# Batch r7-t03-joint — merge 11

The selected `best` is j101, following the requested rule: highest holdout over_T among rows reported valid in search mode. Its holdout gain over T is "2.5624190270075773" (SE "0.013569094900658166"); over starting T3 it is "0.02932272064488243" (SE "0.003811664230789041"). j107 is close on the shared holdout and reports larger real gains, but selection here follows the specified holdout rule. This is a selection from worker reports, not independent certification that all goal gates passed. No leaderboard submission or top-ten placement is established. [j101](#source-j101), [j107](#source-j107)

All ten supplied result files are present, parse as JSON, and match their assignment SHA-256 values. Each embedded code_zb64 was decoded and its source SHA-256 matched code_sha256. Paired n/sum/sumsq reproduce all reported block means and SEs within 1e-9. j109's embedded paired-difference payload also matches its stated decoded SHA-256. These are merge-local integrity/arithmetic checks, not reruns of the simulator, Solidity, or training.

## Evidence limits and failures

The request flags failed source rechecks for j101 (two), j102 (one), j103 (one), j104 (one), j105 (one), j107 (two), j108 (two), and j110 (one). It does not identify which URLs or passages failed. Accordingly, all performance, gas, protocol and upstream verification claims below are attributed worker reports; no flagged citation is promoted into independently verified external evidence. j106 and j109 have no such supplied flags; that alone does not independently validate their experiments. Local result hashes authenticate the handed-in bytes, not their experimental truth.

Every worker reports Gate B as CG minus T on fixed replica seeds, approximately +1.92037 with SE 0.04446 against a fixed +2.00 reference. That calibrates CG, not starting T3: the requested replica reproduction of the starting file's real gain over T within 0.15 is not established by this comparison. No new independent real T3-minus-T calibration is supplied. Therefore reported `valid: true` remains worker-level validity; it must not be read as full compliance certification. Gate details are preserved below. [all item sources](#sources)

j101, j104 and j107 ran searches; their frozen fee Gate C errors are below 0.1 bps and reported afterSwap peaks below 245000, with no reported OOG. j101 reports an initial holdout helper bug that applied T3 constants; it says those values were not inspected or used and the presented holdout is corrected. j104's first real block is negative; both blocks are retained. j107's real retail/arb edge splits are unavailable. [j101](#source-j101), [j104](#source-j104), [j107](#source-j107)

The remaining seven workers took the reported below-500-markets/s real-only branch, returning unchanged T3. Their generations and search_minutes are "0" here: inherited T3 search settings in some reports are not new training. j103 completed only "768" of "1024" planned pairs yet labels itself valid; retain this as a partial sample, not completed confirmation. j106 completed only "96" pairs, omitted Gate A, and explicitly reports invalid. No omitted seeds are imputed. [j102](#source-j102), [j103](#source-j103), [j105](#source-j105), [j106](#source-j106), [j108](#source-j108), [j109](#source-j109), [j110](#source-j110)

Real comparisons are candidate minus T3 for search rows and T3 minus HA for real_only; these are different estimands and are not pooled. Reported real ranges are disjoint across these items and begin above 7000000. Workers describe separate strategy-versus-30-bps-Vanilla runs with MatchRunner configuration draws and run_batch(...,8); no new engine runs were made for this merge. Worst-five observations and retail/arb details accompany each retained block. Null edge splits are unavailable, not zero; volume deltas are not edge deltas. j101 and j104 reconstruct edge splits numerically; j109 reconstructs only an "896"-pair subset. j105 volume coverage is "960" pairs and j108 volume coverage "768"; these subsets do not replace full-block edge statistics. [all item sources](#sources)

