# Merge 10 — r7-t03-joint

The only newly changed policy with source `valid=true` is **j097**, selected below as the provisional best. Its replica holdout improvement over T3 is only `0.0005899638880868252` (SE `0.003065502276393193`); its partial real check is candidate minus T3 `0.03257015272556241` (SE `0.011565357896094277`, `512` seeds). It did not complete the requested search duration or real blocks. No fully compliant new training winner, top-ten placement, or leaderboard gain is established by this group. [j097]

Eight items return unchanged T3 in real-only mode; j095 is an invalid search-mode submission whose positive curve/holdout describe inherited T3 training rather than a completed local continuation. All ten inputs are present, parseable, and match the exact SHA-256 supplied in the assignment. Every embedded Solidity code decodes and matches its declared hash; nine equal T3's `cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9`, while j097 is `a186eb525d3c23a0fb182b6ddd23614f3554ca8c35bbc6f2c6737d361462fdb1`. These are local integrity checks, not independent execution certification. [j091] [j092] [j093] [j094] [j095] [j096] [j097] [j098] [j099] [j100]

## Interpretation and failures

- `valid` in rows preserves the item's flag, not an assertion that every task requirement passed. j097 remains provisional: `15` generations / `26.46` minutes rather than the reported required `45`, only seeds `9084000..9084511` of the requested first block, and no second block. Gate A and C report small fee errors, but B compares **CG minus T**, not T3 minus T. This same B baseline limitation appears throughout the group; it does not establish the stated starting-policy reproduction gate for T3. [j097; gates, search_settings, notes]
- j095 explicitly has `valid=false`. Its `1598` generations, `55.33` minutes, rising curve, and holdout `2.533096306362695` over T / `0.5811790141690515` over base refer to the inherited CG-to-T3 run. Here base is CG, unlike j097 where base is T3. The two zero-difference blocks are identity comparisons of retained T3 with itself, not fresh real-engine evidence; their zero retail/arb deltas are likewise constructed. Historical candidate-minus-IB evidence is retained separately below and must not be pooled with candidate-minus-T3 or T3-minus-HA. [j095; notes, real, search_settings]
- j099 reports `valid=true` only for the unchanged policy on observed gas and gate B. Gate A's result was lost to serialization and is null; no parity pass can be credited. Only `800` paired seeds completed (`9092000..9092799`), with `32` extra unpaired T3 seeds excluded. Its block's `seeds` field is the requested range; `seeds_completed_both_arms` is the actual range. Gas covers `832` T3 and `800` HA markets. [j099; gates, real, gas, notes]
- j098 reran an initial eight-market T3 batch after serialization failed. j100 retried `9096320..9096575` after an exit-137 interruption; it explicitly cannot certify execution-once freshness. Preserve both observations, but neither retry establishes strict never-reused seed execution. j100's negative outlier remains included in its statistics. [j098; notes] [j100; notes, real]
- j094's speed data disagree internally: structured `single_core_markets_per_s` is `2252.0345775882934`, while its notes say about `70`; neither is used to override its designated `512`-market measurement `273.3030536462094`. Its second real-only block is preserved separately. [j094; speed, notes, real]
- j092's retail/arb edge deltas are numerical reconstructions from a separate decomposition harness, not native engine counters. Its diagnostic residual is reported as `5.86874993047104e-12` on a short zero-retail check. Treat these split-edge results as qualified, especially given its source warning. Other items report split edges as null and provide volume/PnL deltas instead; those are different quantities and are not substituted for edge deltas. [j092; decomposition_check, notes] [j091] [j093] [j094] [j096] [j097] [j098] [j099] [j100]

The requester flagged sources that could not be reread or did not support their quoted passages: j091 (`1`), j092 (`1`), j093 (`2`), j094 (`1`), j096 (`1`), j097 (`1`), j098 (`1`), j100 (`1`). The supplied inputs do not identify which individual citation failed. Therefore their source-dependent setup, upstream artifact verification, calibration target and decomposition claims remain attributed reports, not independently corroborated facts. Hash-matching an item establishes its identity, not the truth of its measurements. No source-warning count was supplied for j095 or j099; that does not cure their explicit failures. These warning counts come from the assignment.

No new engine runs, downloads of upstream strategy artifacts, or training were performed for this merge. Upstream hashes asserted in item notes are not represented as checked here. The merge independently checked only the ten supplied item bytes, their embedded decoded code, and j093's embedded raw paired-edge payload (`00b40dcbd834131d4168ec48bfed26df7bd3526f75a76e199bed8f3b3d3ce296`), whose sum agrees with its reported block. [j093; real.edge_evidence]

