# Root merge 2 of 8: fee-policy training

All 25 supplied results were readable. These are worker reports, not independent engine reruns or leaderboard certification. The strongest complete observed frozen-vs-IB mean here is g02: +0.275981902306664, SE 0.02882724345697524, n=512; versus its own START +0.04194916931395376, SE 0.0173058274418123. Slope-c10 reports +0.23297158825338038 vs IB and +0.07315598522888656 vs START. They use different seed blocks and incoming policies, so this does not establish a head-to-head winner. [g02](artifacts/goal/batches/ig-a/items/g02-s30-h40-p16/result.json), [slope-c10](artifacts/goal/batches/slope/items/slope-c10-p32/result.json).

The requester’s IB=522.00, 20th, +0.59 over HA, and sister-goal +0.33/210 generations and +0.59/910 generations are goal context, not fresh measurements here. Adding a local gain to 522.00 would not establish a board score.

## Evidence limits and disagreements

Each ledger row cites its exact supplied result. The requester flags failed source rechecks for 23 items; counts below are exact, but affected URLs/passages were not provided. Worker claims of successful source/hash verification do not resolve these flags. Dependency URLs are indexed, not fetched anew. Local observations are retained as reports; external targets, provenance and quotations remain qualified. A zero count means none named, not independent clearance. No failed quotation is adopted as authority.

b07/b08 START is artifact a97fa964… (IC); ig-a/b/c START is ebbd90c6…. b09 confirms fixed IC code 01e3b53a…, not a newly trained b07 descendant. Gate B in these inputs is START-minus-IA, not HA: b07/b08 report +0.3715095052487146, SE 0.028721285568767012, n=512 against approximately +0.378 on 7236864..7237375; ig runs report +0.47212047649777866, SE 0.026045930005405876, n=512 against approximately +0.507 on 7232768..7233279. Their passed labels establish only the actual stated comparison, not the enclosing goal’s gain-over-HA gate. [b07-s50-p16](artifacts/goal/batches/ic-long/items/ic-s50-h30-p16/result.json), [g02](artifacts/goal/batches/ig-a/items/g02-s30-h40-p16/result.json).

The common real protocol is each strategy alone versus 30 bps VanillaStrategy, amm_sim_rs.run_batch(X,VanillaStrategy,configs,8), MatchRunner configuration draw order, paired by seed. SE=sample SD/sqrt(n). Replica RNG differs from Rust. Monitor 30000000..30002047 is deliberately reused for selection; holdout usually 41010000..41018191 is evaluated once after freezing. Group RMS scales, time-decaying sigma caps and rounding weights to 1e-6 are common. Per-item exceptions remain material. Quartiles generally rank IB retail Y volume, q1 quietest. [g01](artifacts/goal/batches/ig-a/items/g01-s30-h40-p16/result.json), [ic-block-b](artifacts/goal/batches/confirm-ic/items/ic-block-b/result.json).

The enclosing gate allows search only at >=300 markets/s. g01, g04, g08 and g09 searched below it under local fallback rules; preserve them as exploratory results, not compliant promotions. g08 reran IB real seeds after lost output. g06 repeated gate-B seeds after serialization failure. g05 has inherited full gate evidence and partial real confirmation. g15 lacks 32 IB rows. Broad upstream valid=true labels cannot erase these limits. Positive vs IB often includes an incoming START gain; unchanged-START returns add no learned improvement.

b07-s30-p32 and slope-c15 blocked during SETUP and return copied START only. sg-c05 did not attempt setup/search, claiming insufficient time; that is non-completion, not a demonstrated technical impossibility. b07-s50-p16 probed real seeds 7000000..7000007 and g09 probed 1,2, outside the goal’s 8000000+ rule. g12’s timing probe 99000000..99000007 is above that floor and outside its confirmation block. [b07-s30-p32](artifacts/goal/batches/ic-long/items/ic-s30-h40-p32/result.json), [slope-c15](artifacts/goal/batches/slope/items/slope-c15-p16/result.json), [sg-c05](artifacts/goal/batches/slope-ig/items/sg-c05-p16/result.json), [b07-s50-p16](artifacts/goal/batches/ic-long/items/ic-s50-h30-p16/result.json), [g09](artifacts/goal/batches/ig-b/items/g09-s50-h30-p32/result.json), [g12](artifacts/goal/batches/ig-c/items/g12-s20-h60-p32/result.json).

## Search and confirmation ledger

Each paired cell is `[n,mean_diff,se]` for frozen-minus-reference; b09 is fixed IC-minus-IB. Null means unavailable, not zero. Speed is the worker’s warm replica measurement. Generations/minutes are reported active search, not total allocated machine time. Failed-source counts come from the requester. Precision retained.

