123829381,0.0280633488]},"retail_arb":{"F-IB":{"rv":[512,29.9402147,7.05486938],"av":[512,-185.206526,6.64892124]}},"q":{"edges":[70141.7253,78803.2865,87159.8342],"F-IB":[[128,0.288846495,0.0536664269],[128,0.330817237,0.068297544],[128,0.277988819,0.0631762721],[128,0.290229982,0.0865649307]],"S-IB":[[128,0.262647361,0.0465504968],[128,0.17174075,0.0577177141],[128,0.125218975,0.058201423],[128,0.132957924,0.0637808206]]}}`.

Gas: `{"IB":[236982,0],"START":[235351,0],"FROZEN":[235474,0]}`.

### b22-gj04-s07-h45-p24

Source: `artifacts/goal/batches/ig-joint/items/gj04-s07-h45-p24/result.json`; body SHA-256 `7e28786666d1d9371786883968c15fab5c1c37915b0284528fa8efe3dd4fbc5e`. External warning:2.

IG weights/IA constants. Optimizer persisted; first10 segments omitted NumPy RNG. Reset at gen208 to20261224 then checkpointed; not a continuous reproducible seeded search.

Code/port SHA-256: `["b1f5b3974b7ba0247a7460567726b69423a9aff059807e9e70b8ab8abf441e25","572bb0e6b7eb78ce84d95a48730ba05e699914643c0a062892a5a73970e1f372"]`.

Gates: `{"A":{"passed":true,"max_bps":8.81406531e-05},"B":{"n":512,"mean":0.472120476,"se":0.02604593,"passed":true},"C":{"passed":true,"max_bps":0.000141437741}}`.

Search: `{"gen":305,"min":79.7262044,"M":512,"pop":24,"seed":20261224,"sigma0":0.7,"cap":".7 * .5**(search_minutes/45)","best":0.386468067,"mps":342.485405,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.06,0.148397],[10.04,0.209925],[15.13,0.213522],[20.36,0.21455],[25.26,0.229685],[30.23,0.235991],[35.22,0.275791],[40.15,0.288682],[45.31,0.307001],[50.33,0.319963],[55.22,0.336461],[60.04,0.335213],[65.19,0.358282],[70.03,0.371848],[75.17,0.386468]]`.

holdout: `{"seeds":[41010000,41018191],"F-S":{"p":[8192,0.395563406,0.0087609878]},"F-IB":{"p":[8192,0.578972902,0.0095630906]},"S-IB":{"p":[8192,0.183409496,0.00807072234]}}`.

real: `{"seeds":[8092160,8092671],"F-IB":{"p":[512,0.567906141,0.032839743],"r":[512,-0.457633031,0.0336403675],"a":[512,1.02553917,0.0157762861],"w5":[{"seed":8092457,"diff":-2.05359889},{"seed":8092264,"diff":-1.68548019},{"seed":8092422,"diff":-1.58922388},{"seed":8092285,"diff":-1.47530459},{"seed":8092217,"diff":-1.45562266}],"q":[[128,0.575047132,0.0563155556],[128,0.566739126,0.0640287428],[128,0.613347486,0.0615573775],[128,0.516490819,0.0791148597]]},"S-IB":{"p":[512,0.18654234,0.0278384948]},"F-S":{"p":[512,0.381363801,0.0277729395],"r":[512,-0.209693504,0.0279930271],"a":[512,0.591057305,0.0128199028]},"arb_volume_max_error":0.000103165523}`.

Gas: `{"IB":[237001,0],"START":[237739,0],"frozen":[238544,0]}`.

### b22-gj05-s10-h30-p24

Source: `artifacts/goal/batches/ig-joint/items/gj05-s10-h30-p24/result.json`; body SHA-256 `d59dad874639f7bdd6888e5ef370114f2e9675494a83445468609c8fd6245053`. External warning:2.

IG weights/IA constants. Final monitor40.48min/gen88 best+.18303609765983928, still rising. Restart mean-z/sigma.39247125034477853/next seed1208045056 is not full covariance/RNG checkpoint. IB differential inherited, not rerun.

Code/port SHA-256: `["fdf150d974205f88ff15b13413ffcaf7f8a74ded0c0388d5b4451ce6676b615c","c509ee132da4a74851f699db3c02974676a69e854205f68512ef4ff2ba2f6f6d"]`.

Gates: `{"A":{"passed":true,"max_bps":8.81406531e-05},"B":{"n":512,"mean":0.472120476,"se":0.02604593,"passed":true},"C":{"passed":true,"max_bps":8.70990426e-05}}`.

Search: `{"gen":88,"min":40.578808,"M":512,"pop":24,"seed":20261225,"sigma0":1.0,"train":[1208000000,1208045055],"frozen_point":{"minutes":40.48,"generation":88,"monitor_gain_over_START":0.183036098,"se":0.0183958661},"mps":661.314619,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.36,0.0834954],[10.24,0.13635],[15.32,0.155617],[20.24,0.124536],[25.46,0.17458],[30.7,0.157913],[35.61,0.179422],[40.48,0.183036]]`.

holdout: `{"seeds":[41010000,41018191],"F-S":{"p":[8192,0.204990464,0.00832516451]},"F-IB":{"p":[8192,0.38839996,0.0091665721]},"S-IB":{"p":[8192,0.183409496,0.00807072234]}}`.

real: `{"seeds":[8093184,8093695],"F-IB":{"p":[512,0.393946746,0.0356946523],"r":-0.79160975,"a":1.1855565,"w5":[[8093334,-2.0845415],[8093618,-1.91095128],[8093265,-1.77139128],[8093569,-1.68148837],[8093398,-1.67770808]]},"S-IB":{"p":[512,0.1678722,0.029415215]},"F-S":{"p":[512,0.226074545,0.0270689308],"r":-0.538210214,"a":0.76428476},"q":{"F-IB":[[128,0.545532199,0.0619309568],[128,0.370879672,0.0662426398],[128,0.353988216,0.0802473304],[128,0.305386896,0.0747228721]],"S-IB":[[128,0.254885872,0.04925678],[128,0.156340347,0.0549939969],[128,0.159603199,0.0599935098],[128,0.100659384,0.0691322578]],"F-S":[[128,0.290646327,0.0463229616],[128,0.214539326,0.0529942315],[128,0.194385017,0.0575125614],[128,0.204727512,0.0590389043]]},"arb_volume_max_error":9.71267291e-05}`.