## Merged data

Every numeric value in the JSON below is a string, including numeric leaves of the complete best params object. No parameter fields, arrays, scaling entries or code bytes are omitted. Booleans and null retain their types. Source keys resolve to the immutable input references below. Missing search measurements in real-only rows are null or empty; `0` generations/minutes means no local search. Historical j095 values remain visible but are explicitly disqualified above. `real` in rows is candidate minus T3 only in the source's stated sense; real-only observations belong exclusively to `real_only`. Per-block records retain source field names and precision, worst-five cases, and available retail/arb/PnL measurements. Seed ranges are inclusive.

```json
{"rows":[{"key":"j091","mode":"real-only","result_sha256":"6cb7f4a1ff1221a85568eab41177a04078fccffd7673855a2ddaff22f719efe1","markets_per_s":"359.1996189637671","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"237588","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j092","mode":"real-only","result_sha256":"a3aaf3e8c54f07a40abbe0d5e23760d2d410078b329fa7561a77f783630e7f3e","markets_per_s":"177.05966570080068","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"235406","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j093","mode":"real-only","result_sha256":"6b4aaeccf58d60cfbbe3e270ff30c667956344f551afe5e349e64f9aa52c648e","markets_per_s":"130.73215841127492","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"235527","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j094","mode":"real-only","result_sha256":"5e8a1a7837119f5e73a24d2641ce7b8b27b945aa1262d5a57a4e51698f1ed7f6","markets_per_s":"273.3030536462094","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"238309","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j095","mode":"search","result_sha256":"5f2b462c5631b11b35c9d242c496c1e70e4231cd9a9c6b0a3d44aad44b894bb7","markets_per_s":"1358.35","generations":"1598","search_minutes":"55.33","holdout":{"over_T":{"mean":"2.533096306362695","se":"0.01349951591946062"},"over_base":{"mean":"0.5811790141690515","se":"0.008338720514523593"}},"real":[{"seeds":["9076000","9077023"],"n":"1024","mean_diff":"0.0","se":"0.0","sum":"0.0","sumsq":"0.0","wins":"0","worst5":[["9076000","0.0"],["9076001","0.0"],["9076002","0.0"],["9076003","0.0"],["9076004","0.0"]],"retail_delta":"0.0","arb_delta":"0.0"},{"seeds":["9078000","9079023"],"n":"1024","mean_diff":"0.0","se":"0.0","sum":"0.0","sumsq":"0.0","wins":"0","worst5":[["9078000","0.0"],["9078001","0.0"],["9078002","0.0"],["9078003","0.0"],["9078004","0.0"]],"retail_delta":"0.0","arb_delta":"0.0"}],"afterSwap_peak":"235575","OOG":"0","valid":false,"last_curve_point":["55.3","2.5846","0.2713"],"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j096","mode":"real-only","result_sha256":"0fb2a8c680f884f7afb45bebaf2a57bb2c22935e6b6dca1c3b2e72b8efd4f8c8","markets_per_s":"180.29026855483835","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"235544","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j097","mode":"search","result_sha256":"7aa7c8b6bd2c8d6795e457c5ac3e0767050d6b9a1b506c4c5c8f8a7f06de6388","markets_per_s":"508.78","generations":"15","search_minutes":"26.46","holdout":{"over_T":{"mean":"2.5336862702507816","se":"0.01348676185698319","n":"8192"},"over_base":{"mean":"0.0005899638880868252","se":"0.003065502276393193","n":"8192"}},"real":[{"seeds_requested":["9084000","9085023"],"seeds":["9084000","9084511"],"n":"512","contiguous":true,"mean_diff":"0.03257015272556241","se":"0.011565357896094277","sum":"16.675918195487952","sumsq":"35.53838029662918","wins":"287","losses":"225","median":"0.025201799026149274","worst5":[["9084195","-1.0329202531182773"],["9084447","-0.8542224921857269"],["9084072","-0.7927534702113235"],["9084066","-0.7173287725812543"],["9084385","-0.7082988361874527"]],"best5":[["9084189","1.3869297740502589"],["9084454","1.0624211895720919"],["9084226","0.7775746333617235"],["9084337","0.7563238556155056"],["9084090","0.7524672177916045"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"0.04280142241061213","retail_volume_y_delta":"-18.842263045403882","arb_volume_y_delta":"11.341955836921784","means":{"candidate_edge":"533.7517294684013","T3_edge":"533.7191593156758"}}],"afterSwap_peak":"235544","OOG":"0","valid":true,"last_curve_point":["26.2","2.5905","0.3175"],"code_sha256":"a186eb525d3c23a0fb182b6ddd23614f3554ca8c35bbc6f2c6737d361462fdb1"},{"key":"j098","mode":"real-only","result_sha256":"b6bb5a6abe2a42fa93d0fe70c03d6b549693f1ffe344b0a1f49c2d2c8f4e8e36","markets_per_s":"263.8568586664104","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"237564","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j099","mode":"real-only","result_sha256":"83505cf60e7ca6d606a5539bc3d5fd2f2f03850dbce04af043354baafec5cf29","markets_per_s":"101.72610831020042","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"237701","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"},{"key":"j100","mode":"real-only","result_sha256":"0b281a22dc5382e87abf9311396b0d48c17c0475fbc10b3dc55d4d36edf6ca7e","markets_per_s":"465.93769625751946","generations":"0","search_minutes":"0","holdout":{"over_T":null,"over_base":null},"real":[],"afterSwap_peak":"237677","OOG":"0","valid":true,"last_curve_point":null,"code_sha256":"cb6d945511e1e10af78baa64c2a6cb25806f0998403ce6440654bfc3c70092d9"}],"best":{"key":"j097","selection_basis":"Highest