| Input/source | Failed sources | markets/s | generations | search minutes | real vs IB | real vs START |
|---|---:|---:|---:|---:|---|---|
| [b07-ic-s20-h60-p16](artifacts/goal/batches/ic-long/items/ic-s20-h60-p16/result.json) | 3 | 730.9660751558613 | 249 | 75.8731855745272 | [512,0.10489509886501047,0.028668683949833795] | [512,0.03652718170107505,0.015880043588803204] |
| [b07-ic-s30-h40-p32](artifacts/goal/batches/ic-long/items/ic-s30-h40-p32/result.json) | 0 | — | 0 | 0 | null | null |
| [b07-ic-s50-h30-p16](artifacts/goal/batches/ic-long/items/ic-s50-h30-p16/result.json) | 1 | 821.5922773279099 | 311 | 51.18475710153577 | [512,0.09978822837293644,0.029455561037109397] | [512,0.04753090409252991,0.019857055591898112] |
| [b07-ic-s50-h30-p32](artifacts/goal/batches/ic-long/items/ic-s50-h30-p32/result.json) | 3 | 864.5692818812976 | 240 | 78.35112452790297 | [512,0.16146365726399137,0.028032557983704433] | [512,0.06922912901694933,0.01723694612028617] |
| [b08-slope-c05-p16](artifacts/goal/batches/slope/items/slope-c05-p16/result.json) | 1 | 682.425917998485 | 423 | 83.31293292148037 | [512,0.14899081062945208,0.032782635352904835] | [512,0.03585634334445453,0.02361739940308104] |
| [b08-slope-c10-p32](artifacts/goal/batches/slope/items/slope-c10-p32/result.json) | 2 | 697.3156549893557 | 199 | 80.2824372583263 | [512,0.23297158825338038,0.031408610436046445] | [512,0.07315598522888656,0.023501739869445773] |
| [b08-slope-c15-p16](artifacts/goal/batches/slope/items/slope-c15-p16/result.json) | 2 | — | 0 | 0 | [0,null,null] | [0,null,null] |
| [b09-ic-block-a](artifacts/goal/batches/confirm-ic/items/ic-block-a/result.json) | 1 | — | — | — | [1024,0.06105291517272299,0.020951271788063868] | null |
| [b09-ic-block-b](artifacts/goal/batches/confirm-ic/items/ic-block-b/result.json) | 1 | — | — | — | [1024,0.07632082510605132,0.020595318954213505] | null |
| [b10-g01-s30-h40-p16](artifacts/goal/batches/ig-a/items/g01-s30-h40-p16/result.json) | 3 | 225.47238224254247 | 229 | 74.61668915185146 | [512,0.20837632639774417,0.0327419594550185] | [512,0.012117414794051595,0.017465045280525768] |
| [b10-g02-s30-h40-p16](artifacts/goal/batches/ig-a/items/g02-s30-h40-p16/result.json) | 3 | 974.2415306036147 | 412 | 67.42535627683 | [512,0.275981902306664,0.02882724345697524] | [512,0.04194916931395376,0.0173058274418123] |
| [b10-g03-s20-h60-p16](artifacts/goal/batches/ig-a/items/g03-s20-h60-p16/result.json) | 2 | 89.61624417067453 | 0 | 0 | [1024,0.17472178423740997,0.020276689982797712] | [1024,0.0,0.0] |
| [b10-g04-s50-h30-p16](artifacts/goal/batches/ig-a/items/g04-s50-h30-p16/result.json) | 4 | 274.4319788539445 | 254 | 63.95308690619034 | [512,0.1649277654075194,0.030000588857305426] | [512,-0.003301029471849848,0.025181386109739672] |
| [b10-g05-s30-h40-p32](artifacts/goal/batches/ig-a/items/g05-s30-h40-p32/result.json) | 1 | 89.58993211391835 | 0 | 0.0 | [64,0.12214543971566805,0.07765045785313503] | [64,0.0,0.0] |
| [b11-g06-s30-h40-p16](artifacts/goal/batches/ig-b/items/g06-s30-h40-p16/result.json) | 3 | 418.81143764583834 | 221 | 81.02849167585373 | [512,0.18520892791572474,0.03402137309382872] | [512,0.005914649648775305,0.01648841716981926] |
| [b11-g07-s20-h60-p16](artifacts/goal/batches/ig-b/items/g07-s20-h60-p16/result.json) | 3 | 355.3 | 111 | 56.43 | [512,0.1659499139288585,0.02922596459145497] | [512,0.0,0.0] |
| [b11-g08-s15-h60-p16](artifacts/goal/batches/ig-b/items/g08-s15-h60-p16/result.json) | 2 | 163.00094408436794 | 215 | 70.77917430798215 | [512,0.11763226088250378,0.02799049704369118] | null |
| [b11-g09-s50-h30-p32](artifacts/goal/batches/ig-b/items/g09-s50-h30-p32/result.json) | 2 | 110.4 | 20 | 25.45 | [512,0.19632327472730027,0.027970324982782395] | [512,0.0,0.0] |
| [b11-g10-s20-h40-p16](artifacts/goal/batches/ig-b/items/g10-s20-h40-p16/result.json) | 2 | 495.3915534786096 | 270 | 77.02340510218248 | [512,0.17434160710843727,0.02877403830992377] | [512,0.025614151664971052,0.014739490991053473] |
| [b12-g11-s30-h60-p16](artifacts/goal/batches/ig-c/items/g11-s30-h60-p16/result.json) | 1 | 733.1483753298592 | 461 | 80.38529130617778 | [512,0.21910420398259078,0.029168285142222625] | [512,0.06656762031609298,0.020722141380883206] |
| [b12-g12-s20-h60-p32](artifacts/goal/batches/ig-c/items/g12-s20-h60-p32/result.json) | 2 | 460.218634733301 | 114 | 68.45673836072287 | [512,0.24205498768272826,0.029873206166248993] | [512,0.009868452465636612,0.013868558318402462] |
| [b12-g13-s40-h40-p16](artifacts/goal/batches/ig-c/items/g13-s40-h40-p16/result.json) | 2 | 173.4618099845964 | 285 | 80.19530576890095 | [512,0.18871838925743067,0.026950848303938728] | [512,0.0,0.0] |
| [b12-g14-s15-h40-p16](artifacts/goal/batches/ig-c/items/g14-s15-h40-p16/result.json) | 3 | 634.0738619565307 | 280 | 80.16409344673157 | [512,0.2457169025634992,0.030323609160776387] | [512,0.017083045710369227,0.013577575177338241] |
| [b12-g15-s30-h30-p16](artifacts/goal/batches/ig-c/items/g15-s30-h30-p16/result.json) | 2 | 539.16512119451 | 349 | 81.29300830959497 | [480,0.23077321108171253,0.036730235578676856] | [512,0.04878376167076992,0.017840218670818583] |
| [b13-sg-c05-p16](artifacts/goal/batches/slope-ig/items/sg-c05-p16/result.json) | 0 | — | 0 | 0 | null | null |

## Per-input confirmation detail

All objects in each section below come from its linked ledger input. `worst5` retains seed and individual edge loss vs IB; START worst5 is explicitly omitted; `holdout` uses `[n,mean,se]`; `quartiles` uses those triples for frozen-minus-IB. Gate A/C objects retain measured maxima in bps. Except inherited g05 evidence and unrun blocked cases, workers report 50 sequences × 2000 swap callbacks. `gas` is `[afterSwap_peak,oog,other_failures]`, with null for an unreported counter; entries may repeat the same summary/counter observation. Full gas tables and curves remain upstream, explicitly not copied. Full code hashes remain in the linked inputs. Retail/arb data retain their original field names and units; volume deltas are not edge attribution. The appendix preserves every supplied params object. Worker notes are summarized in prose; repetitive setup/hash assertions, software versions and timing details are omitted rather than treated as independent evidence.