## Merged records

Numbers in the JSON below are strings; booleans and null retain their meanings. `valid` copies each worker's flag, subject to the limitations above. A null last_curve_point or holdout denotes no new search measurement. Source for each record is the item identified by key and result_sha256 in the source index. `best.params` and `best.code_zb64` preserve the selected values whole; only numeric JSON representation changes to strings as requested. Original numeric precision is preserved by Python's JSON round-trip representation.

```json
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_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 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minus HA","blocks":[{"seeds":["9108000","9108767"],"seeds_planned":["9108000","9109023"],"n":"768","n_planned":"1024","pair":"T3 minus HA, each strategy alone vs 30 bps VanillaStrategy via amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8)","mean_diff":"1.4087796193730788","se":"0.032249293192760424","sum":"1081.9427476785245","sumsq":"2136.84709403887","wins":"733","worst5":[["9108620","-1.3028171138813605"],["9108333","-1.096622440594615"],["9108219","-0.9813106435183272"],["9108405","-0.7951461562718123"],["9108575","-0.7365144961986516"]],"best5":[["9108564","8.175096377490945"],["9108705","4.866616008137839"],["9108521","4.383582833847527"],["9108476","4.355932756957941"],["9108195","4.265427036494202"]],"median":"1.3816013961170484","mean_T3_edge":"524.903312547343","mean_HA_edge":"523.49453292797","retail_delta":null,"arb_delta":null,"retail_volume_y_delta":"902.5917334286495","arb_volume_y_delta":"429.3921378853493","note":"run_batch exposes edge, retail_volume_y and arb_volume_y per strategy, not the retail/arb split of edge, so edge-split deltas are null and volume deltas (Y units, mean per market) are given."}],"gas":{"T3":{"oog":"0","calls":"8303316"},"HA":{"oog":"0","calls":"8125128"}},"valid":true},{"key":"j105","comparison":"T3 minus HA","blocks":[{"seeds":["9116000","9117023"],"n":"1024","comparison":"T3 minus HA; each alone versus 30 bps VanillaStrategy","mean_diff":"1.4812413106270341","se":"0.038674023333987693","sum":"1516.791102082083","sumsq":"3813.5363000373136","wins":"976","worst5":[{"seed":"9116158","diff":"-1.017991768078673","T3_edge":"637.4062696145417","HA_edge":"638.4242613826203"},{"seed":"9116956","diff":"-0.9570845897455911","T3_edge":"541.0831401843187","HA_edge":"542.0402247740643"},{"seed":"9116528","diff":"-0.8807927662284101","T3_edge":"474.5633910093791","HA_edge":"475.4441837756075"},{"seed":"9116665","diff":"-0.7948569931150473","T3_edge":"491.1553063099308","HA_edge":"491.9501633030458"},{"seed":"9116046","diff":"-0.7796236741673965","T3_edge":"686.3229743566109","HA_edge":"687.1025980307783"}],"T3_mean_edge":"528.3930094008422","HA_mean_edge":"526.9117680902151","retail_delta":null,"arb_delta":null,"pnl_delta":"1.430051407046271","retail_volume_y_delta":{"n":"960","mean":"914.4821551258833","se":"15.931599645452662"},"arb_volume_y_delta":{"n":"960","mean":"441.8208010671606","se":"7.370649539475387"}}],"gas":{"t3":{"afterSwap_peak":"237588","OOG":"0","calls":"11109599","afterSwap_calls":"11107551"},"ha":{"afterSwap_peak":"231567","OOG":"0","calls":"10870981","afterSwap_calls":"10868933"}},"valid":true},{"key":"j106","comparison":"T3 minus HA","blocks":[{"seeds":["9120000","9120095"],"planned_seeds":["9120000","9121023"],"n":"96","planned_n":"1024","complete":false,"mean_diff":"1.4201888859865868","se":"0.09041459664705068","sum":"136.33813305471233","sumsq":"268.1800707965246","wins":"93","worst5":[["9120031","-0.3898256271698983"],["9120045","-0.10086981754261615"],["9120092","-0.08342162455426205"],["9120063","0.22635273451572857"],["9120035","0.23541456153577656"]],"candidate_edge_mean":"525.0157860399792","HA_edge_mean":"523.5955971539926","retail_volume_y_delta":"900.0869297382302","arb_volume_y_delta":"429.3090583888277","pnl_delta":"1.5566308314743462","retail_edge_delta":null,"arb_edge_delta":null,"note":"run_batch exposes edge, pnl and volumes but not a retail/arb edge split, so edge deltas are null; volume deltas given. Block 2 (9122000..9123023) not run."