holdout over_T among search rows with source valid=true; provisional, not full assignment acceptance.","code_zb64":"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","code_sha256":"a186eb525d3c23a0fb182b6ddd23614f3554ca8c35bbc6f2c6737d361462fdb1","params":{"W1":[["-0.077998","0.76879","-0.465434","2.987746","-2.315656","0.549637","-1.496724","2.342929","-5.304278","-1.771149","-0.868316","-0.174374","0.458143","-2.196055","-0.437985","-0.208737","-1.220667","-0.072587","1.480117"],["0.68089","0.803847","2.000048","2.704457","-0.150232","-0.275267","-0.444173","0.452251","-0.380033","0.204261","-0.102914","-1.80966","0.156483","-0.11064","-0.093428","1.056791","0.351382","0.04263","1.094961"],["1.090066","3.75131","-1.189007","0.749297","0.916604","2.159372","-1.716855","1.008778","1.227154","-0.667286","0.432917","-0.093593","-0.426034","0.380244","0.281766","1.153356","-2.478992","-0.431499","-2.220217"],["0.416216","-1.398366","1.015883","-0.420938","-1.020337","-0.412777","0.056963","0.05962","0.778638","0.16377","0.128239","-1.767636","-0.281752","0.207345","0.241125","-1.108626","1.081126","-0.397775","-0.861321"],["1.291368","0.546699","4.879444","0.014891","-1.982645","-1.251137","-1.104948","-0.663587","-0.417458","0.527829","-0.019381","-2.370965","0.01144","-1.10296","0.329239","-0.721741","2.24119","-0.081567","0.517541"],["1.304565","-1.926751","0.451315","-1.370032","3.658445","1.431084","3.745379","0.542125","-0.508506","0.062491","0.003191","3.754629","0.629066","-1.128136","0.142421","0.496302","-1.781792","-0.284157","-1.603809"],["-1.102518","1.142421","-0.039329","-0.719419","2.554355","0.754369","-1.212089","2.271997","1.249356","-1.542563","1.237521","1.171221","1.380781","-1.090536","-1.134394","-1.468465","0.957591","-0.938193","2.441998"],["-2.57175","-2.769403","3.357456","3.596409","-0.235132","-0.878105","-1.704605","2.475031","0.445991","-0.918545","2.463297","-2.078384","1.384249","0.183015","0.703412","0.92923","-0.40044","-1.852278","1.258479"]],"b1":["1.947832","-1.573968","-4.363735","-0.890251","-1.499587","-2.207138","-0.589935","0.402986"],"W2":[["0.184234","-2.105385","0.949845","-0.640855","-3.07073","-0.718607","-0.965222","0.930408"],["0.3809","-2.050345","-1.698928","3.493387","0.310662","-2.087278","0.869363","-0.177119"]],"b2":["1.549965","3.001506"],"constants":{"ELAPSED_CAP":"7","SIGNAL_THRESHOLD":"0.001168621198825585","DIR_DECAY":"0.733084411582816","ACT_DECAY":"0.37367466279256784","SIZE_DECAY":"0.4830988300002508","TOX_DECAY":"0.9283040768571257","SIGMA_DECAY":"0.7278843011712793","LAMBDA_DECAY":"0.991863225613811","SIZE_BLEND_DECAY":"0.8406127463101586","TOX_BLEND_DECAY":"0.2377231799223557","ACT_BLEND_DECAY":"0.9872303031707622","PHAT_ALPHA":"0.2490821449199339","PHAT_ALPHA_RETAIL":"0.054155616786473945","PHAT_ALPHA_SAME":"0.14639486972550744","DIR_IMPACT_MULT":"4","GATE_SIGMA_MULT":"6.772185383802455","MIN_GATE":"0.03060921973297872","TRADE_TOX_BOOST":"0.304070321891787","STALE_ATTRACT_FRAC":"0.689081701246522","RET_CAP":"0.022961313650995175","TOX_CAP":"0.20810382704804117","TRADE_RATIO_CAP":"0.18306030861890307","LAMBDA_CAP":"1.1650899344703916","STEP_COUNT_CAP":"64","BASE_FEE":"0.000391990668692377","SIGMA_COEF":"0.20731937265290257","LAMBDA_COEF":"0.001257120857059625","FLOW_SIZE_COEF":"0.5029245546423926","TOX_COEF":"0.030515548815741016","TOX_QUAD_COEF":"1.5932432532361553","ACT_COEF":"8.414364187241334","DIR_COEF":"0.001793671555823521","DIR_TOX_COEF":"0.007678095108580871","STALE_DIR_COEF":"0.7507904486915826","SIGMA_TOX_COEF":"0.05985078109438462","TAIL_KNEE":"0.053408963251537205","TAIL_SLOPE_PROTECT":"0.858133213111108","TAIL_SLOPE_ATTRACT":"0.8588732786810132","ANCHOR_COUNT_CAP":"714","ANCHOR_LINEAR_K":"0.6804164667827184","ANCHOR_QUADRATIC_K":"1.1018578718748964"},"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"}}},"real_only":[{"key":"j091","comparison":"T3 minus HA","blocks":[{"seeds":["9060000","9061023"],"n":"1024","mean_diff":"1.4581919275908182","se":"0.027193046847243968","sum":"1493.1885338529978","sumsq":"2951.9801506351805","wins":"990","ties":"0","worst5":[{"seed":"9060611","diff":"-1.7355515187805395"},{"seed":"9060091","diff":"-1.233836896234834"},{"seed":"9060993","diff":"-1.1923122353919098"},{"seed":"9060436","diff":"-1.1112632860899794"},{"seed":"9060110","diff":"-0.7221967043099085"}],"arms":{"T3_mean_edge":"530.5013868355775","HA_mean_edge":"529.0431949079868"},"retail_edge_delta":null,"arb_edge_delta":null,"retail_volume_delta":{"n":"1024","mean":"933.1704326192165","se":"14.475114571408069"},"arb_volume_delta":{"n":"1024","mean":"444.16510649413914","se":"6.777660832498695"},"pnl_delta":{"n":"1024","mean":"1.4930697370020525","se":"0.03447165304796606"}}],"gas":{"T3":{"afterSwap_peak":"237588","OOG":"0","calls":"11141093","afterSwap_calls":"11139045"},"HA":{"afterSwap_peak":"231572","OOG":"0","calls":"10899650","afterSwap_calls":"10897602"}}},{"key":"j092","comparison":"T3 minus HA","blocks":[{"comparison":"T3 minus