### b07-ic-s20-h60-p16

Reported valid=True.

Parity: {"A":{"max_abs_fee_difference_bps":0.00013732518049352355,"passed":true},"C":{"max_abs_fee_difference_bps":0.0002192524944585883,"passed":true}}

Holdout: {"frozen_vs_start":[8192,0.036549369593686896,0.0038722836144134305],"frozen_vs_IB":[8192,0.12480273724887396,0.0081692371628103]}

Real seeds: {"seeds":[8033792,8034303]}

Worst5 vs IB: [[8033853,-2.9313553656633076],[8034133,-2.6269207259665563],[8033942,-2.3003656896012217],[8034028,-1.7341287573731279],[8034283,-1.6207890816375539]].

Quartiles: {"q1":[128,0.20674453088001954,0.04689713468058305],"q2":[128,0.13832783543956717,0.05763454881532023],"q3":[128,0.03188440953626959,0.06410725596789585],"q4":[128,0.04262361960418559,0.058601574203195145]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.6419717072201294,"pair_IB/arb_delta":0.7468668060851394,"pair_START/retail_delta":-0.014515390991101218,"pair_START/arb_delta":0.051042572692175846,"real/retail_deltas":{"start":-0.6274563162290282,"frozen":-0.6419717072201294},"real/arb_deltas":{"start":0.6958242333929636,"frozen":0.7468668060851394}}

Gas: {"":[237744,0,{"IB":0,"start":0,"frozen":0}],"/gas_stats/IB":[237052,0,0],"/gas_stats/start":[237750,0,0],"/gas_stats/frozen":[237744,0,0]}


### b07-ic-s30-h40-p32

Blocked: {"step":"SETUP","error":"The prescribed setup stopped at the wheel checksum: /usr/bin/shasum aborted because its Perl runtime library is unavailable in this sandbox. The pinned simulator wheel is manylinux x86_64; this host is Darwin arm64, and no Linux container/runtime is available. The wheel SHA-256 was independently verified as aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a."}

Parity: {"A":{"passed":null},"C":{"passed":null}}

Holdout: {"frozen_vs_start":null,"frozen_vs_IB":null}

Real seeds: {"seeds":[8031744,8032255]}

Worst5 vs IB: null.

Retail/arb deltas: {"real/retail_delta":null,"real/arb_delta":null}


### b07-ic-s50-h30-p16

Selected gen310 ES mean; monitor still rising, not proof of future gain. Holdout stored in replica_validation.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":0.00013732518049352355},"C":{"passed":true,"max_fee_diff_bps":6.952161360485043e-05}}

Holdout: {"frozen_vs_start":[8192,0.06256211664828414,0.00536307313819642],"frozen_vs_IB":[8192,0.1508154843034712,0.007842960407975908],"start_vs_IB":[8192,0.08825336765518706,0.008083911830554685]}

Real seeds: {"seeds":[8032768,8033279]}

Worst5 vs IB: [[8032906,-2.145545714629634],[8033081,-2.1077790812181547],[8032801,-1.955589712739993],[8033030,-1.8077625798121062],[8032826,-1.7942528265556348]].

Quartiles: {"q1":[128,0.1211840038514409,0.052379147171633555],"q2":[128,0.11932308507856071,0.05195201846132111],"q3":[128,0.17954169343763704,0.056520573783729176],"q4":[128,-0.020895868875892898,0.07180197923738096]}

Retail/arb deltas: {"real/retail_volume_y_delta":{"frozen_minus_IB":-176.99844341047398,"frozen_minus_start":-0.5034286244083575,"start_minus_IB":-176.4950147860656},"real/arb_volume_y_delta":{"frozen_minus_IB":-202.15076058236338,"frozen_minus_start":30.30281669831242,"start_minus_IB":-232.4535772806758},"real/pnl_delta":{"frozen_minus_IB":0.11484928741187161,"frozen_minus_start":0.042936587079417166}}

Gas: {"":[237568,0,null],"/gas_stats":[237568,0,0],"/per_arm/IB":[236896,0,0],"/per_arm/START":[237580,0,0]}


### b07-ic-s50-h30-p32

Selected gen240. Note “Weights are START parameters rounded to 1e-6” is imprecise beside trained params and changed code hash; do not interpret as unchanged START.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":0.00013732518049352355},"C":{"passed":true,"max_fee_diff_bps":5.78235930664972e-05}}

Holdout: {"frozen_vs_start":[8192,0.06262055590549956,0.005208408218021244],"frozen_vs_IB":[8192,0.15087392356068663,0.00832713071651504]}

Real seeds: {"seeds":[8034816,8035327]}

Worst5 vs IB: [[8035037,-3.2267594497310483],[8035287,-2.4053844871439196],[8034819,-1.864109559071153],[8034929,-1.6101762376995339],[8034979,-1.5551085421678863]].

Quartiles: {"q1":[128,0.20452785790909767,0.0498318417703714],"q2":[128,0.22289496286430133,0.05782859376470485],"q3":[128,0.1460331194208906,0.05935028987659403],"q4":[128,0.07239868886167589,0.0564709736101343]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.5167679936925783,"pair_IB/arb_delta":0.6782316509565707,"pair_START/retail_delta":0.08505822369921945,"pair_START/arb_delta":-0.01582909468227013,"real/retail_delta":{"frozen_vs_IB":-0.5167679936925783,"START_vs_IB":-0.6018262173917978},"real/arb_delta":{"frozen_vs_IB":0.6782316509565707,"START_vs_IB":0.6940607456388408}}

Gas: {"":[235487,0,null],"/gas_stats/IB":[234868,0,0],"/gas_stats/START":[235502,0,0],"/gas_stats/Frozen":[235487,0,0]}


### b08-slope-c05-p16

20-8-2: twentieth T flow_size input after retail blending and before restoring lambdaHat/sizeHat. Eight new weights start zero; scaling from every callback of 256 unchanged START markets. Four positive constants START*exp(z), exact integer WAD constants in params. search.curve exists despite null top-level curve.