}],"gas":{"T3":{"oog":"0","calls":"1037233"},"HA":{"oog":"0","calls":"1015384"}},"valid":false},{"key":"j108","comparison":"T3 minus HA","blocks":[{"seeds":["9128000","9129023"],"comparison":"T3 minus HA, each alone versus 30 bps VanillaStrategy","n":"1024","mean_diff":"1.3862609082663426","se":"0.030455978573398698","sum":"1419.5311700647349","sumsq":"2939.5148484204565","wins":"972","worst5":[{"seed":"9128764","diff":"-1.3385572119830158"},{"seed":"9128066","diff":"-1.2541170024472876"},{"seed":"9128691","diff":"-1.1873653749450455"},{"seed":"9128028","diff":"-1.1690964371600785"},{"seed":"9128744","diff":"-1.038338180523965"}],"retail_delta":null,"arb_delta":null,"retail_arb_delta_units":"edge; not exposed by installed LightweightSimResult","mean_edges":{"T3":"524.7352208189016","HA":"523.3489599106352"},"volume_deltas":{"n":"768","seeds":["9128256","9129023"],"units":"Y volume","retail":"890.073361173374","arb":"423.5088030377183"}}],"gas":{"T3":{"afterSwap_peak":"235563","OOG":"0","calls":"11050147","afterSwap_calls":"11048099","other_failures":"0"},"HA":{"afterSwap_peak":"231459","OOG":"0","calls":"10817145","afterSwap_calls":"10815097","other_failures":"0"}},"valid":true},{"key":"j109","comparison":"T3 minus HA","blocks":[{"n":"1024","mean_diff":"1.4094230227190614","se":"0.027401283517379818","sum":"1443.2491752643189","sumsq":"2820.682437789249","wins":"988","worst5":[{"seed":"9132744","diff":"-1.0704146074241407"},{"seed":"9132897","diff":"-0.989288124664256"},{"seed":"9132298","diff":"-0.8035869730063041"},{"seed":"9132510","diff":"-0.6589067815145881"},{"seed":"9132383","diff":"-0.5580649581812054"}],"seeds":["9132000","9133023"],"comparison":"T3 minus HA","arm_means":{"T3":"531.1430603434129","HA":"529.7336373206938"},"retail_delta":null,"retail_reconstructed_subset":{"n":"896","mean_diff":"0.7428712379274476","se":"0.03033858810646007","sum":"665.612629182993","sumsq":"1232.575645918389","wins":"721","worst5":[{"seed":"9132744","diff":"-2.4102429588429004"},{"seed":"9132342","diff":"-1.7114810488764078"},{"seed":"9132691","diff":"-1.6932102746857254"},{"seed":"9132204","diff":"-1.4868492652623218"},{"seed":"9132672","diff":"-1.451643585237548"}],"seeds":["9132128","9133023"]},"retail_volume_y_delta":"929.7561286522196","arb_delta":null,"arb_reconstructed_subset":{"n":"896","mean_diff":"0.6569840660335198","se":"0.015434193658960723","sum":"588.6577231660337","sumsq":"577.7675831105902","wins":"848","worst5":[{"seed":"9132593","diff":"-1.164361969703691"},{"seed":"9132932","diff":"-0.5524256884936278"},{"seed":"9132519","diff":"-0.5016568624248308"},{"seed":"9132295","diff":"-0.4361384363636951"},{"seed":"9132789","diff":"-0.42851493933727625"}],"seeds":["9132128","9133023"]},"arb_volume_y_delta":"440.64103486551096"}],"gas":{"T3":{"afterInitialize":{"calls":"1024","max_ok_gas":"243234","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"11148817","max_ok_gas":"237612","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","max_ok_gas":"21742","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap_peak":"237612","OOG":"0","calls":"11150865"},"HA":{"afterInitialize":{"calls":"1024","max_ok_gas":"243147","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"10910512","max_ok_gas":"233608","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","max_ok_gas":"21654","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap_peak":"233608","OOG":"0","calls":"10912560"}},"valid":true},{"key":"j110","comparison":"T3 minus HA","blocks":[{"n":"1024","se":"0.03158201948170973","mean_diff":"1.4566735397644324","sum":"1491.6337047187787","sumsq":"3217.6768071141632","wins":"979","worst5":[["9136866","-2.0870132778391053"],["9137009","-1.7305104012172592"],["9136452","-1.2108047599858764"],["9136220","-1.1612570139742502"],["9136745","-0.8416525263766061"]],"seeds":["9136000","9137023"],"comparison":"T3 minus HA","retail_delta":null,"arb_delta":null,"retail_volume_y_delta":"930.5148872449099","arb_volume_y_delta":"435.93183816324984","pnl_delta":"1.4898092894593695","means":{"T3":"532.4828994044717","HA":"531.0262258647073"},"seconds_per_arm":{"T3":"1475.2168416725472","HA":"1376.6558957612142"}}],"gas":{"T3":{"afterSwap_peak":"237600","OOG":"0","calls":"11131524","afterSwap_calls":"11129476"},"HA":{"afterSwap_peak":"231592","OOG":"0","calls":"10890271","afterSwap_calls":"10888223"}},"valid":true}]}
```