HA","seeds":["9064000","9065023"],"n":"1024","mean_diff":"1.3558754364208305","se":"0.031240952715501674","sum":"1388.4164468949305","sumsq":"2904.927497802496","wins":"978","ties":"0","worst5":[{"seed":"9064652","diff":"-4.158908745865119"},{"seed":"9064234","diff":"-1.906905647298231"},{"seed":"9064576","diff":"-1.6630036568338369"},{"seed":"9064540","diff":"-1.5703041427035487"},{"seed":"9064980","diff":"-1.5299283045693528"}],"retail_edge_delta":{"n":"1024","mean":"0.6950277622525025","se":"0.033132824210174855"},"arb_edge_delta":{"n":"1024","mean":"0.6608476741683299","se":"0.015211386112203486"},"reconciliation_max_abs":"1.4210854715202004e-13","arm_edges":{"T3":{"n":"1024","mean":"526.7852115395508","se":"2.8251645180574463"},"HA":{"n":"1024","mean":"525.4293361031299","se":"2.818865664413454"}},"pnl_delta":{"n":"1024","mean":"1.3429313015077469","se":"0.039232578732202546"},"retail_volume_delta":{"n":"1024","mean":"910.1115034351161","se":"14.687757836072487"},"arb_volume_delta":{"n":"1024","mean":"439.0812282650241","se":"7.086231273254016"}}],"gas":{"T3":{"afterSwap_peak":"235406","OOG":"0","calls":"11113132","afterSwap_calls":"11111084","failures":{"revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}},"HA":{"afterSwap_peak":"231406","OOG":"0","calls":"10875319","afterSwap_calls":"10873271","failures":{"revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}}},{"key":"j093","comparison":"T3 minus HA","blocks":[{"seeds":["9068000","9069023"],"n":"1024","comparison":"T3 minus HA; each alone against VanillaStrategy at 30 bps","mean_diff":"1.4049067039102585","se":"0.028324149460706854","sum":"1438.6244648041047","sumsq":"2861.539543599016","wins":"973","worst5":[["9068878","-1.0813856991254625"],["9068634","-1.0245152292303032"],["9068099","-0.9830223695038285"],["9068593","-0.9426072144316322"],["9068891","-0.8373318320921044"]],"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":"917.0596722861537","arb_volume_y_delta":"438.3495567918989","pnl_delta":"1.4258998016378612","mean_edges":{"T3":"529.558735843251","HA":"528.1538291393408"},"completed_per_arm":{"T3":"1024","HA":"1024"}}],"gas":{"T3":{"afterSwap_peak":"235527","OOG":"0","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243234","sum_ok_gas":"249071616","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"11113993","ok":"11113993","max_ok_gas":"235527","sum_ok_gas":"1506728963012","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21742","sum_ok_gas":"22263808","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}},"HA":{"afterSwap_peak":"231567","OOG":"0","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243147","sum_ok_gas":"248982528","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"10876933","ok":"10876933","max_ok_gas":"231567","sum_ok_gas":"1432701017426","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21654","sum_ok_gas":"22173696","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}}}},{"key":"j094","comparison":"T3 minus HA","blocks":[{"seeds":["9072000","9073023"],"n":"1024","mean_diff":"1.4269085638896164","se":"0.028969895685617822","sum":"1461.1543694229672","sumsq":"2964.096785844146","wins":"980","losses":"44","median":"1.3777380175415601","worst5":[["9072493","-1.992520109297061"],["9072129","-1.5990822133499023"],["9072095","-1.1359407741327914"],["9072770","-1.1247788008872135"],["9072816","-0.8623813407184571"]],"best5":[["9072319","8.470967449997659"],["9072664","6.714766268648532"],["9072297","4.173599113404293"],["9072546","4.070754937870674"],["9072000","3.9298522310077715"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"1.401066017964638","retail_volume_y_delta":"927.9480702885377","arb_volume_y_delta":"441.1641170558029","mean_edge_T3":"530.3234827931062","mean_edge_HA":"528.8965742292166","mean_edge_vanilla_in_T3_markets":"350.91107760350513","mean_edge_vanilla_in_HA_markets":"354.3608082398032","retail_arb_note":"amm_sim_rs.run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy, not a retail/arb split of edge; retail and arb edge deltas are therefore null and the volume deltas (Y units, mean per market) and pnl delta are given instead."},{"seeds":["9074000","9075023"],"n":"1024","mean_diff":"1.374072106467491","se":"0.026508226508607093","sum":"1407.0498370227108","sumsq":"2669.4881342199346","wins":"985","losses":"39","median":"1.3181771619618985","worst5":[["9074450","-1.563423732337185"],["9074133","-1.2025293738543041"],["9074585","-1.1218160088434388"],["9074274","-1.1194746306988463"],["9074505","-1.011109016616956"]],"best5":[["9074854","4.879868500235602"],["9074046","4.554142754017562"],["9074197","4.522193880757754"],["9074765","4.339521991746665"],["9074972","4.127119174269978"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"1.4055474890990105","retail_volume_y_delta":"917.1929415853253","arb_volume_y_delta":"436.64450000295756","mean_edge_T3":"529.4363021637723","mean_edge_HA":"528.0622300573049","mean_edge_vanilla_in_T3_markets":"351.2344744987963","mean_edge_vanilla_in_HA_markets":"354.6479155066385","retail_arb_note":"amm_sim_rs.run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy, not a retail/arb split of edge; retail and arb edge deltas are therefore null and the volume deltas (Y units, mean per market) and pnl delta are given instead."