Code SHA-256 prefix: `ef7a2092f87417ea`; port SHA-256: `6f2caf57f20b6bd2e9a9fa93b40de9c4c9030fd710c994d8ab3d296196918db4`; reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":0.00013732518049352355},"C":{"passed":true,"max_fee_diff_bps":0.00010032917038826916}}

Holdout: {"reported":[8192,0.09648724187232915,0.007422120857134681]}

Real seeds: {"seeds":[8035840,8036351]}

Worst5 vs IB: [[8036350,-4.518231027540992],[8036066,-1.9013706805111497],[8035853,-1.7952095464345348],[8036348,-1.780376029104957],[8036076,-1.7341389139734247]].

Quartiles: {"q1":[128,0.15724259728956635,0.05748071436775205],"q2":[128,0.26215141484197346,0.05406897880155924],"q3":[128,0.09397821714698518,0.07991967622196333],"q4":[128,0.0825910132392833,0.06724739799033476]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.985752112003669,"pair_IB/arb_delta":1.134742922633121,"pair_IB/retail_volume_y_delta":-402.69535634548356,"pair_IB/arb_volume_y_delta":-459.733904386196,"pair_START/retail_delta":-0.3796398830464479,"pair_START/arb_delta":0.41549622639090245,"pair_START/retail_volume_y_delta":-221.09710142183084,"pair_START/arb_volume_y_delta":-216.70776026250064}

Gas: {"":[238173,0,null],"/IB":[237068,0,0],"/START":[237776,0,0],"/frozen":[238173,0,0]}


### b08-slope-c10-p32

Same extra feature, 186 weights +4 z coordinates; count cap 674 unchanged. Selected gen180 generation-best checkpoint. Solidity identity exact; port identity tolerance 1e-14. Full generation trace already omitted upstream; reproduction_sources payload not copied here.

Code SHA-256 prefix: `25af4c17387fa415`; port SHA-256: `e9698cff4f0a8bc5547e45b66de7ddd540b98376a1245131e2fa7879f688cd9f`; reported valid=True.

Parity: {"A":{"max_fee_diff_bps":0.00013732518049352355,"passed":true},"C":{"max_fee_diff_bps":4.8862909014096845e-05,"passed":true}}

Holdout: {"frozen_vs_start":[8192,0.10356931576798202,0.007867448702022597]}

Real seeds: {"seeds":{"start":8037888,"end":8038399,"n":512}}

Worst5 vs IB: [[8038397,-4.550356417726903],[8038016,-2.127557182557439],[8037995,-1.582355221845944],[8038180,-1.558254358145632],[8038290,-1.5234542333913623]].

Quartiles: {"q1":[128,0.2858970176625717,0.04805987131688322],"q2":[128,0.1701918228734205,0.05524941695900317],"q3":[128,0.20653176826426334,0.0690582547626065],"q4":[128,0.269265744213266,0.07534565278964787]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.792331933931276,"pair_IB/arb_delta":1.0253035221846574,"pair_START/retail_delta":-0.24313614422885688,"pair_START/arb_delta":0.31629212945774704,"real/retail_delta_vs_IB":-0.792331933931276,"real/arb_delta_vs_IB":1.0253035221846574}

Gas: {"":[236226,0,null],"/gas_stats/IB":[234958,0,0],"/gas_stats/start":[235611,0,0],"/gas_stats/frozen":[236226,0,0],"/by_arm/IB":[234958,0,null],"/by_arm/start":[235611,0,null]}


### b08-slope-c15-p16

Blocked: {"step":"SETUP: uv venv --python 3.12 .venv","error":"Setup exited 133. rosetta error: failed to open elf at /lib64/ld-linux-x86-64.so.2\n Trace/breakpoint trap","exit_code":133}

Parity: {"A":{"status":"not_run"},"C":{"status":"not_run"}}

Holdout: {"frozen_vs_start":[0,null,null]}

Real seeds: {"seeds":[]}

Worst5 vs IB: null.

Retail/arb deltas: {"real/retail_delta":null,"real/arb_delta":null}


### b09-ic-block-a

Code SHA-256 prefix: `01e3b53a569a906c`; port SHA-256: `None`; reported valid=True.

Parity: {"C":{"max_abs_fee_difference_bps":0.00013732518049352355,"passed":true}}

Real seeds: {"start":8038912,"end_inclusive":8039935,"n":1024,"chunk_size":64,"chunks":16,"runs_per_seed_per_arm":1}

Worst5 vs IB: [{"seed":8039459,"diff":-4.960461476682099},{"seed":8038959,"diff":-4.453467555784982},{"seed":8039672,"diff":-4.036342956320368},{"seed":8039359,"diff":-3.0166718907413497},{"seed":8039409,"diff":-2.8966966119598965}].

Quartiles: {"q1":[256,0.11665025314714739,0.03213001640069414],"q2":[256,0.05936293203038412,0.04026419023147057],"q3":[256,0.06707394173752057,0.04345126714779415],"q4":[256,0.0011245337758398755,0.049759769274509404]}

Retail/arb deltas: {"retail_volume_y_delta":-177.0212144556249,"arb_volume_y_delta":-230.9421560617123}

Gas: {"/IB":[236959,0,null],"/IB/gas_stats":[236959,0,0],"/CAND":[237643,0,null],"/CAND/gas_stats":[237643,0,0]}


### b09-ic-block-b

Code SHA-256 prefix: `01e3b53a569a906c`; port SHA-256: `None`; reported valid=True.

Parity: {"C":{"passed":true,"max_fee_diff_bps":0.00013732518049352355}}

Real seeds: {"start":8039936,"end_inclusive":8040959,"n":1024,"chunk_size":64,"evaluations_per_seed_per_arm":1}

Worst5 vs IB: [[8040863,-4.211309613119283],[8040324,-2.102318192491566],[8040616,-1.9684036634520226],[8040884,-1.7245687414781514],[8040094,-1.6603282570002875]].