Gas: `{"IB":[234945,0],"START":[235602,0],"Frozen":[235489,0]}`.

### b23-k01-s05-h45-p16

Source: `artifacts/goal/batches/t3-a/items/k01-s05-h45-p16/result.json`; body SHA-256 `12606d82ec57ee9fe351945ec520b1ab8d79c8a472ff46b3bce6c5c0693b7b49`. External warning:2.

Later START2333ecf2. Best final monitor/gen470+.06558301303346806. Positive replica and real extra gains. Real edge split unavailable; volumes/PnL measured directly.

Code/port SHA-256: `["9253b6f3a49eafc1ed21ad19d9e2c0761c2ff151a6a7aa81e16de83834ad6a1b","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"passed":true,"max_bps":3.70644479e-05},"B":{"passed":true,"n":1024,"mean":0.76922146,"se":0.0269129589},"C":{"passed":true,"max_bps":4.54166301e-05}}`.

Search: `{"gen":470,"min":75.8523922,"M":512,"pop":16,"seed":20261301,"sigma0":0.5,"cap":"0.5 * 0.5^(minutes/45)","train_seed_start":1216000000,"train_seed_end":1216240639,"best_monitor":{"generation":470,"gain_over_START":0.065583013,"se":0.00974620174},"mps":876.91251,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.09,0.00364921],[6.62,0.00165996],[11.69,0.0148673],[13.15,0.00739811],[18.27,0.0221831],[19.67,0.00738623],[24.75,0.0160848],[26.23,0.0267738],[31.35,0.0324387],[32.75,0.0211242],[37.87,0.0223637],[39.36,0.0394969],[44.44,0.0465519],[45.92,0.0417385],[51.03,0.0429924],[52.57,0.0465549],[57.7,0.0425252],[59.2,0.0526727],[64.2,0.0498153],[65.74,0.0536491],[70.87,0.057197],[72.34,0.0609079],[75.85,0.065583]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.066095771,0.0048319267],"r":-0.14769471,"a":0.213790481},"F-IB":{"p":[8192,0.833969284,0.00982815503],"r":-0.384741411,"a":1.2187107},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8097280,8097791],"F-IB":{"p":[512,0.79288621,0.0365101863],"re":null,"ae":null,"rvy":294.883657,"avy":-84.9623714,"pnl":0.800727843,"w5":[{"seed":8097498,"diff":-1.62378322},{"seed":8097609,"diff":-1.44110054},{"seed":8097567,"diff":-1.37505305},{"seed":8097719,"diff":-1.20074817},{"seed":8097678,"diff":-1.10945624}],"q":[[128,0.857939175,0.0670637711],[128,0.712153579,0.0686560387],[128,0.754961858,0.072586361],[128,0.846490229,0.0827966041]]},"F-S":{"p":[512,0.0712476711,0.019213247],"re":null,"ae":null,"rvy":36.107608,"avy":-27.6193325,"pnl":0.0688457959},"S-IB":{"p":[512,0.721638539,0.0340760034]}}`.

Gas: `{"ib":[237033,0],"frozen":[237618,0],"start":[237612,0]}`.

### b23-k02-s03-h45-p16

Source: `artifacts/goal/batches/t3-a/items/k02-s03-h45-p16/result.json`; body SHA-256 `5ada07221aee1a4407e9eb501e9008b8d3a76319d9c55ec039ec2db8826a6f70`. External warning:2.

Setup uv venv exit126, cannot execute binary file: pinned executable/wheel platform mismatch reported. No gates/training/freeze/holdout/real/gas. START code/params and original port unchanged. valid=null unmeasured; previous START gas235575 not a new result.

Code/port SHA-256: `["cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b"]`.

Gates: `{"A":null,"B":null,"C":null}`.

Search: `{"gen":0,"min":0,"M":null,"mps":null,"valid":null}`.

holdout: `null`.

real: `null`.

Gas: `null`.

### b23-k03-s05-h90-p16

Source: `artifacts/goal/batches/t3-a/items/k03-s05-h90-p16/result.json`; body SHA-256 `456a2aca531d12caf8d5b5c4cdb9b4a01c7b30ee9b8e2710be45331147f6d600`. External warning:2.

START unchanged. Synthetic Gate A panic0x12 seq42/callback1223,42 completed sequences/85223 successful callbacks; completed max.0013129291984159686bps. Failure reproduced; B passed; no search/C/holdout/real/gas.

Code/port SHA-256: `["cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"passed":false,"completed_sequences":42,"successful_callbacks":85223,"completed_max_bps":0.0013129292},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":null}}`.

Search: `{"gen":0,"min":0,"M":null,"mps":null,"valid":false}`.

holdout: `{"F-S":{"p":[0,null,null]},"F-IB":{"p":[0,null,null]},"S-IB":{"p":[0,null,null]}}`.

real: `{"F-S":{"p":[0,null,null],"rv":null,"av":null},"F-IB":{"p":[0,null,null],"rv":null,"av":null,"w5":null,"q":null},"S-IB":{"p":[0,null,null]}}`.

Gas: `{"swap_peak":{"frozen":null,"START":null,"IB":null},"oog":null}`.