}],"gas":{"T3":{"processes":"2","afterSwap_peak":"238309","afterSwap_calls":"11138673","afterInitialize_peak":"243234","oog":"0","failures":"0"},"HA":{"processes":"2","afterSwap_peak":"234328","afterSwap_calls":"10898667","afterInitialize_peak":"243147","oog":"0","failures":"0"},"T3_block2":{"processes":"2","afterSwap_peak":"237694","afterSwap_calls":"11124154","afterInitialize_peak":"243234","oog":"0","failures":"0"},"HA_block2":{"processes":"2","afterSwap_peak":"233713","afterSwap_calls":"10885116","afterInitialize_peak":"243147","oog":"0","failures":"0"}}},{"key":"j096","comparison":"T3 minus HA","blocks":[{"comparison":"T3 minus HA; each arm alone against 30 bps VanillaStrategy","seeds":["9080000","9081023"],"n":"1024","mean_diff":"1.4635594074054232","se":"0.03830124422502606","sum":"1498.6848331831534","sumsq":"3730.1576809484927","wins":"988","ties":"0","worst5":[{"seed":"9080732","diff":"-1.7403850496005475"},{"seed":"9080015","diff":"-1.640410890725775"},{"seed":"9080952","diff":"-1.4748639599044964"},{"seed":"9080255","diff":"-1.4430075829089901"},{"seed":"9080563","diff":"-1.1436799973834013"}],"arm_means":{"T3":"527.9993612185388","HA":"526.5358018111333"},"retail_delta":null,"arb_delta":null,"retail_volume_y_delta":{"mean":"936.9167817169991","se":"15.889025447081536","n":"1024"},"arb_volume_y_delta":{"mean":"451.3807380194176","se":"7.537975312941377","n":"1024"},"pnl_delta":{"mean":"1.491391092019171","se":"0.045059107756203136","n":"1024"}}],"gas":{"T3":{"afterSwap_peak":"235544","OOG":"0","calls":"11134964","afterSwap_calls":"11132916"},"HA":{"afterSwap_peak":"231504","OOG":"0","calls":"10893039","afterSwap_calls":"10890991"}}},{"key":"j098","comparison":"T3 minus HA","blocks":[{"seeds":["9088000","9089023"],"n":"1024","mean_diff":"1.3663740101948014","se":"0.02561479180219161","sum":"1399.1669864394767","sumsq":"2599.1026674319846","wins":"993","worst5":[{"seed":"9088942","diff":"-1.5983113150293775"},{"seed":"9088153","diff":"-1.5735664773996518"},{"seed":"9088901","diff":"-1.3865457127782292"},{"seed":"9088664","diff":"-0.9690412283096066"},{"seed":"9088857","diff":"-0.9178804211998113"}],"T3_mean":"528.0968812569375","HA_mean":"526.7305072467427","retail_volume_y_delta":{"n":"1024","mean":"908.1233972160908","se":"14.624427204422169"},"retail_edge_delta":null,"arb_volume_y_delta":{"n":"1024","mean":"441.5320296722458","se":"6.925279823368634"},"arb_edge_delta":null}],"gas":{"T3":{"afterSwap_peak":"237564","OOG":"0","calls":"11113224","afterSwap_calls":"11111176","reverts":"0","other_halts":"0","tx_errors":"0","bad_returns":"0"},"HA":{"afterSwap_peak":"233603","OOG":"0","calls":"10874602","afterSwap_calls":"10872554","reverts":"0","other_halts":"0","tx_errors":"0","bad_returns":"0"}}},{"key":"j099","comparison":"T3 minus HA","blocks":[{"seeds":["9092000","9093023"],"seeds_completed_both_arms":["9092000","9092799"],"n":"800","mean_diff":"1.4062849915876772","se":"0.031835902419340076","sum":"1125.0279932701417","sumsq":"2229.9549593319152","wins":"765","median":"1.3572579275218004","worst5":[["9092032","-1.2265340697585998"],["9092519","-1.217854194128222"],["9092249","-0.985290195097889"],["9092295","-0.8271959623729686"],["9092285","-0.7858475048317359"]],"retail_delta":null,"arb_delta":null,"pnl_delta":"1.3904092330700406","retail_volume_y_delta":"920.4103414958262","arb_volume_y_delta":"444.4929694450066","means":{"T3_edge":"531.3145135317002","HA_edge":"529.9082285401125"},"pair":"T3 minus HA, each alone vs 30 bps VanillaStrategy"}],"gas":{"T3":{"afterSwap_peak":"237701","oog":"0","afterSwap_calls":"9036505","markets":"832"},"HA":{"afterSwap_peak":"231491","oog":"0","afterSwap_calls":"8512749","markets":"800"}}},{"key":"j100","comparison":"T3 minus HA","blocks":[{"se":"0.0317087460889018","n":"1024","mean_diff":"1.3970693961818181","seeds":["9096000","9097023"],"sum":"1430.5990616901818","sumsq":"3051.901646422503","wins":"982","ties":"0","worst5":[{"seed":"9096282","diff":"-14.356787916443409","T3":"575.1273369862652","HA":"589.4841249027086"},{"seed":"9096387","diff":"-1.874100402210047","T3":"721.776217085046","HA":"723.6503174872561"},{"seed":"9096362","diff":"-1.6215154010308197","T3":"583.2313537783677","HA":"584.8528691793986"},{"seed":"9096970","diff":"-1.3846159393455082","T3":"516.104914936949","HA":"517.4895308762945"},{"seed":"9096575","diff":"-1.3218665143095336","T3":"469.6041656265814","HA":"470.9260321408909"}],"T3_mean":"531.1486676395627","HA_mean":"529.7515982433808","retail_edge_delta":null,"arb_edge_delta":null,"retail_volume_y_delta":{"mean":"918.1044732564286","se":"15.01759300517625","n":"1024"},"arb_volume_y_delta":{"mean":"431.7618969991368","se":"7.168381404713196","n":"1024"},"pnl_delta":{"mean":"1.377198097518594","se":"0.04079748716075906","n":"1024"},"comparison":"T3 minus HA","workers":"8","opponent":"VanillaStrategy 30 bps","each_arm_alone":true,"chunk_sizes":["64","256","64","64","64","64","64","64","64","64","64","64","64"]}],"gas":{"T3":{"afterSwap_peak":"237677","OOG":"0","calls":"11126596","afterSwap_calls":"11124548"},"HA":{"afterSwap_peak":"233781","OOG":"0","calls":"10886771","afterSwap_calls":"10884723"}}}]}
```