Quartiles: {"q1":[256,0.12877378974593912,0.04290576525795243],"q2":[256,0.09162839034166348,0.04188726006638565],"q3":[256,0.08340297651065454,0.03723577190966101],"q4":[256,0.0014781438259481305,0.04231801044953382]}

Retail/arb deltas: {"retail_volume_y_delta":-177.37500667589072,"arb_volume_y_delta":-232.88503024191732}

Gas: {"/IB":[237009,0,0],"/CAND":[237727,0,0]}


### b10-g01-s30-h40-p16

M=256 below the enclosing speed gate; selected gen190 ES mean. Monitor gain +0.013212414500447606.

Reported valid=True.

Parity: {"A":{"passed":true,"max_abs_fee_difference_bps":8.814065310946972e-05},"C":{"passed":true,"max_abs_fee_difference_bps":0.00015075713725998252}}

Holdout: {"frozen_vs_start":[8192,0.02102331653497016,0.004209749943643473],"frozen_vs_IB":[8192,0.20443281232207441,0.008334999331377085]}

Real seeds: {"seeds":[8040960,8041471]}

Worst5 vs IB: [[8040991,-2.644934058936201],[8040967,-2.3395514010259717],[8041124,-2.186568565315497],[8041305,-1.8988791306585426],[8041029,-1.754283689511567]].

Quartiles: {"q1":[128,0.2559643678321071,0.05744022444041797],"q2":[128,0.20570113353396824,0.07219092995270684],"q3":[128,0.2072087488217642,0.06057983627156986],"q4":[128,0.16463105540313716,0.07099349342048182]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.37835676906186355,"pair_IB/arb_delta":0.5867330954596076,"pair_START/retail_delta":-0.15239077551816815,"pair_START/arb_delta":0.16450819031221742}

Gas: {"/IB":[234965,0,0],"/start":[235567,0,0],"/frozen":[235564,0,0]}


### b10-g02-s30-h40-p16

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":0.00010083069219846141}}

Holdout: {"frozen_vs_start":[8192,0.055725278821003144,0.004799278934545026],"frozen_vs_IB":[8192,0.23913477460810742,0.007970960340885045],"start_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8041984,8042495]}

Worst5 vs IB: [[8042433,-2.536372285299194],[8042122,-2.0903925583949103],[8042303,-1.824517708102917],[8042395,-1.488891792253412],[8042387,-1.3687080605386654]].

Quartiles: {"q1":[128,0.29145216702450316,0.0488727221622166],"q2":[128,0.25235265771804016,0.055362305521569434],"q3":[128,0.22400971063545372,0.06098570292803473],"q4":[128,0.33611307384865885,0.06438847949238771]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.17103338567897575,"pair_IB/arb_delta":0.4470152879856386,"pair_START/retail_delta":0.05008711370102892,"pair_START/arb_delta":-0.008137944387074533}


### b10-g03-s20-h60-p16

No training; frozen=START. Uncontended speed used; earlier concurrent 58.279 discarded. Local fallback required 1024 real markets/no holdout. Only volume deltas available.

Reported valid=True.

Parity: {"A":{"max_abs_fee_difference_bps":8.814065310946972e-05},"C":{"max_abs_fee_difference_bps":8.814065310946972e-05}}

Holdout: {"frozen_vs_start":null,"frozen_vs_IB":null}

Real seeds: {"seed_start":8043008,"seed_end":8044031}

Worst5 vs IB: [[8043129,-3.456012836893933],[8043896,-2.7273836318712483],[8043652,-1.991988931974447],[8043635,-1.6894604202847177],[8044017,-1.5865396419256967]].

Quartiles: {"q1":[256,0.24050485758116924,0.03714457098237179],"q2":[256,0.16665268571245506,0.038502921596545905],"q3":[256,0.13815009295700964,0.040508061040961815],"q4":[256,0.15357950069900594,0.0455009205669152]}

Retail/arb deltas: {"real/retail_edge_delta":null,"real/arb_edge_delta":null,"retail_volume_y":[1024,-35.0698286271715,3.8276346094140345],"arb_volume_y":[1024,-68.99561976613666,3.6164524665007796]}

Gas: {"/IB":[237903,0,0],"/START":[238625,0,0]}


### b10-g04-s50-h30-p16

M=256, below enclosing speed gate. Selected gen210 ES mean; small monitor gain +0.004884715678363044. Real gain over START is negative/uncertain; no reliable new improvement.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":8.66061109633387e-05}}

Holdout: {"frozen_vs_start":[8192,0.016457095143715024,0.0050058824368066825],"frozen_vs_IB":[8192,0.1998665909308193,0.008192745545379064],"start_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8044032,8044543]}

Worst5 vs IB: [[8044511,-2.6156780241019533],[8044040,-2.4756636134483756],[8044488,-2.403415201610642],[8044118,-1.7785910548736865],[8044101,-1.6932111426789334]].

Quartiles: {"q1":[128,0.16797956015071946,0.043071220233844396],"q2":[128,0.23550180345710237,0.058749129488060006],"q3":[128,0.17001803841149554,0.06732041224056998],"q4":[128,0.08621165961076027,0.06751811077425518]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.5966511294301611,"pair_IB/arb_delta":0.7615788948376813,"pair_START/retail_delta":-0.27263060444348475,"pair_START/arb_delta":0.2693295749716358}

Gas: {"/per_strategy/IB":[237069,0,0],"/per_strategy/start":[237793,0,0],"/per_strategy/frozen":[237794,0,0]}


### b10-g05-s30-h40-p32

No training; frozen=START. Inherited full A/C; only two-sequence recheck newly run, max 0.0000364587 bps. Partial 64/512 real despite valid=true. Four listed quartiles n=8 total 32 conflict with n=64 overall; not a full partition.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":6.501554232485329e-05},"C":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05}}

Real seeds: {"seeds":[8045056,8045119],"complete":false}

Worst5 vs IB: [[8045113,-1.0157955755524881],[8045115,-0.8970601141070347],[8045110,-0.8620580645285827],[8045081,-0.8486749903815962],[8045118,-0.8231020702805836]].