### b23-k04-s03-h90-p16

Source: `artifacts/goal/batches/t3-a/items/k04-s03-h90-p16/result.json`; body SHA-256 `30122c8d20dba9142844e890d64ebfdd5fcc08f011c5d8c6a8caffe737b00fb7`. External warning:2.

Below300 search; source invokes >=100 override.56.914788891118945 warmed min/~63.05 wall. Real256. Largest raw real-minus-IB mean, but extra gain unconfirmed on both holdout and real; reserved45min for checks.

Code/port SHA-256: `["9c0bdebb83d138ec2f8aa07545e9b82e550ce138937fe244f0e6a7ccf805091d","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":6.10425083e-05}}`.

Search: `{"gen":85,"min":56.9147889,"M":256,"pop":16,"seed":20261304,"sigma0":0.3,"cap":".3 * 0.5 ** (minutes/90)","train_seed_start":1228000000,"train_seed_end":1228021759,"best":0.0105643171,"mps":111.363454,"valid":true}`.

Monitor min/gain: `[[5.28,0.00150042],[10.57,0.00188064],[15.88,0.00347548],[21.22,0.0105643],[26.53,0.00221404],[31.91,0.00767921],[37.21,0.00615185],[42.56,0.00251618],[47.96,0.00752629],[53.47,-0.00566008]]`.

holdout: `{"F-S":{"p":[8192,0.00230549433,0.00309235855],"r":-0.0990283828,"a":0.101333877,"rv":-142.21576},"F-IB":{"p":[8192,0.770179008,0.00941103201],"r":-0.336075084,"a":1.10625409,"rv":143.961645},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seed_start":8100352,"seed_end":8100607,"F-IB":{"p":[256,0.9069095,0.0507251349],"re":null,"ae":null,"rv":155.997507,"av":-131.597187,"retail_volume_sum_delta":39935.3619,"arb_volume_sum_delta":-33688.8799,"w5":[[8100481,-1.61007928],[8100589,-0.603412833],[8100385,-0.500446446],[8100603,-0.495982194],[8100607,-0.488887518]],"q":[[64,0.886408105,0.107757894],[64,0.874980568,0.0749281713],[64,0.914397286,0.107040487],[64,0.95185204,0.113662954]]},"F-S":{"p":[256,0.0247094997,0.0181978552],"re":null,"ae":null,"rv":-142.464957,"av":-97.3966786,"retail_volume_sum_delta":-36471.029,"arb_volume_sum_delta":-24933.5497},"S-IB":{"p":[256,0.8822,0.051769052]}}`.

Gas: `{"ib":[234837,0],"frozen":[235412,0],"start":[235406,0]}`.

### b23-k05-s05-h45-p24

Source: `artifacts/goal/batches/t3-a/items/k05-s05-h45-p24/result.json`; body SHA-256 `c66cebdf4f665a3a3665ee67529e7ebcc4041def1a1e110ab6af2b07b2eedef0`. External warning:2.

Below300 search. Frozen block8101376..8101439 ran but decomposition assumed4bps initial fee; arb-volume assertion(-.02274170858800062) lost unsaved results/gas. Not rerun. Frozen pairs192/256, START-minus-IB256. Corrected actual BASE_FEE, later raw saved before decomposition. valid=false due incomplete coverage, not observed OOG/over-limit. Extra real gain unconfirmed.

Code/port SHA-256: `["a44ef471e6268dacfcdbb17e3638f5646fcf15c5f9100b4f398014ff53d1eb38","9dd75a78b1527fb6081bfa549a717bedb65e75978ff50ed1e25b50774454c96f"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":0.000105302679}}`.

Search: `{"gen":131,"min":62.5254265,"M":256,"pop":24,"seed":20261305,"sigma0":0.5,"cap":".5 * 2^(-elapsed_search_minutes/45)","training_seeds":[1232000000,1232033535],"best_gain":0.0241797276,"best_gen":87,"mps":171.595652,"valid":false}`.

Monitor min/gain: `[[0.45,0.0],[5.75,-0.0023318],[10.94,0.0124311],[16.12,0.00491773],[21.33,0.00683119],[26.52,0.017224],[31.69,0.00370009],[36.78,0.0156399],[41.95,0.0241797],[47.08,0.0134801],[52.18,0.0128976],[57.35,0.0136388],[62.53,0.0159314]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.0104274338,0.00383260641],"re":-0.252337772,"ae":0.262765206,"rv":-222.893172},"F-IB":{"p":[8192,0.778300947,0.00955021047],"re":-0.489384473,"ae":1.26768542,"rv":63.2842327},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8101376,8101631],"missing":{"frozen":{"n":64,"seeds":[8101376,8101439],"reason":"KIT decompose assumed 4 bps initial fee; AssertionError: arb volume reconstruction error -0.02274170858800062. run_batch completed but raw batch and gas were not persisted before the assertion. Seeds 8101376..8101439 were not rerun."}},"F-S":{"p":[192,-0.0242471917,0.0219608555],"r":-0.283844925,"a":0.259597734,"rv":-227.654987,"av":-167.338922,"pnl":-0.0165543678},"F-IB":{"p":[192,0.766568304,0.0539696884],"r":-0.50925077,"a":1.27581907,"rv":50.799946,"av":-224.087081,"pnl":0.755171744,"w5":[[8101531,-1.19553686],[8101545,-0.761405112],[8101518,-0.745209569],[8101555,-0.644066393],[8101528,-0.635449284]],"q":[[48,0.770238429,0.0819867061],[48,0.873526143,0.116539434],[48,0.827415229,0.101268423],[48,0.595093416,0.125859783]]},"S-IB":{"p":[256,0.723603729,0.0454025847]}}`.

Gas: `{"swap_peak":{"ib":234958,"frozen":237476,"start":237473},"oog":null}`.