## Search provenance and gate reports

These are source reports, with the qualifications above. Parent recipes in real-only items are not local training.

```json
{"j091":{"speed":{"n":"512","seconds":"1.425391267053783","markets_per_second":"359.1996189637671","scope":"T3, 10000 steps per market, all available CPU workers, warmed Numba","edge":{"n":"512","mean":"526.6798657127549","se":"3.8607054120793793"},"seeds":["20000000","20000511"],"threshold_markets_per_second":"500","pool_startup_included":true},"gates":{"A":{"passed":true,"max_fee_diff_bps":"5.747125871339784e-05","init_max_fee_diff_bps":"0.0","sequences":"50","callbacks":"100000","seeds":["310000","310049"],"source":"first 2000 callbacks per 10000-step replica market","seconds":"18.4268810240319"},"B":{"n":"512","mean":"1.920372244773669","se":"0.04445924198500627","expected":"2.0","tolerance":"0.15","passed":true,"seeds":["7232768","7233279"]},"C":{"status":"not_applicable","reason":"Real-only branch: T3 Solidity and parameters are unchanged; gate A already tests the delivered port/code below 0.01 bps."}},"search_settings":{"executed":false,"reason":"Measured replica throughput is below 500 markets/s; item step 3 selects real-only mode.","requested":{"setting":"A","dimensions":"219","population":"16","sigma0":"0.5","sigma_cap":"0.5 * 0.5^(minutes/40)","es_seed":"891"}},"curve":[],"best_monitor":null},"j092":{"speed":{"n":"512","processes":"4","elapsed_seconds":"2.8916805980261415","markets_per_second":"177.05966570080068","jit_seconds":"17.4114259891212","mean_edge":"528.8101879446904"},"gates":{"A":{"passed":true,"seeds":["310000","310049"],"sequences":"50","callbacks_per_sequence":"2000","max_abs_fee_error_bps":"5.7471258602809216e-05","trace_origin":"first 2000 callbacks recorded from full replica markets; no synthetic trades"},"B":{"mean":"1.920372244773669","se":"0.04445924198500627","n":"512","expected":"2.0","tolerance":"0.15","passed":true,"seeds":["7232768","7233279"]},"C":{"applicable":false,"reason":"Real-only branch; retained supplied frozen T3 without any Solidity or parameter changes. Gate A also satisfies the 0.1 bps fee threshold.","passed":true,"max_abs_fee_error_bps":"5.7471258602809216e-05"}},"search_settings":{"executed":false,"setting":"B","reason":"Measured T3 speed below 500 markets/s; step 3 real-only branch applies.","requested_if_fast":{"dimensions":"219","weights":"178","constants":"41","start":"T3 frozen params","population":"16","sigma0":"1.0","sigma_cap":"1.0 * 0.5^(minutes/40)","es_seed":"892","train_markets_per_generation":"512","train_start_seed":"2112000000","max_train_markets":"2000000"}},"curve":[],"best_monitor":null},"j093":{"speed":{"n":"512","seconds":"3.9164043967612088","markets_per_second":"130.73215841127492","processes":"2","steps":"10000"},"gates":{"A":{"passed":true,"max_fee_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks_per_sequence":"2000","callbacks":"100000","seeds":["310000","310049"],"seconds":"145.49502992630005","threshold_bps":"0.01"},"B":{"passed":true,"mean_diff":"1.920372244773669","se":"0.04445924198500627","retail_delta":"4.78667942995755","arb_delta":"-2.866307185183879","target":"2.0","tolerance":"0.15","n":"512","seeds":["7232768","7233279"]},"C":{"passed":true,"max_fee_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks_per_sequence":"2000","callbacks":"100000","seeds":["310000","310049"],"seconds":"145.49502992630005","threshold_bps":"0.1","what":"Unchanged T3 is the frozen policy in real-only mode; same callback comparison as gate A."}},"search_settings":{"performed":false,"reason":"130.732 markets/s < 500 markets/s; step 3 real-only branch applies.","requested_setting":"C","requested_search_population":"32","requested_es_seed":"893","requested_sigma0":"0.5","requested_sigma_cap":"sigma0 * 0.5^(minutes/40)","coordinates_from_T3":{"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"},"dimensions":"219","training_applied":false,"starting_params_artifact":"2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336","frozen_policy":"T3 unchanged"},"curve":[],"best_monitor":null},"j094":{"speed":{"replica_markets_per_s":"273.3030536462094","n":"512","seeds":["2115999488","2115999999"],"seconds":"1.8733782633207738","processes":"4","cores":"4","threshold":"500","scope":"512 replica 10000-step markets, T3 port, 4 fork processes (4 cores), warmed Numba","steady_state":{"single_core_markets_per_s":"2252.0345775882934","pool":{"procs4_n512":"280.86615846301333","procs4_n2048":"281.2444996781143","procs8_n512":"272.15079655023754","procs8_n2048":"303.5843505890674"},"note":"single core measured on 64 markets with MatchRunner config draws (seeds 5000..5063); pool figures include Pool start-up"}},"gates":{"A":{"passed":true,"threshold_bps":"0.01","sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","what":"T3's port (CG port with T3 weights and 41 constants, anchors as parameter entries) vs T3 code (code_zb64) EVM fees on callbacks recorded from replica markets driven by the port; open-loop replay, afterInitialize included"},"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,"what":"replica CG minus T"},"C":null,"B_context_T3_minus_T_same_seeds":{"mean_diff":"2.553638793392445","se":"0.05118964591970911"}},"search_settings":{"run":false,"reason":"mode real-only (speed 281 markets/s < 500)","would_have_been":{"method":"CMA-ES (pycma) over 219 = 178 head weights + 41 constants from T3 params in T3 coordinates","weights":"w = w0 + 0.03*rms(block)*z, blocks W1,b1,W2,b2 (w0 = T3 weights)","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 (c0 = T3 constants)","population":"16","sigma0":"0.5","sigma_cap":"sigma0*0.5^(minutes/40)","es_seed":"894","train":"512 fresh markets per generation shared by population and T from seed 2116000000, at most 2,000,000","monitor":"CMA mean on 30000000..30002047 every 5 minutes","holdout":"40000000..40008191 once"}},"curve":[],"best_monitor":null},"j095":{"speed":{"replica_markets_per_s":"1358.35","scope":"512 replica 10000-step markets, CG port, 30 fork processes, warmed Numba","threshold":"500"},"gates":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.037323851011383e-05","passed":true,"threshold_bps":"0.01","what":"CG's port (CG weights, T constants, anchor literals as searchable entries) vs CG code EVM 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, required within 0.15 of +2.00"},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.747125900287982e-05","passed":true,"threshold_bps":"0.1","what":"frozen candidate Solidity EVM vs port with frozen (1e-6 weights, WAD-rounded constants) values"}},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"CG's frozen weights and T's constants (fe2320 params.constants start values)","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","population":"16","es_seed":"773","sigma0":"1.0","sigma_cap":"sigma0 * 0.5^(minutes/30), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused","train_seed_range":["1416000000","1416818175"],"fitness":"mean edge minus T on the generation markets","generations":"1598","search_minutes":"55.33","monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen","continuation":"T3 frozen params retained as the incumbent; no locally completed superior continuation point.","requested_start":"T3 params from artifact 