Quartiles: {"1":[8,0.08768279789407529,0.13985782378993675],"2":[8,-0.08425673901642483,0.19636483521292922],"3":[8,0.22905696073751614,0.16317477178623452],"4":[8,0.07384559288514225,0.10676539719618758]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.2971919279950672,"pair_IB/arb_delta":0.4193373677107302,"pair_START/retail_delta":0.0,"pair_START/arb_delta":0.0}

Gas: {"/IB":[232023,0,0],"/Start":[232659,0,0]}


### b11-g06-s30-h40-p16

Selected gen140 mean; small monitor improvement. Gate-B repeat after NumPy-bool serialization failure, no selection claimed.

Reported valid=True.

Parity: {"A":{"pass":true,"max_abs_fee_difference_bps":8.814065310946972e-05},"C":{"pass":true,"max_abs_fee_difference_bps":6.699972507351326e-05}}

Holdout: {"frozen_vs_start":[8192,0.006936234406093401,0.004158931750870629],"frozen_vs_IB":[8192,0.19034573019319767,0.007998295976807923]}

Real seeds: {"seed_start":8046080,"seed_end":8046591}

Worst5 vs IB: [[8046115,-7.113924889661575],[8046466,-3.1841710655460247],[8046300,-1.826603826496239],[8046328,-1.585914775552851],[8046095,-1.5145564592783103]].

Quartiles: {"q1":[128,0.24446322228776474,0.05205131390509196],"q2":[128,0.22167971729513614,0.059994563773123843],"q3":[128,0.15787003186827242,0.08629926892269592],"q4":[128,0.11682274021172567,0.06922100280716899]}

Retail/arb deltas: {"real/retail_delta_vs_IB":-0.47636270392743174,"real/arb_delta_vs_IB":0.6615716318431553,"real/retail_delta_vs_start":-0.21954245751540935,"real/arb_delta_vs_start":0.225457107164184,"real/retail_delta":-0.47636270392743174,"real/arb_delta":0.6615716318431553}

Gas: {"/ib":[237016,0,0],"/start":[237714,0,0],"/frozen":[237726,0,0]}


### b11-g07-s20-h60-p16

No mean beat START; identical frozen/START. Warm replica qualifies; overall search throughput 275.8 includes overhead. Monitor ~-0.027 gen20 to -0.001 gen100. Sigma ~0.01 near noise floor is interpretation, not proof of optimum.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05}}

Holdout: {"frozen_vs_start":[8192,0.0,0.0],"frozen_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8047104,8047615]}

Worst5 vs IB: [[8047204,-2.2465567154732753],[8047402,-2.1783153023218347],[8047516,-2.1477169877299502],[8047522,-1.9408265731251504],[8047220,-1.862266773068768]].

Quartiles: {"1":[128,0.19072680656426533,0.04487152899564033],"2":[128,0.14190481886802075,0.05069599311150605],"3":[128,0.21390617875457663,0.06354866671600921],"4":[128,0.11726185152857127,0.07126772348714838]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.26482583465907006,"pair_IB/arb_delta":0.4307757485879276,"pair_START/retail_delta":0.0,"pair_START/arb_delta":0.0}

Gas: {"/IB":[234817,0,null],"/IB/gas_stats":[234817,0,0],"/FROZEN=START":[235490,0,null],"/FROZEN=START/gas_stats":[235490,0,0]}


### b11-g08-s15-h60-p16

M=256 below enclosing speed gate. Selected gen80 mean; +0.0010044849621986263 monitor SE 0.007362950359536252 does not establish worker’s claimed “local optimum”. IB rerun after 470s kill; START real arm absent. Real deltas are volumes.

Reported valid=True.

Parity: {"A":{"max_fee_diff_bps":8.814065310946972e-05,"passed":true},"C":{"max_fee_diff_bps":0.00037109340066121543,"passed":true}}

Holdout: {"frozen_vs_start":[8192,0.011381489011358277,0.003338149324710561],"frozen_vs_IB":[8192,0.19479098479846255,0.008240815872216915],"start_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8048128,8048639]}

Worst5 vs IB: [[8048567,-2.4343301484100266],[8048275,-2.20772155869588],[8048488,-1.6361557875610515],[8048529,-1.5727773479464986],[8048592,-1.5385158080458154]].

Quartiles: {"1":[128,0.247890564047764,0.04828171862123784],"2":[128,0.04726856576619376,0.05189632488583859],"3":[128,0.10042139661600746,0.06560362165929465],"4":[128,0.0749485171000499,0.05560633305561736]}

Retail/arb deltas: {"pair_IB/retail_volume_y_delta":-88.40583749997265,"pair_IB/arb_volume_y_delta":-147.48023568104418,"pair_IB/pnl_delta":0.11747996388253767}

Gas: {"":[235369,0,null],"/gas_stats_submission/IB":[234704,0,0],"/gas_stats_submission/FROZEN":[235369,0,0]}


### b11-g09-s50-h30-p32

M=256 below enclosing speed gate, single process; initial speed probe104.9. Gen10 monitor -0.0237 SE.0071; gen20 -.0129 SE.0070. Returned unchanged START, frozen aliases START; no new gain.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05}}

Holdout: {"frozen_vs_start":[8192,0.0,0.0],"frozen_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8049152,8049663]}

Worst5 vs IB: [[8049384,-2.0423399841757828],[8049410,-1.8514619841152467],[8049330,-1.629639013614451],[8049320,-1.4283204968783139],[8049609,-1.3929609805657037]].