## Gate evidence and search context

### j101

Source: [j101](#source-j101).

```json
{"gates":{"A":{"seeds":["310000","310049"],"sequences":"50","swap_callbacks":"100000","max_fee_diff_bps":"5.747125637260535e-05","mean_fee_diff_bps":"1.0971691593079658e-05","over_0_01_bps":"0","passed":true},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","abs_error":"0.07962775522633092","passed":true},"C":{"seeds":["310000","310049"],"sequences":"50","swap_callbacks":"100000","max_fee_diff_bps":"5.895115967428921e-05","mean_fee_diff_bps":"1.0564283638774075e-05","over_0_01_bps":"0","passed":true}},"search_settings":{"method":"CMA-ES","dimensions":"219","start":"T3 frozen params","weights":"w=w0+0.03*rms(block)*z, W1/b1/W2/b2","constants":"c=c0*2^(0.02 z), decays d=1-(1-d0)*2^(0.02 z), exponent clipped [-1,1]; four integer constants rounded","population":"32","es_seed":"901","sigma0":"0.5","sigma_cap":"0.5*0.5^(minutes/40), before ask and after tell","train_markets_per_generation":"256","train_seed_range":["2130000000","2130075007"],"fitness":"mean replica edge minus T on shared fresh generation markets","monitor_seeds":["30000000","30002047"],"monitor_rule":"CMA mean every 5 active minutes; best monitored point frozen","generations":"293","minutes":"54.08456843398744","candidate_market_evaluations":"2400256","unique_training_seeds":"75008"},"gas":{"candidate":{"afterInitialize":{"peak":"243234","calls":"2048","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"peak":"237617","calls":"22212643","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"t3":{"afterInitialize":{"peak":"243234","calls":"2048","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"peak":"237611","calls":"22253425","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}}}
```

### j102

Source: [j102](#source-j102).

```json
{"gates":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","median_seq_max_bps":"4.349691612968998e-05","passed":true,"threshold_bps":"0.01","what":"T3's port (CG port in the replica STRATEGY block with T3's 178 weights, 38 TH constants and 3 anchor literals ANCHOR_COUNT_CAP/LINEAR_K/QUADRATIC_K read from the parameter vector) vs T3 code (sha256 cb6d9455...) EVM fees via EVMStrategyExecutor.after_swap_fast; 2,000 strategy callbacks recorded per replica market (seeds 310000..310049) driven by the port's own fees"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true,"what":"replica CG minus T (T = same port with head off W[0]=0, T constants, anchor literals 674/0.712696014807650816/1.295240753826310656)"},"C":{"passed":null,"note":"not applicable: real-only mode, no new candidate was frozen"}}}
```

### j103

Source: [j103](#source-j103).

```json
{"gates":{"A":{"sequences":"50","callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","passed":true,"threshold_bps":"0.01","what":"T3's port vs T3's code EVM fees; sequences = first 2,000 submission callbacks of replica markets (T3 port), replayed through the EVM"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true,"seconds":"22.613062143325806","what":"replica CG (CG weights, T constants, T anchor literals) minus T (head off), same replica markets"},"C":{"applicable":false,"note":"no candidate was frozen in real-only mode; the shipped code is T3 itself"}}}
```