### b24-k06-s04-h60-p16

Source: `artifacts/goal/batches/t3-b/items/k06-s04-h60-p16/result.json`; body SHA-256 `e7b20742e25c7b6cead3f9ee3d69a750a0524e1e92e3ce2a3354db6e23c80ad9`. External warning:2.

Only numeric Solidity literals changed, nonnumeric token structure preserved. First13 affine input scalings hardcoded, retained. Positive extra gains. Real edge split null; direct volumes/PnL available.

Code/port SHA-256: `["ef01fb9098ad10227d50168a593b28f2289f29128e1a5a9e5c8bb8fea01159ae","849ad35ab56f14adbde9427055d2caa586e41ef12387508c4d9ed41a6d1d37ee"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"passed":true,"S-IB":[1024,0.76922146,0.0269129589]},"C":{"passed":true,"max_bps":5.63206312e-05}}`.

Search: `{"gen":473,"min":80.0021457,"M":512,"pop":16,"seed":20261306,"sigma0":0.4,"cap":"0.4 * 0.5 ** (minutes / 60), applied before each ask","search_seed_start":1236000000,"search_seed_end":1236242175,"best":0.0571340382,"mps":761.145097,"valid":true}`.

Monitor min/gain: `[[5.02,0.0046997],[10.1,0.00703692],[15.16,0.0207326],[20.29,0.0283214],[25.37,0.0228589],[30.41,0.0354511],[35.57,0.0354526],[40.72,0.0276795],[45.8,0.0434928],[50.86,0.0482186],[56.0,0.0448938],[61.0,0.0415443],[66.14,0.055689],[71.19,0.057134],[76.24,0.0549035],[79.74,0.0539402],[79.96,0.0498309]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.0509697971,0.00447495867],"re":0.459839163,"ae":-0.408869366,"rv":173.816868},"F-IB":{"p":[8192,0.81884331,0.0095685137],"re":0.222792462,"ae":0.596050849,"rv":459.994273},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8102400,8102911],"F-S":{"p":[512,0.0466188927,0.0169773371],"rv":[null,null,null],"av":[null,null,null],"pnl":[null,null,null],"re":null,"ae":null},"F-IB":{"p":[512,0.791549543,0.0379456902],"rv":[null,null,null],"av":[null,null,null],"pnl":[null,null,null],"re":null,"ae":null,"w5":[{"seed":8102485,"diff":-2.66798064},{"seed":8102647,"diff":-1.99422468},{"seed":8102480,"diff":-1.86317751},{"seed":8102856,"diff":-1.82788264},{"seed":8102417,"diff":-1.69306237}],"q":[[128,0.634300077,0.073065355],[128,0.754162489,0.0608830852],[128,0.926815226,0.0829713503],[128,0.850920378,0.0828672555]]},"S-IB":{"p":[512,0.74493065,0.0382046034]}}`.

Gas: `{"swap_peak":{"IB":237601,"START":237588,"frozen":237597},"oog":{"IB":0,"START":0,"frozen":0}}`.

### b24-k07-s03-h60-p16

Source: `artifacts/goal/batches/t3-b/items/k07-s03-h60-p16/result.json`; body SHA-256 `9212fa7fbc3dae90d9d0eda9cb22972790431d4128339db1cc55754ddbfc73c3`. External warning:2.

First64-seed IB chunk rerun after.026 Y reconstruction discrepancy, assertion removed. Other chunks/arms once. Strict no-reuse violated for IB chunk. Max discrepancy.02647974302453804; reconstructed edge less secure. Extra real gain small versus SE.

Code/port SHA-256: `["039fa1a3fcab7d33a03457284bdb8858beea581eaddcd904631e8c0d91855608","cdf8c0f846f4439bc4f368b6a7bfcb6313cee5ab0904f89dcb24e3568496e125"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":8.57256633e-05}}`.

Search: `{"gen":522,"min":79.2299547,"M":512,"pop":16,"seed":20261307,"sigma0":0.3,"train":[1240000000,1240267263],"best":0.0522990797,"mps":949.921394,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.12,0.0198632],[10.15,0.0100173],[15.06,0.0157222],[20.06,0.018754],[25.06,0.0196623],[30.12,0.0264518],[35.12,0.0315249],[40.16,0.0264327],[45.1,0.0286693],[50.08,0.0365979],[55.07,0.0361583],[60.15,0.0428237],[65.1,0.0483947],[70.1,0.0457168],[75.15,0.0522991]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.0546007889,0.00442216769],"r":-0.0370937868,"a":0.0916945757},"F-IB":{"p":[8192,0.822474302,0.00967066847],"r":-0.274140488,"a":1.09661479},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8103424,8103935],"F-S":{"p":[512,0.0347796625,0.0182653079],"r":-0.0589956132,"a":0.0937752757,"rv":-12.090204,"av":-0.346436021},"F-IB":{"p":[512,0.835585842,0.0414710292],"r":-0.251380334,"a":1.08696618,"rv":296.264011,"av":-34.6660033,"w5":[[8103721,-3.55373958],[8103586,-2.59842343],[8103657,-1.40691563],[8103551,-1.25867404],[8103928,-1.19061567]]},"S-IB":{"p":[512,0.80080618,0.0432829926]},"arb_volume_max_error":0.026479743}`.

Gas: `{"IB":[234946,0],"frozen":[235574,0],"start":[235563,0]}`.

### b24-k08-s05-h60-p24

Source: `artifacts/goal/batches/t3-b/items/k08-s05-h60-p24/result.json`; body SHA-256 `4e454db5ea796bd8077d60efa84639712752c1a06578fa2b742b93529c1b3089`. External warning:2.

Below300 search, invokes >=100 override.127 generations/final sigma.2500205602569202. A first chunk before cache=True; arithmetic unchanged. Real256; edge split null, tiny extra gain unconfirmed.