Quartiles: {"q1":[128,0.20310426043993557,0.04635241011202317],"q2":[128,0.23292645439994608,0.05241311516637529],"q3":[128,0.11253144872969267,0.053837200108150365],"q4":[128,0.23673093533962675,0.06868893828033668]}

Retail/arb deltas: {"real/retail_volume_y_delta_vs_IB":-26.71734708896561,"real/arb_volume_y_delta_vs_IB":-63.82495394346053}


### b11-g10-s20-h40-p16

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":0.00011257904018735498}}

Holdout: {"frozen_vs_start":[8192,0.025828589231814685,0.003751564920330231],"frozen_vs_IB":[8192,0.20923808501891894,0.007869306846223454]}

Real seeds: {"seeds":[8050176,8050687]}

Worst5 vs IB: [[8050330,-2.5928975348165295],[8050476,-1.9177747228932276],[8050684,-1.8607359168416906],[8050533,-1.562047907634451],[8050325,-1.5182023675556593]].

Quartiles: {"q1":[128,0.16581312663978487,0.04447953319186596],"q2":[128,0.1808046122432967,0.04815976635217442],"q3":[128,0.23230684067244312,0.054267559598312365],"q4":[128,0.1184418488782244,0.07765714968256725]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.09060506593400586,"pair_IB/arb_delta":0.26494667304244535,"pair_START/retail_delta":0.19389614445048986,"pair_START/arb_delta":-0.16828199278551662}

Gas: {"/ib":[237142,0,0],"/start":[237860,0,0]}


### b12-g11-s30-h60-p16

Selected gen390 ES mean; real retail/arb deltas are Y volumes, not edges.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":9.086956243020694e-05}}

Holdout: {"frozen_vs_start":[8192,0.044039979249165,0.004737109709595858],"frozen_vs_IB":[8192,0.22744947503626928,0.008079246014631575],"START_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8051200,8051711]}

Worst5 vs IB: [[8051607,-3.5309604200547255],[8051335,-2.4352895566283337],[8051705,-2.1165120166863858],[8051230,-1.780231030031473],[8051516,-1.2302873051640972]].

Quartiles: {"q1":[128,0.23159260872997445,0.05792836327890389],"q2":[128,0.25788929460977394,0.05747258355058593],"q3":[128,0.18242139469070917,0.0571975121943047],"q4":[128,0.20451351789990557,0.06113360881973332]}

Retail/arb deltas: {"pair_IB/retail_volume_y_delta":76.01942291416658,"pair_IB/arb_volume_y_delta":-37.88633833191227,"pair_IB/pnl_delta":0.20577943906580032,"pair_START/retail_volume_y_delta":118.27861743649427,"pair_START/arb_volume_y_delta":37.261978240586494,"pair_START/pnl_delta":0.07244598795210777}

Gas: {"/stats/IB":[237609,0,0],"/stats/START":[238306,0,0],"/stats/frozen":[238315,0,0],"/summary/IB":[237609,null,0],"/summary/START":[238306,null,0],"/summary/frozen":[238315,null,0]}


### b12-g12-s20-h60-p32

Aborted 13 generations (~7min) due to cap bug 0.5^(minutes) rather than 0.5^(minutes/60). Restart from START, same ES seed, advancing training blocks without reuse. Clean114 generations exclude aborted time. Selected gen60 mean monitor +0.007986625764594912 SE0.005872093963483008; two256-seed real chunks per arm.

Reported valid=True.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":0.00018472498621024958}}

Holdout: {"frozen_vs_start":[8192,0.019606175499014382,0.003385333082357301],"frozen_vs_IB":[8192,0.20301567128611864,0.008141613541597799],"start_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seeds":[8052224,8052735]}

Worst5 vs IB: [[8052349,-3.417696029376657],[8052242,-2.4138580791758386],[8052634,-1.669301375070745],[8052644,-1.610857619695821],[8052233,-1.4422246067667857]].

Quartiles: {"q1":[128,0.2910539580530318,0.048095374058881396],"q2":[128,0.2884421190720805,0.04741953758695009],"q3":[128,0.14322055807841583,0.05774388321209042],"q4":[128,0.2455033155273849,0.0797111467005481]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.3412003352426842,"pair_IB/arb_delta":0.5832553229254138,"pair_START/retail_delta":-0.11237793507785732,"pair_START/arb_delta":0.12224638754349318}

Gas: {"/IB":[234957,0,null],"/IB/gas_stats":[234957,0,0],"/START":[235614,0,null],"/START/gas_stats":[235614,0,0],"/Frozen":[235617,0,null],"/Frozen/gas_stats":[235617,0,0]}


### b12-g13-s40-h40-p16

No monitored mean beat START after285 generations; frozen=START exactly. Positive vs IB is incoming policy gain.

Reported valid=True.

Parity: {"A":{"pass":true,"max_abs_fee_difference_bps":8.814065310946972e-05},"C":{"pass":true,"max_abs_fee_difference_bps":8.814065310946972e-05}}

Holdout: {"frozen_vs_start":[8192,0.0,0.0],"frozen_vs_IB":[8192,0.18340949578710425,0.008070722340051928]}

Real seeds: {"seed_start":8053248,"seed_end":8053759}

Worst5 vs IB: [[8053615,-2.0766300996177733],[8053306,-1.8210565092302886],[8053358,-1.3033402079270218],[8053466,-1.2852446699737357],[8053684,-1.2809648274068195]].

Quartiles: {"q1":[128,0.19511873685288528,0.04856889644663489],"q2":[128,0.1943205089558755,0.05169056735507981],"q3":[128,0.21864168518378913,0.05581566703351463],"q4":[128,0.1467926260371728,0.059350661127922706]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.23699681400410577,"pair_IB/arb_delta":0.4257152032615358,"pair_START/retail_delta":0.0,"pair_START/arb_delta":0.0}

Gas: {"/by_policy/IB":[237108,0,0],"/by_policy/start":[235602,0,0]}


### b12-g14-s15-h40-p16

Selected gen260 mean. Holdout positive; real gain over START smaller/uncertain. Reconstructed retail edge=total minus arb, volume residual checked.

Reported valid=True.

Parity: {"A":{"passed":true,"max_abs_fee_difference_bps":8.814065310946972e-05},"C":{"passed":true,"max_abs_fee_difference_bps":0.00020563131468420703}}

Holdout: {"frozen_vs_start":[8192,0.03075032594184715,0.003573107882767534],"frozen_vs_IB":[8192,0.21415982172895143,0.00817811490270589]}

Real seeds: {"seeds":[8054272,8054783]}

Worst5 vs IB: [[8054525,-2.0857568832251445],[8054444,-1.4422045367432474],[8054663,-1.4296180287806237],[8054575,-1.404704305704513],[8054295,-1.3455842519293242]].