2333ecf28d4356bd232b85c1e55842e94e1ada05e1cd067830b5625dfdbc5336"},"curve":[["0.01","2.0025","1.0"],["5.05","2.15","0.6872"],["10.08","2.2343","0.6179"],["15.12","2.3097","0.6393"],["20.16","2.3273","0.6148"],["25.19","2.3415","0.5584"],["30.22","2.4304","0.4146"],["35.23","2.4757","0.3753"],["40.24","2.4965","0.3654"],["45.27","2.53","0.3075"],["50.28","2.5599","0.2957"],["55.3","2.5846","0.2713"]],"best_monitor":{"gain_over_T":"2.5846131474979455","se":"0.02940261054476936","generation":"1597","minutes":"55.3","CG_at_start":"2.002479470084361"}},"j096":{"speed":{"markets":"512","seconds":"2.8398648696020246","markets_per_second":"180.29026855483835","workers":"4","mean_edge":"527.460586020033"},"gates":{"A":{"passed":true,"max_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks_per_sequence":"2000","seeds":["310000","310049"],"seconds":"38.20226968033239","sequence_max_error_bps":["4.122780305950563e-05","3.9610678586980697e-05","3.592305192028078e-05","4.330047554887417e-05","4.428786003836567e-05","3.9102609678855205e-05","5.0591572053632766e-05","4.2667626437217776e-05","4.5380549153553607e-05","4.968653392911117e-05","4.3879038460429426e-05","4.621778527084822e-05","4.595418586568652e-05","4.9558103647293766e-05","4.6520664484257096e-05","5.7471258602809216e-05","3.7024598040225065e-05","4.7655256999682566e-05","4.1544467177393254e-05","4.979790345707724e-05","4.550905925975596e-05","3.8518639495447454e-05","3.910088823035063e-05","4.2199511467687356e-05","3.611867973327479e-05","5.346271805253475e-05","5.356190716431994e-05","3.94249564852206e-05","3.740919627889805e-05","4.246733457946572e-05","3.950164158229505e-05","4.434652953557751e-05","4.5464322992114226e-05","4.420917590992543e-05","4.2778073544406936e-05","4.21906800121552e-05","3.706247331388898e-05","4.742597470991372e-05","3.8466592313778775e-05","4.406038300674249e-05","4.5152329336377306e-05","3.974560475227332e-05","5.676731488308759e-05","4.136422610250684e-05","4.369335671050578e-05","5.0765473387504034e-05","4.235501472986403e-05","4.0425372877742755e-05","4.403959587631623e-05","3.9643240645498984e-05"],"recording":"First 2000 candidate callbacks from each supplied replica market; no synthetic trades.","initialization_error_bps":"0.0"},"B":{"passed":true,"mean_diff":"1.920372244773669","se":"0.04445924198500627","n":"512","expected_gain":"2.0","tolerance":"0.15","seeds":["7232768","7233279"]},"C":{"status":"not_applicable","reason":"Real-only speed branch; T3 code and params unchanged."}},"search_settings":{"status":"not_run","reason":"Measured replica speed below 500 markets/s; mandatory real-only branch.","requested_setting":"A","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","population":"16","dimensions":"219","sigma0":"0.5","sigma_cap":"0.5 * 0.5^(minutes/40)","es_seed":"896","starting_params":"T3 frozen params","generations":"0","training_markets":"0"},"curve":[],"best_monitor":null},"j097":{"speed":{"replica_markets_per_s":"508.78","runs":["490.97","508.78","521.47"],"scope":"512 replica 10000-step markets (seeds 1415999488..1415999999), T3 port, 6 fork processes (all cores), warmed Numba; median of 3 runs","threshold":"500","note":"host shared with other workloads (load average ~43 on 6 cores); search generations ran 1.0-2.8 min each instead of the ~33 s this speed implies"},"gates":{"A":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"5.7471258602809216e-05","threshold_bps":"0.01","passed":true,"what":"T3's port (CG port + T3 weights/41 constants, anchor literals read from the parameter vector) vs T3 code EVM 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, required within 0.15 of +2.00"},"C":{"sequences":"50","swap_callbacks":"100000","seeds":["310000","310049"],"max_fee_diff_bps":"4.9302230306115524e-05","threshold_bps":"0.1","passed":true,"what":"frozen candidate Solidity EVM vs port with frozen values (weights 1e-6, constants as WAD integers), sequences recorded from replica markets 310000..310049"}},"search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants, continued from T3 frozen params in T3 coordinates (z=0 reproduces T3 exactly: max |param diff| 0)","start":"T3's frozen params (weights, 41 constants); scaling and Solidity shell unchanged","weights":"w = w0 + 0.03 * rms(block of T3 weights) * z, blocks W1,b1,W2,b2","constants":"c = c0 * 2^(0.02 z), exponent clipped to [-1,1]; *_DECAY: d = 1-(1-d0)*2^(0.02 z), floored at 0; ELAPSED_CAP, DIR_IMPACT_MULT, STEP_COUNT_CAP, ANCHOR_COUNT_CAP rounded","population":"32","es_seed":"897","sigma0":"0.5","sigma_cap":"sigma0 * 0.5^(minutes/40), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 2122000000 up, none reused","train_seed_range":["2122000000","2122007679"],"fitness":"mean edge minus T on the generation markets (T = same port with head off W[0]=0 and T constants)","generations":"15","search_minutes":"26.46","segments":"3","monitor":"CMA mean on seeds 30000000..30002047 at start and about every 5 search minutes (checked between generations); best monitored point frozen"},"curve":[["0.0","2.5846","0.5"],["6.04","2.5929","0.4503"],["10.43","2.5911","0.4173"],["17.15","2.5954","0.3714"],["21.54","2.5977","0.3443"],["26.2","2.5905","0.3175"]],"best_monitor":{"gain_over_T":"2.5976562804211376","se":"0.02957777560380465","minutes":"21.54","generation":"13","T3_at_start":"2.584618491684348"}},"j098":{"speed":{"markets":"512","seconds":"1.9404460531659424","markets_per_second":"263.8568586664104","processes":"2"},"gates":{"A":{"sequences":"50","callbacks_per_sequence":"2000","max_error_bps":"5.7471258602809216e-05","passed":true,"seconds":"54.45637139119208"},"B":{"n":"512","mean":"1.920372244773669","se":"0.04445924198500627","target":"2.0","tolerance":"0.15","passed":true},"C":{"applicable":false,"reason":"Real-only branch; no new candidate or Solidity generated."}},"search_settings":{"executed":false,"reason":"Measured speed below 500 markets/s; step 3 real-only branch selected.","requested_setting":"A","frozen_T3_coordinates":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"CG's frozen weights and T's constants (fe2320 params.constants start values)","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","population":"16","es_seed":"773","sigma0":"1.0","sigma_cap":"sigma0 * 0.5^(minutes/30), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused","train_seed_range":["1416000000","1416818175"],"fitness":"mean edge minus T on the generation markets","generations":"1598","search_minutes":"55.33","monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen"}},"curve":[],"best_monitor":null},"j099":{"speed":{"markets_per_s":"101.72610831020042","n":"512","seconds":"5.033122848253697","seeds":["2125999488","2125999999"],"strategy":"T3 port","threshold":"500","scope":"512 replica 10000-step markets, T3 port, multiprocessing pool sized to all cores, warmed Numba","below_threshold":true},"gates":{"A":null,"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},"C":null},"search_settings":{"ran":false,"reason":"replica speed under 500 markets/s, so the brief prescribes mode real-only (step 3); no CMA-ES search, no freeze, no holdout","planned":"pycma over 219 = 178 weights + 41 constants in T3 coordinates, population 16, ES seed 899, sigma0 1.0 capped by sigma0*0.5^(minutes/40), train seeds from 2126000000"},"curve":[],"best_monitor":null},"j100":{"speed":{"markets":"512","seconds":"1.098859362769872","markets_per_second":"465.93769625751946","all_cores":true},"gates":{"A":{"passed":true,"max_fee_error_bps":"5.7471258602809216e-05","sequences":"50","callbacks_per_sequence":"2000","seeds":["310000","310049"],"recorded_from_replica_markets":true,"seconds":"38.620721674058586"},"B":{"mean":"1.920372244773669","se":"0.04445924198500627","n":"512","passed":true,"target":"2.0","tolerance":"0.15","seeds":["7232768","7233279"]},"C":{"applicable":false,"reason":"No policy trained or frozen in the required real-only branch; original T3 code returned unchanged."}},"search_settings":{"performed":false,"reason":"Measured replica speed below 500 markets/s; step 3 real-only branch selected.","requested_setting":"A","base_search_settings":{"method":"CMA-ES (pycma 4.x) over 219 = 178 head weights + 41 constants","start":"CG's frozen weights and T's constants (fe2320 params.constants start values)","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","population":"16","es_seed":"773","sigma0":"1.0","sigma_cap":"sigma0 * 0.5^(minutes/30), applied before ask and after tell","train":"512 fresh markets per generation shared by population and T, from seed 1416000000 up, none reused","train_seed_range":["1416000000","1416818175"],"fitness":"mean edge minus T on the generation markets","generations":"1598","search_minutes":"55.33","monitor":"CMA mean on seeds 30000000..30002047 at start and every 5 minutes; best monitored point frozen"}},"curve":[],"best_monitor":null}}
```