Code/port SHA-256: `["b2165451fae47c0e32001328ad1ed517dc40c3a29f286e25480e4c4a77c7c9c6","c333f1d2acf12585627bae80ad1866691f0e687b7738d404c0a0976ff4d66698"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":5.36300538e-05}}`.

Search: `{"gen":127,"min":59.9928926,"M":256,"pop":24,"seed":20261308,"sigma0":0.5,"cap":".5 * 2**(-search_minutes/60)","best_gain":0.0105854214,"mps":123.612606,"valid":true}`.

Monitor min/gain: `[[5.52,0.0105854],[10.5,-0.00455881],[15.4,-0.00170871],[20.47,-0.000978315],[25.17,-0.0029053],[30.67,-0.00289002],[35.4,-0.00843589],[40.36,0.00268867],[45.47,0.00445968],[50.21,8.95821e-05],[55.26,-0.00309869]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.00372761843,0.0031133687],"r":0.300123226,"a":-0.296395608,"rv":78.4725993},"F-IB":{"p":[8192,0.771601132,0.00949651173],"r":0.063076525,"a":0.708524607,"rv":364.650004},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8104448,8104703],"F-S":{"p":[256,0.00107668299,0.0177829303],"r":null,"a":null,"pnl":0.00960417073,"rv":76.9435116,"av":142.503707},"F-IB":{"p":[256,0.798097801,0.0477257363],"r":null,"a":null,"pnl":0.831599727,"rv":385.609732,"av":118.164127,"w5":[[8104663,-1.27863528],[8104630,-1.17309575],[8104593,-0.879885763],[8104679,-0.71232714],[8104473,-0.693723371]],"q":[[64,0.710131986,0.0828109344],[64,0.774756435,0.0763716279],[64,0.813320246,0.108405144],[64,0.894182536,0.110245833]]},"S-IB":{"p":[256,0.797021118,0.0497301774]}}`.

Gas: `{"swap_peak":{"IB":234856,"frozen":235420,"START":235405},"oog":{"IB":0,"frozen":0,"START":0}}`.

### b24-k09-s07-h45-p16

Source: `artifacts/goal/batches/t3-b/items/k09-s07-h45-p16/result.json`; body SHA-256 `3d001532cce4c2885307bb007a5170f77dd4b2f8151d041696e04a1c60a0f475`. External warning:2.

START unchanged. Same synthetic panic seq42/callback1223 reproduced;42 full sequences, completed max.0013129291984159686bps;43..49 not attempted. B concurrent before failure known. Speed not a search. No C/holdout/real/gas.

Code/port SHA-256: `["cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"pass":false,"completed_sequences":42,"completed_sequence_max_error_bps":0.0013129292},"B":{"pass":true,"p":[1024,0.76922146,0.0269129589]},"C":{"pass":null}}`.

Search: `{"gen":0,"min":0,"M":512,"mps":601.250681,"valid":false}`.

holdout: `{"F-S":null,"F-IB":null,"S-IB":null}`.

real: `{"F-S":null,"F-IB":null,"S-IB":null}`.

Gas: `{"swap_peak":{"frozen":null,"start":null,"IB":null},"oog":null}`.

### b24-k10-s04-h45-p16

Source: `artifacts/goal/batches/t3-b/items/k10-s04-h45-p16/result.json`; body SHA-256 `f1a203c6bd275dd5b1a94a3245ddba2a6d9da45ff37a9397c1a1ea6b736f49a2`. External warning:2.

Monitor winner, positive replica extra gain but negative/unconfirmed real extra gain. Real edge splits null, volumes distinct. reproduction_zb64 maps filename->source; decoded/hash-checked, not executed, requires pinned setup.

Code/port SHA-256: `["a94d42af4a816533f6859830908b0ff17960406576a4ee4c85fa0bf4bb4e699e","572bb0e6b7eb78ce84d95a48730ba05e699914643c0a062892a5a73970e1f372"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"C":{"passed":true,"max_bps":0.000230195608},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true}}`.

Search: `{"gen":251,"min":80.4835366,"M":512,"pop":16,"seed":20261310,"sigma0":0.4,"cap":".4 * .5 ** (elapsed_minutes/45)","train":[1252000000,1252128511],"best":0.023987811,"mps":443.632183,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.1,0.00458093],[10.25,0.00276244],[15.31,0.00568185],[20.43,0.00901368],[25.56,0.0154576],[30.89,0.0189676],[35.93,0.0112723],[41.01,0.0239878],[46.05,0.0106352],[51.1,0.0179698],[56.18,0.0157985],[61.28,0.0174727],[66.59,0.010883],[71.86,0.0226611],[76.94,0.0212793],[80.48,0.0201991]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.023481168,0.00366349049],"re":0.0433005929,"ae":-0.0198194249},"F-IB":{"p":[8192,0.791354681,0.00950349651],"re":-0.193746108,"ae":0.98510079},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds_by_arm":{"frozen":[8106496,8107007],"start":[8106496,8107007],"IB":[8106496,8107007]},"F-S":{"p":[512,-0.00135077916,0.0161609957],"rvy":-67.8270113,"avy":-8.75700558,"pnl":0.00128981678,"re":null,"ae":null},"F-IB":{"p":[512,0.802579345,0.0369219393],"rvy":211.788692,"avy":-54.6550113,"pnl":0.829708462,"re":null,"ae":null,"w5":[[8106496,-2.59332347],[8106914,-1.7692166],[8106643,-1.61982828],[8106508,-1.4673268],[8106548,-1.37241681]],"q":[[128,0.73721401,0.0650025134],[128,0.74445897,0.0769858488],[128,0.840006876,0.0712746791],[128,0.888637525,0.081108995]]},"S-IB":{"p":[512,0.803930124,0.0359483661]}}`.