### j104

Source: [j104](#source-j104).

```json
{"gates":{"A":{"passed":true,"sequences":"50","callbacks_per_sequence":"2000","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","seconds":"2.611259679310024"},"B":{"n":"512","se":"0.04445924198500627","mean_diff":"1.920372244773669","reference_real_gain":"2.0","tolerance":"0.15","seeds":["7232768","7233279"],"error_vs_reference":"-0.07962775522633092","passed":true,"retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879"},"C":{"passed":true,"sequences":"50","callbacks_per_sequence":"2000","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"6.565303641448833e-05","threshold_bps":"0.1","seconds":"2.5921139484271407"}},"search_settings":{"setting":"A","method":"CMA-ES","library":"pycma 4.5.0","dimension":"219","weights":"178","constants":"41","start":"T3 frozen params","coordinates":{"weights":"w = w0 + 0.03 * rms(block) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; decays d = 1-(1-d0)*2^(0.02 z); ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded"},"weight_rule":"w = T3_w + 0.03*rms(T3 block)*z; blocks W1,b1,W2,b2","block_scales":{"W1":"0.04543806211003838","b1":"0.061257225146516485","W2":"0.04896353421169402","b2":"0.07108505837354746"},"constant_rule":"c=T3_c*2^(clip(0.02*z,-1,1)); decay=1-(1-T3_decay)*2^(clip(0.02*z,-1,1)); integer constants rounded for every evaluation","constant_order":["ELAPSED_CAP","SIGNAL_THRESHOLD","DIR_DECAY","ACT_DECAY","SIZE_DECAY","TOX_DECAY","SIGMA_DECAY","LAMBDA_DECAY","SIZE_BLEND_DECAY","TOX_BLEND_DECAY","ACT_BLEND_DECAY","PHAT_ALPHA","PHAT_ALPHA_RETAIL","PHAT_ALPHA_SAME","DIR_IMPACT_MULT","GATE_SIGMA_MULT","MIN_GATE","TRADE_TOX_BOOST","STALE_ATTRACT_FRAC","RET_CAP","TOX_CAP","TRADE_RATIO_CAP","LAMBDA_CAP","STEP_COUNT_CAP","BASE_FEE","SIGMA_COEF","LAMBDA_COEF","FLOW_SIZE_COEF","TOX_COEF","TOX_QUAD_COEF","ACT_COEF","DIR_COEF","DIR_TOX_COEF","STALE_DIR_COEF","SIGMA_TOX_COEF","TAIL_KNEE","TAIL_SLOPE_PROTECT","TAIL_SLOPE_ATTRACT","ANCHOR_COUNT_CAP","ANCHOR_LINEAR_K","ANCHOR_QUADRATIC_K"],"integer_constants":["ANCHOR_COUNT_CAP","DIR_IMPACT_MULT","ELAPSED_CAP","STEP_COUNT_CAP"],"population":"16","sigma0":"0.5","sigma_cap":"0.5*0.5^(search_minutes/40), before ask and after tell","es_seed":"904","fitness":"mean edge minus T; 512 fresh market seeds shared by all 16 population members and T","train_seed_range":["2136000000","2136133119"],"train_markets":"133120","maximum_train_markets":"2000000","generations":"260","search_minutes":"54.058708616346124","monitor_seeds":["30000000","30002047"],"monitor":"CMA mean every five active search minutes plus final; best monitored point frozen","processes":"4","rounding":"weights 1e-6; integer constants rounded; other constants rounded to WAD integer literals","best_monitor":{"minutes":"40.19239768794117","over_T":"2.601956182423776"},"segment_seconds_limit":"470"},"gas":{"9112000":{"candidate":{"afterSwap_peak":"237501","OOG":"0","calls":"11160510","afterSwap_calls":"11158462","afterInitialize_peak":"243234"},"T3":{"afterSwap_peak":"237504","OOG":"0","calls":"11146313","afterSwap_calls":"11144265","afterInitialize_peak":"243234"}},"9114000":{"candidate":{"afterSwap_peak":"238421","OOG":"0","calls":"11119490","afterSwap_calls":"11117442","afterInitialize_peak":"243234"},"T3":{"afterSwap_peak":"238400","OOG":"0","calls":"11105745","afterSwap_calls":"11103697","afterInitialize_peak":"243234"}},"all_blocks":{"candidate":{"afterSwap_peak":"238421","OOG":"0","calls":"22280000","afterSwap_calls":"22275904","afterInitialize_peak":"243234"},"T3":{"afterSwap_peak":"238400","OOG":"0","calls":"22252058","afterSwap_calls":"22247962","afterInitialize_peak":"243234"}}}}
```