## Disqualified historical real evidence (j095)

[j095] labels the following as supplied T3 evidence; the opponent is IB, not T3 or HA. Gas is historical too.

```json
{"supplied_t3_vs_vanilla":{"protocol":"each strategy alone vs 30 bps VanillaStrategy: amm_sim_rs.run_batch(X, VanillaStrategy, configs, 8), chunks of 64, configs = MatchRunner._build_configs body (BASELINE_SETTINGS/BASELINE_VARIANCE) with rng seed = config seed = market seed","seeds":["8588000","8589023"],"vs_IB":{"n":"1024","mean_diff":"0.8189009411467073","se":"0.059561465105944955","worst5":[["8588793","-2.4439296329163653"],["8588521","-1.4278417630863487"],["8588538","-1.3997346294415252"],["8588466","-1.3185190098924977"],["8588673","-1.3035620820278382"]],"sum":"838.5545637342283","sumsq":"4402.955206518472","median":"0.7042236600371723","share_positive":"0.8583984375","best5":[["8588481","55.663177802721634"],["8588160","10.082091711785097"],["8588727","4.615051557818958"],["8588163","4.439116558659634"],["8588113","4.0882619550031905"]],"excluding_seed_8588481":{"n":"1023","mean_diff":"0.7652897223181884","se":"0.025975433778074705"}},"retail_delta":null,"arb_delta":null,"pnl_delta":"0.8385673856678366","retail_volume_y_delta":"281.90417778458414","arb_volume_y_delta":"-51.82976039838831","retail_arb_note":"run_batch results expose edges, pnl, retail_volume_y and arb_volume_y per strategy but not the retail/arb split of edge, so retail and arb edge deltas are not reported (null); volume deltas (Y units, mean per market) are given instead.","means":{"candidate_edge":"526.7045106487918","IB_edge":"525.8856097076452"}},"gas":{"candidate":{"afterSwap_peak":"235575","OOG":"0","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243234","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"11077491","ok":"11077491","max_ok_gas":"235575","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21742","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}},"IB":{"afterSwap_peak":"234925","OOG":"0","callbacks":{"afterInitialize":{"calls":"1024","ok":"1024","max_ok_gas":"243227","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"afterSwap":{"calls":"10993792","ok":"10993792","max_ok_gas":"234925","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"},"getName":{"calls":"1024","ok":"1024","max_ok_gas":"21735","oog":"0","revert":"0","other_halt":"0","tx_error":"0","bad_return":"0"}}}}}
```

## Sources and verified input digests

Each reference denotes the supplied item JSON at the linked content-addressed artifact URL. All digests below were checked against local `.imd/reads/artifacts/item-<key>` bytes. All statistics above are attributed to those items unless explicitly called a merge check.

- [j091](https://api.imd.fun/artifacts/6cb7f4a1ff1221a85568eab41177a04078fccffd7673855a2ddaff22f719efe1) — SHA-256 `6cb7f4a1ff1221a85568eab41177a04078fccffd7673855a2ddaff22f719efe1`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j091/result.json`.
- [j092](https://api.imd.fun/artifacts/a3aaf3e8c54f07a40abbe0d5e23760d2d410078b329fa7561a77f783630e7f3e) — SHA-256 `a3aaf3e8c54f07a40abbe0d5e23760d2d410078b329fa7561a77f783630e7f3e`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j092/result.json`.
- [j093](https://api.imd.fun/artifacts/6b4aaeccf58d60cfbbe3e270ff30c667956344f551afe5e349e64f9aa52c648e) — SHA-256 `6b4aaeccf58d60cfbbe3e270ff30c667956344f551afe5e349e64f9aa52c648e`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j093/result.json`.
- [j094](https://api.imd.fun/artifacts/5e8a1a7837119f5e73a24d2641ce7b8b27b945aa1262d5a57a4e51698f1ed7f6) — SHA-256 `5e8a1a7837119f5e73a24d2641ce7b8b27b945aa1262d5a57a4e51698f1ed7f6`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j094/result.json`.
- [j095](https://api.imd.fun/artifacts/5f2b462c5631b11b35c9d242c496c1e70e4231cd9a9c6b0a3d44aad44b894bb7) — SHA-256 `5f2b462c5631b11b35c9d242c496c1e70e4231cd9a9c6b0a3d44aad44b894bb7`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j095/result.json`.
- [j096](https://api.imd.fun/artifacts/0fb2a8c680f884f7afb45bebaf2a57bb2c22935e6b6dca1c3b2e72b8efd4f8c8) — SHA-256 `0fb2a8c680f884f7afb45bebaf2a57bb2c22935e6b6dca1c3b2e72b8efd4f8c8`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j096/result.json`.
- [j097](https://api.imd.fun/artifacts/7aa7c8b6bd2c8d6795e457c5ac3e0767050d6b9a1b506c4c5c8f8a7f06de6388) — SHA-256 `7aa7c8b6bd2c8d6795e457c5ac3e0767050d6b9a1b506c4c5c8f8a7f06de6388`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j097/result.json`.
- [j098](https://api.imd.fun/artifacts/b6bb5a6abe2a42fa93d0fe70c03d6b549693f1ffe344b0a1f49c2d2c8f4e8e36) — SHA-256 `b6bb5a6abe2a42fa93d0fe70c03d6b549693f1ffe344b0a1f49c2d2c8f4e8e36`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j098/result.json`.
- [j099](https://api.imd.fun/artifacts/83505cf60e7ca6d606a5539bc3d5fd2f2f03850dbce04af043354baafec5cf29) — SHA-256 `83505cf60e7ca6d606a5539bc3d5fd2f2f03850dbce04af043354baafec5cf29`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j099/result.json`.
- [j100](https://api.imd.fun/artifacts/0b281a22dc5382e87abf9311396b0d48c17c0475fbc10b3dc55d4d36edf6ca7e) — SHA-256 `0b281a22dc5382e87abf9311396b0d48c17c0475fbc10b3dc55d4d36edf6ca7e`; supplied path `artifacts/goal/batches/r7-t03-joint/items/j100/result.json`.

[j091]: https://api.imd.fun/artifacts/6cb7f4a1ff1221a85568eab41177a04078fccffd7673855a2ddaff22f719efe1

[j092]: https://api.imd.fun/artifacts/a3aaf3e8c54f07a40abbe0d5e23760d2d410078b329fa7561a77f783630e7f3e

[j093]: https://api.imd.fun/artifacts/6b4aaeccf58d60cfbbe3e270ff30c667956344f551afe5e349e64f9aa52c648e

[j094]: https://api.imd.fun/artifacts/5e8a1a7837119f5e73a24d2641ce7b8b27b945aa1262d5a57a4e51698f1ed7f6

[j095]: https://api.imd.fun/artifacts/5f2b462c5631b11b35c9d242c496c1e70e4231cd9a9c6b0a3d44aad44b894bb7

[j096]: https://api.imd.fun/artifacts/0fb2a8c680f884f7afb45bebaf2a57bb2c22935e6b6dca1c3b2e72b8efd4f8c8

[j097]: https://api.imd.fun/artifacts/7aa7c8b6bd2c8d6795e457c5ac3e0767050d6b9a1b506c4c5c8f8a7f06de6388

[j098]: https://api.imd.fun/artifacts/b6bb5a6abe2a42fa93d0fe70c03d6b549693f1ffe344b0a1f49c2d2c8f4e8e36

[j099]: https://api.imd.fun/artifacts/83505cf60e7ca6d606a5539bc3d5fd2f2f03850dbce04af043354baafec5cf29

[j100]: https://api.imd.fun/artifacts/0b281a22dc5382e87abf9311396b0d48c17c0475fbc10b3dc55d4d36edf6ca7e