Gas: `{"swap_peak":{"frozen":237710,"start":237677,"IB":237142},"oog":{"frozen":0,"start":0,"IB":0}}`.

### b25-k11-s05-h45-p16

Source: `artifacts/goal/batches/t3-c/items/k11-s05-h45-p16/result.json`; body SHA-256 `b8db6af9b4de4645647541e6def520672733238512a5e8bda449154fca832414`. External warning:2.

Monitor winner frozen before confirmation; real extra gain negative/unconfirmed despite positive replica. Reconstruction records per-arm decomposition_errors and null affected splits. Volumes cannot substitute for edge.

Code/port SHA-256: `["fca0c79ab5024f24b1c261c64c289d02210da617164825586e9faa94c9799008","572bb0e6b7eb78ce84d95a48730ba05e699914643c0a062892a5a73970e1f372"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":7.381923e-05}}`.

Search: `{"gen":377,"min":79.1062766,"M":512,"pop":16,"seed":20261311,"sigma0":0.5,"train":[1256000000,1256193023],"best":0.0281192219,"best_gen":362,"mps":652.537887,"valid":true}`.

Monitor min/gain: `[[0.0,0.0],[5.09,-0.0101768],[10.24,-0.0128826],[15.24,0.00488203],[20.27,0.0265857],[25.46,0.00479718],[30.47,-0.00234334],[35.51,-0.00674794],[40.69,0.0152551],[45.71,0.0225388],[50.78,0.0171038],[55.8,0.0105684],[60.82,0.0126244],[65.86,0.0097458],[70.91,0.0129066],[75.93,0.0281192],[79.05,0.011543]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.0144235539,0.0042542881],"r":-0.00988822799,"a":0.0243117819},"F-IB":{"p":[8192,0.782297067,0.00971336042],"r":-0.246934929,"a":1.029232},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8107520,8108031],"F-S":{"p":[512,-0.0113492995,0.0199851448],"rv":-25.2000222,"av":40.6911213,"r":-0.0305255811,"a":0.0191762816},"F-IB":{"p":[512,0.793511107,0.0482234761],"rv":262.214202,"av":-5.39957263,"r":-0.255232926,"a":1.04874403,"w5":[[8107827,-1.94816372],[8107709,-1.66000715],[8107956,-1.33671599],[8107998,-1.28643984],[8107577,-1.12197796]],"q":[[128,0.708371222,0.0612233816],[128,0.727739072,0.0607860018],[128,0.812039417,0.0810952052],[128,0.925894715,0.152237577]]},"S-IB":{"p":[512,0.804860406,0.0493518532]},"arb_volume_max_error":{"frozen":0.000114873052,"ib":6.51758601e-05,"start":0.000114535123},"decomposition_errors":{"frozen":[],"ib":[],"start":[]}}`.

Gas: `{"frozen":[235412,0],"ib":[234892,0],"start":[235406,0]}`.

### b25-k12-s03-h45-p16

Source: `artifacts/goal/batches/t3-c/items/k12-s03-h45-p16/result.json`; body SHA-256 `2ec8a6f6d2d9036a518cafb444167f8ef1a54c90ca081cb8b57e427bcaa029ae`. External warning:2.

START unchanged. Same panic seq42/callback1223. Diagnostic completes other sequences:49 complete/99223 successful callbacks. Failed-sequence max4.1200120283326385bps, unlike k03/k09 completed-only maxima. No train/monitor/holdout/requested real seeds; no C/real gas.

Code/port SHA-256: `["cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"pass":false,"completed_sequences":49,"successful_callbacks":99223,"max_bps":4.12001203},"B":{"pass":true,"S-IB":[1024,0.76922146,0.0269129589]},"C":{"pass":null}}`.

Search: `{"gen":0,"min":0,"M":512,"pop":16,"seed":20261312,"sigma0":0.3,"mps":353.371105,"valid":false}`.

holdout: `{"F-S":null,"F-IB":null,"S-IB":null}`.

real: `{"F-S":null,"F-IB":null,"S-IB":null}`.

Gas: `{"swap_peak":{"frozen":null,"start":null,"IB":null},"oog":0,"reverts":1}`.

### b25-k13-s05-h90-p16

Source: `artifacts/goal/batches/t3-c/items/k13-s05-h90-p16/result.json`; body SHA-256 `5eee6f6f07c5b04513d372539ce2209b04510691fd8d9c90a857ff9b4f976b86`. External warning:3.

689 generations, largest count here; best gen663. First real chunk retried after reconstruction assertion, using saved IB arm; once-only status of other arms of that chunk not established. Extra real gain small versus SE.

Code/port SHA-256: `["2d751bb195845050324ced8a818db65f9c27d99dc0306c00706a167a3bb7995c","732c0fb615480020795039a111e4a49a46f851e6f29720b092665b247d79006b"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"passed":true,"n":1024,"mean":0.76922146,"se":0.0269129589},"C":{"passed":true,"max_bps":6.35518069e-05}}`.

Search: `{"gen":689,"min":79.0564609,"M":512,"pop":16,"seed":20261313,"sigma0":0.5,"cap":"0.5 * 2^(-minutes/90)","train_seed_start":1264000000,"train_seed_end":1264352767,"best":0.0298969923,"best_gen":663,"mps":1195.19761,"valid":true}`.