### j105

Source: [j105](#source-j105).

```json
{"gates":{"A":{"passed":true,"max_fee_error_bps":"5.7471258602809216e-05","seeds":["310000","310049"],"sequences":"50","callbacks_per_sequence":"2000","source":"replica market callbacks"},"B":{"passed":true,"mean_diff":"1.920372244773669","se":"0.04445924198500627","n":"512","target":"2.0","tolerance":"0.15","seeds":["7232768","7233279"]},"C":{"applicable":false,"passed":null,"reason":"Real-only mode; no new frozen policy. Code and params remain byte-identical to T3."}}}
```

### j106

Source: [j106](#source-j106).

```json
{"gates":{"A":{"passed":null,"status":"not run","why":"out of time on a slow shared machine; no EVM replay of T3 port vs T3 code was done. T3 code and port are as supplied (T3 artifact gate A: none re-measured here)"},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","passed":true,"what":"replica CG minus T (my wiring of the CG port into the replica; reproduces the earlier T3 worker value 1.920372244773669 exactly)","extra_T3_minus_T_replica":{"mean_diff":"2.553638793392445","se":"0.05118964591970911"}},"C":{"passed":null,"status":"not applicable","why":"no candidate was frozen; T3 itself was evaluated"}}}
```

### j107

Source: [j107](#source-j107).

```json
{"gates":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true},"B":{"n":"512","seeds":["7232768","7233279"],"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","tolerance":"0.15","passed":true},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.906716672634399e-05","threshold_bps":"0.1","passed":true}},"search_settings":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants","start":"T3 frozen params","weights":"w = w_T3 + 0.03*rms(block)*z, blocks W1,b1,W2,b2","constants":"c = c_T3 * 2^(clip(0.02*z,-1,1)); decays d = 1-(1-d_T3)*2^(clip(0.02*z,-1,1)); four integer constants rounded","population":"16","es_seed":"907","sigma0":"1.0","sigma_cap":"sigma0*0.5^(active_minutes/40), applied before ask and after tell","train_markets_per_generation":"512","train_seed_range":["2142000000","2142163327"],"train_generations":"319","train_unique_markets":"163328","fitness":"mean edge minus T on each generation’s shared seeds","monitor_seeds":["30000000","30002047"],"monitor_rule":"CMA mean every five active minutes, best monitored point frozen","search_minutes_active":"52.21842054128647","search_minutes_wall":"53.589473116397855","best_monitor_generation":"280","best_monitor_gain_over_T":"2.610900843505874"},"gas":{"candidate":{"afterInitialize":{"calls":"2048","max_ok_gas":"243234","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"22213013","max_ok_gas":"238094","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"2048","max_ok_gas":"21742","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"T3":{"afterInitialize":{"calls":"2048","max_ok_gas":"243234","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"22207490","max_ok_gas":"238064","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"2048","max_ok_gas":"21742","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"candidate_afterSwap_peak":"238094","T3_afterSwap_peak":"238064","candidate_OOG":"0","T3_OOG":"0","limit":"245000"}}
```

### j108

Source: [j108](#source-j108).

```json
{"gates":{"A":{"passed":true,"max_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks":"100000","seeds":["310000","310049"]},"B":{"passed":true,"mean_diff":"1.920372244773669","se":"0.04445924198500627","n":"512","expected":"2.0","tolerance":"0.15"},"C":{"passed":true,"max_error_bps":"5.7471258602809216e-05","threshold_bps":"0.1","scope":"Same frozen T3 code and frozen port as gate A; no parameter changes in real-only mode."}}}
```

### j109

Source: [j109](#source-j109).

```json
{"gates":{"A":{"passed":true,"max_fee_diff_bps":"5.7471258602809216e-05","sequences":"50","callbacks":"100000","seed_range":["310000","310049"]},"B":{"passed":true,"mean_diff":"1.920372244773669","se":"0.04445924198500627","n":"512","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","reference_real_gain":"2.0","error":"-0.07962775522633092","seed_range":["7232768","7233279"]},"C":{"applicable":false,"reason":"Real-only mode; no policy frozen after search. Submitted code is the hash-verified original T3."}}}
```

### j110

Source: [j110](#source-j110).

```json
{"gates":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true,"seconds":"13.076763848308474","what":"T3 port vs T3 Solidity, first 2000 callbacks recorded from each full replica market"},"B":{"n":"512","mean":"1.920372244773669","se":"0.04445924198500627","seeds":["7232768","7233279"],"retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","threshold":"0.15","passed":true,"what":"CG minus T on replica"},"C":{"applicable":false,"passed":null,"reason":"No search or freeze in real-only mode; returned code and params are unchanged T3. Gate A already tests this code against its port at the stricter 0.01 bps threshold."}}}
```

## Sources

These links identify the exact input results by content hash; the local files, rather than network refetches, were read and verified. Upstream inputs named inside them were not downloaded again during this merge, so their hash checks remain attributed claims. The assignment did not supply the failed-source passages or individual source audit records.