Monitor min/gain: `[[5.11,-0.0354426],[10.17,-0.0579386],[15.21,-0.0611504],[20.28,-0.068139],[25.39,-0.0532409],[30.5,-0.045933],[35.53,-0.0458933],[40.62,-0.0226523],[45.72,-0.00582272],[50.78,-0.0131921],[55.9,0.0163922],[61.01,0.00532177],[66.14,0.0131924],[71.17,0.0150269],[76.23,0.029897]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.0257590901,0.00464728081],"r":0.127992968,"a":-0.102233878},"F-IB":{"p":[8192,0.793632603,0.00951300321],"r":-0.109053733,"a":0.902686336},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"seeds":[8109568,8110079],"F-S":{"p":[512,0.0230359226,0.0188613747],"r":0.122335907,"a":-0.0992999847,"rv":29.9911729,"av":76.0607776},"F-IB":{"p":[512,0.760120528,0.0379579611],"r":-0.15110802,"a":0.911228548,"rv":312.618556,"av":34.5023171,"w5":[[8109875,-2.78183681],[8110034,-1.41074263],[8110042,-1.38397394],[8109660,-1.27609871],[8110018,-1.25226252]],"q":[[128,0.688644345,0.0630644593],[128,0.686850903,0.0642167452],[128,0.825124372,0.0735085688],[128,0.839862493,0.0975642507]]},"S-IB":{"p":[512,0.737084606,0.0368513104]},"arb_volume_max_error":{"IB":8.43205889e-05,"frozen":0.0792036997,"start":0.0264520239}}`.

Gas: `{"swap_peak":{"IB":234872,"frozen":237629,"start":237600},"oog":{"IB":0,"frozen":0,"start":0}}`.

### b25-k14-s05-h60-p16

Source: `artifacts/goal/batches/t3-c/items/k14-s05-h60-p16/result.json`; body SHA-256 `4b59248b51720c1b1576dd128b19485f37fa6f3f7427b66db37bf5bb1e4662f8`. External warning:2.

Best10.179062273950937min, not final monitor. Effective proposal447.71106690653266 versus benchmark489.9584522337989 markets/s. Arb-volume reconciliation max.00009303410843131132. Extra real gain small versus SE.

Code/port SHA-256: `["df129a204bbdf3bd91ccdd9632a9b4d9356e11ffb1d9038798cd245139352bbd","d708b57d73dd07ae30e6aa0065552f8dc5db389fd6d428efafb16707c2f33104"]`.

Gates: `{"A":{"passed":true,"max_bps":0.000198228122},"B":{"n":1024,"mean":0.76922146,"se":0.0269129589,"passed":true},"C":{"passed":true,"max_bps":0.000110749263}}`.

Search: `{"gen":252,"min":76.8495634,"M":512,"pop":16,"seed":20261314,"sigma0":0.5,"cap":"0.5 * 0.5 ** (minutes / 60)","train":[1268000000,1268129023],"best_min":10.1790623,"mps":489.958452,"valid":true}`.

Monitor min/gain: `[[5.03,-0.0119361],[10.18,0.0197725],[15.01,0.0128981],[20.19,0.00346409],[25.15,0.00761088],[30.12,0.0109813],[35.05,0.0182223],[40.24,0.0143007],[45.16,0.00678834],[50.02,0.00935798],[55.15,0.0191915],[60.3,0.0131864],[65.11,0.0174719],[70.19,0.0185514],[75.29,0.0187381]]`.

holdout: `{"seeds":[41030000,41038191],"F-S":{"p":[8192,0.00978550476,0.00347263752],"r":0.0777505089,"a":-0.0679650041},"F-IB":{"p":[8192,0.777659018,0.00943326254],"r":-0.159296192,"a":0.93695521},"S-IB":{"p":[8192,0.767873513,0.00947268305]}}`.

real: `{"F-S":{"p":[512,0.00962706239,0.0145154042],"r":0.079615503,"a":-0.0699884406,"rv":-50.6403282,"av":18.6762141,"pnl":-0.0031478303},"F-IB":{"p":[512,0.759900103,0.0322791659],"r":-0.14371315,"a":0.903613253,"rv":234.070512,"av":-28.1167284,"pnl":0.721858592,"w5":[[8110858,-1.59164524],[8111027,-1.12984931],[8111096,-1.10890734],[8111080,-0.988208131],[8110754,-0.955002165]],"q":[[128,0.695060359,0.0567469561],[128,0.76149867,0.0542314682],[128,0.67920515,0.0625120104],[128,0.903836232,0.0803306654]]},"S-IB":{"p":[512,0.750273041,0.0335692408]},"max_arb_volume_reconstruction_error":9.30341084e-05}`.

Gas: `{"swap_peak":{"IB":237109,"frozen":237798,"start":237789},"oog":{"IB":0,"frozen":0,"start":0},"valid":true}`.

## Exact k01 continuation handoff

Source: k01 params/constants_wad/notes/port_zb64. Code/port hashes above identify exact source; decode with zlib.decompress(base64.b64decode(value)). Fresh float64 S[40]. W=[enabled1,19 multipliers,19 offsets,W1 row-major,b1,W2 row-major,b2,3 anchors(count cap/linear/quadratic),TH_VALUES with named constants replaced using the reported scalar constants (or second element where a source uses a pair)]. NW217; TH starts220. Use strat_init(S,W,x,y), strat_after(S,W,is_buy,ax,ay,t,rx,ry). Fixed first13 affine inputs remain as supplied port. Exact source remains necessary; do not infer arithmetic from prose. This is frozen-parameter continuation, not a complete optimizer covariance/RNG checkpoint.

```json
{"W1":[[-0.176997,0.759913,-0.607316,3.064729,-2.397445,0.490413,-1.463102,2.532234,-5.334064,-1.9222,-0.694299,-0.51101,0.409336,-2.319113,-0.616024,-0.560712,-1.108771,-0.07686,1.689767],[0.749403,0.927639,1.920145,2.59831,-0.154325,-0.185428,-0.413339,0.430805,-0.345349,0.119308,-0.059679,-1.768258,0.056022,-0.182701,-0.173974,0.89427,0.260072,0.067068,0.977048],[0.877318,3.793499,-1.312105,0.843833,0.937328,2.120865,-1.612858,0.9345,1.403904,-0.774995,0.583354,0.108677,-0.087352,0.323193,0.161516,1.065185,-2.552558,-0.437531,-2.551197],[0.247895,-1.520508,0.992764,-0.226949,-1.169068,-0.552887,0.137885,-0.124757,0.636913,0.156567,0.198623,-1.581699,-0.390313,0.359219,0.168015,-1.109885,1.018385,-0.243261,-0.965612],[1.045192,0.674658,4.754701,-0.124304,-2.206268,-1.296372,-1.005856,-0.726684,-0.409844,0.609799,0.025742,-2.346546,-0.161326,-1.195896,0.343508,-0.750284,2.256378,-0.026349,0.625686],[1.361898,-2.076545,0.167834,-1.48212,3.964198,1.373475,3.837027,0.649171,-0.484219,-0.056199,-0.008882,3.387515,0.688338,-1.078445,0.17622,0.32894,-1.78916,-0.302653,-1.568467],[-0.673286,1.149198,0.124468,-0.739598,2.688452,0.822718,-1.301634,2.340034,1.372744,-1.535532,1.149279,1.021293,1.539016,-0.970707,-0.92404,-1.580181,0.666772,-0.764222,2.839311],[-2.515823,-2.942958,3.462455,3.773968,-0.009852,-1.002908,-1.52168,2.533901,0.364276,-1.060362,2.573698,-2.046107,1.401962,0.018048,0.413046,0.939239,-0.272336,-1.950012,1.164793]],"b1":[2.258205,-1.688267,-4.067462,-0.877852,-1.168667,-2.427504,-0.725963,0.200219],"W2":[[0.053395,-2.047954,1.103189,-0.600331,-3.128621,-0.763904,-0.831052,0.684382],[0.493688,-1.938963,-1.782929,3.655466,0.340409,-1.896285,0.95557,-0.32051]],"b2":[1.560235,2.820259],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001160146365492428,"DIR_DECAY":0.7425790531106053,"ACT_DECAY":0.3627129193773956,"SIZE_DECAY":0.5145718805613154,"TOX_DECAY":0.931334186146359,"SIGMA_DECAY":0.7358799072039581,"LAMBDA_DECAY":0.992016217861851,"SIZE_BLEND_DECAY":0.8389167157242978,"TOX_BLEND_DECAY":0.265113898351674,"ACT_BLEND_DECAY":0.9871305255307739,"PHAT_ALPHA":0.2506739163968776,"PHAT_ALPHA_RETAIL":0.05202576862338766,"PHAT_ALPHA_SAME":0.1432819314233796,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.3965762221777185,"MIN_GATE":0.029155056358021497,"TRADE_TOX_BOOST":0.28729457786644436,"STALE_ATTRACT_FRAC":0.6921356499659661,"RET_CAP":0.020704982534600447,"TOX_CAP":0.20569886986535985,"TRADE_RATIO_CAP":0.18770870394224734,"LAMBDA_CAP":1.0525655769267344,"STEP_COUNT_CAP":64,"BASE_FEE":0.000377247866990593,"SIGMA_COEF":0.2051812147020572,"LAMBDA_COEF":0.001292768640037444,"FLOW_SIZE_COEF":0.5372693360570386,"TOX_COEF":0.030724614186944083,"TOX_QUAD_COEF":1.5855898998564664,"ACT_COEF":8.367736522524028,"DIR_COEF":0.001911778676094586,"DIR_TOX_COEF":0.008207843377267543,"STALE_DIR_COEF":0.7544992533787013,"SIGMA_TOX_COEF":0.059198091468550325,"TAIL_KNEE":0.05623054213198935,"TAIL_SLOPE_PROTECT":0.83662898218868,"TAIL_SLOPE_ATTRACT":0.8412637933748139,"ANCHOR_COUNT_CAP":713,"ANCHOR_LINEAR_K":0.6480604249794563,"ANCHOR_QUADRATIC_K":1.1020360625541505},"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,"input_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"note":"unchanged from CG"}}
```

Exact constants_wad:

```json
{"SIGNAL_THRESHOLD":"1160146365492428","DIR_DECAY":"742579053110605312","ACT_DECAY":"362712919377395584","SIZE_DECAY":"514571880561315392","TOX_DECAY":"931334186146359040","SIGMA_DECAY":"735879907203958144","LAMBDA_DECAY":"992016217861851008","SIZE_BLEND_DECAY":"838916715724297856","TOX_BLEND_DECAY":"265113898351673984","ACT_BLEND_DECAY":"987130525530773888","PHAT_ALPHA":"250673916396877568","PHAT_ALPHA_RETAIL":"52025768623387664","PHAT_ALPHA_SAME":"143281931423379616","GATE_SIGMA_MULT":"6396576222177718272","MIN_GATE":"29155056358021496","TRADE_TOX_BOOST":"287294577866444352","STALE_ATTRACT_FRAC":"692135649965966080","RET_CAP":"20704982534600448","TOX_CAP":"205698869865359840","TRADE_RATIO_CAP":"187708703942247328","LAMBDA_CAP":"1052565576926734336","BASE_FEE":"377247866990593","SIGMA_COEF":"205181214702057184","LAMBDA_COEF":"1292768640037444","FLOW_SIZE_COEF":"537269336057038656","TOX_COEF":"30724614186944084","TOX_QUAD_COEF":"1585589899856466432","ACT_COEF":"8367736522524027904","DIR_COEF":"1911778676094586","DIR_TOX_COEF":"8207843377267543","STALE_DIR_COEF":"754499253378701312","SIGMA_TOX_COEF":"59198091468550328","TAIL_KNEE":"56230542131989352","TAIL_SLOPE_PROTECT":"836628982188679936","TAIL_SLOPE_ATTRACT":"841263793374813952","ANCHOR_LINEAR_K":"648060424979456256","ANCHOR_QUADRATIC_K":"1102036062554150528"}
```