<a id="source-j101"></a>**j101**: [result artifact](https://api.imd.fun/artifacts/8543b5033e2c1bd893cc6cad87ad8d3795fada067d04d8807392757cc066836c); local `.imd/reads/artifacts/item-j101`; SHA-256 `8543b5033e2c1bd893cc6cad87ad8d3795fada067d04d8807392757cc066836c` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j102"></a>**j102**: [result artifact](https://api.imd.fun/artifacts/dd09f181063dcc1d40f731f5b9f6eb5c04198025c66b543383f09b6e8c9e4f0b); local `.imd/reads/artifacts/item-j102`; SHA-256 `dd09f181063dcc1d40f731f5b9f6eb5c04198025c66b543383f09b6e8c9e4f0b` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j103"></a>**j103**: [result artifact](https://api.imd.fun/artifacts/7d706f047ddb50cfc9ca50ea0419025be2cff119e43e957470b432a6266d29a6); local `.imd/reads/artifacts/item-j103`; SHA-256 `7d706f047ddb50cfc9ca50ea0419025be2cff119e43e957470b432a6266d29a6` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j104"></a>**j104**: [result artifact](https://api.imd.fun/artifacts/b5005cb632106585ac55e3298e699090ba9f2fa9db353bca33925e8198c49692); local `.imd/reads/artifacts/item-j104`; SHA-256 `b5005cb632106585ac55e3298e699090ba9f2fa9db353bca33925e8198c49692` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j105"></a>**j105**: [result artifact](https://api.imd.fun/artifacts/65349246bf76f8bd8c58c5884b95d098b4578381b76c3e4eb2b6bcefbbd10b20); local `.imd/reads/artifacts/item-j105`; SHA-256 `65349246bf76f8bd8c58c5884b95d098b4578381b76c3e4eb2b6bcefbbd10b20` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j106"></a>**j106**: [result artifact](https://api.imd.fun/artifacts/ea16558f16158d91a37db2e46c041e3a57976c07170e65d54c7668118b81411d); local `.imd/reads/artifacts/item-j106`; SHA-256 `ea16558f16158d91a37db2e46c041e3a57976c07170e65d54c7668118b81411d` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j107"></a>**j107**: [result artifact](https://api.imd.fun/artifacts/71d2d69fc2a6aa58cc479cb8deaa723ab929947d927c411b2960e6fcd08c093b); local `.imd/reads/artifacts/item-j107`; SHA-256 `71d2d69fc2a6aa58cc479cb8deaa723ab929947d927c411b2960e6fcd08c093b` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j108"></a>**j108**: [result artifact](https://api.imd.fun/artifacts/4f73cc368281b61f8a3781c5817f1dafdd0f28a8d612690c43a89a3cc9b7c3dc); local `.imd/reads/artifacts/item-j108`; SHA-256 `4f73cc368281b61f8a3781c5817f1dafdd0f28a8d612690c43a89a3cc9b7c3dc` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j109"></a>**j109**: [result artifact](https://api.imd.fun/artifacts/2080efee86a78981c1a763bc34eba53a244ce079d73afb81a5ae033f52e2f4c5); local `.imd/reads/artifacts/item-j109`; SHA-256 `2080efee86a78981c1a763bc34eba53a244ce079d73afb81a5ae033f52e2f4c5` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.

<a id="source-j110"></a>**j110**: [result artifact](https://api.imd.fun/artifacts/5be03c9b6b9a0d70fdb064230dd77c59afa64bb0097922e6c3a4fb3f66fce0c7); local `.imd/reads/artifacts/item-j110`; SHA-256 `5be03c9b6b9a0d70fdb064230dd77c59afa64bb0097922e6c3a4fb3f66fce0c7` (matched). Relevant fields: `mode`, `speed`, `gates`, `search_settings`, `curve`, `holdout`, `real`, `gas`, `valid`, `code_sha256`, `code_zb64`, `params`, `notes`.