Quartiles: {"q1":[128,0.2501332775848457,0.04245408716354731],"q2":[128,0.24261459635102733,0.058953666327252074],"q3":[128,0.2582270642475697,0.07137370190464427],"q4":[128,0.23189267207055408,0.06651442078750605]}

Retail/arb deltas: {"real/retail_delta_vs_IB":-0.17692555195057869,"real/arb_delta_vs_IB":0.422642454514081,"real/retail_delta_vs_start":0.050816711342380305,"real/arb_delta_vs_start":-0.033733665632007075}

Gas: {"/frozen":[235508,0,0],"/START":[235490,0,0],"/IB":[234941,0,0]}


### b12-g15-s30-h30-p16

INCOMPLETE: IB8055296..8055327 executed but rows/gas lost to missing math import. Repaired without rerunning. IB pairs480, frozen-vs-START512; valid=false. Do not subtract unpaired arm means. IB holdout warmup config repaired before its holdout seeds. Selected gen310 mean; promising weights, not complete confirmation.

Reported valid=False.

Parity: {"A":{"passed":true,"max_fee_diff_bps":8.814065310946972e-05},"C":{"passed":true,"max_fee_diff_bps":0.0001351919870148932}}

Holdout: {"frozen_vs_start":[8192,0.06046805140773292,0.004608378375094446],"frozen_vs_IB":[8192,0.24387754719483717,0.008266896134166528]}

Real seeds: {"seed_start":8055296,"seed_end":8055807,"complete":false,"missing_IB_seeds":[8055296,8055327]}

Worst5 vs IB: [[8055738,-7.616255663837364],[8055450,-3.4106982153485887],[8055443,-1.6663868762263974],[8055503,-1.624459223167264],[8055519,-1.530581488149096]].

Quartiles: {"q1":[120,0.16891744019183838,0.09023717386736171],"q2":[120,0.23370635568865528,0.06674149140230572],"q3":[120,0.28109227919531654,0.05885745522056984],"q4":[120,0.2393767692510399,0.07487529396343665]}

Retail/arb deltas: {"pair_IB/retail_delta":-0.372688968052237,"pair_IB/arb_delta":0.6034621791339514,"pair_START/retail_delta":-0.10313175052187618,"pair_START/arb_delta":0.15191551219264862}

Gas: {"/ib":[234946,0,0],"/start":[235599,0,0],"/frozen":[235901,0,0]}


### b13-sg-c05-p16

Blocked: {"step":"2-7 (not started)","error":"The 41-minute budget was not enough for the full pipeline (setup, port and Solidity change, CMA search, real-engine runs). An earlier attempt wrote no outputs. In this pass I only fetched START and confirmed network access to github.com. I did not run setup.sh, the gates, the search or the real-engine runs."}

Real seeds: {}

Worst5 vs IB: null.


## Dependency source index

Worker-cited URLs below were not newly checked. b09 cites separate sources.json files not supplied here; their contents could not be found in these inputs.

- [kit](https://api.imd.fun/artifacts/0d8194e9f6e0017dc4e515cdb04c048efc292935bb1d18e3336091fe81154786)
- [HA](https://api.imd.fun/artifacts/2801efc8190e86318dd922d4a7179f63684d77a226047fc2f3c78232963eb690)
- [KIT-B / KITB / KIT_B](https://api.imd.fun/artifacts/48cd6a10f39fc22a79c5f12398474bd65282803d59314819acd586f187015808)
- [T](https://api.imd.fun/artifacts/6ac5e013b7b1fb4c5e7bdcdfec0aba28b16824e18ccf39500f258533879faffe)
- [START](https://api.imd.fun/artifacts/a97fa964e707df8aff4feb6a2dd8532d33189b88fe3c217749968d5216efd139)
- [IB](https://api.imd.fun/artifacts/afd5183e9ff3235334e041c00b0cd19079599a2c6464db95f8c1586712105557)
- [RS2_port](https://api.imd.fun/artifacts/d845a4b94eab87f23956fd1939c0135d955df212d1f3037f2a761c178cef7a0e)
- [IA](https://api.imd.fun/artifacts/df0ddfdf122c88641513dd179980fce475f42a912a184f812d213f27db7c14df)
- [replica](https://api.imd.fun/artifacts/e8a7a2af9039c24b8bb2d3b5fa1c9113606cbf5a480ac07d02ca26750f1752ea)
- [START](https://api.imd.fun/artifacts/ebbd90c663c396598965b23341aea97a4501b4c971db183a8fe94a880f399979)
- [repository](https://github.com/benedictbrady/amm-challenge/tree/6b6921f8d463314aa7c96234e1be25a25245f704)
- [config](https://raw.githubusercontent.com/benedictbrady/amm-challenge/6b6921f8d463314aa7c96234e1be25a25245f704/amm_competition/competition/config.py)
- [MatchRunner / engine_repository](https://raw.githubusercontent.com/benedictbrady/amm-challenge/6b6921f8d463314aa7c96234e1be25a25245f704/amm_competition/competition/match.py)

## Lossless frozen-params appendix

The fenced payload is base64(zlib(UTF-8 JSON)). Decode in memory using `json.loads(zlib.decompress(base64.b64decode(payload)))`, ignoring payload line breaks. It maps each params-bearing input ID to its exact params object. Every returned weight, feature order/scaling and slope constant is retained with its source; worker qualifications are summarized above. Blocked-run params are copied START, not trained candidates; b09 has code only and sg-c05 has no params. Decoded JSON SHA-256: `aaf24c5b8c2cfc207eb4306257eda17519ff0963b03bd9c071e13868fdfa96d3`.

Generic 19-input port uses W=[1,feature_multipliers,feature_offsets,row-major W1,b1,row-major W2,b2], length217. Use frozen params, not an ES optimizer mean. Its port hash is b29cd2a078b4c3fc57945a79e927624dd346c44d8cc149dae43f4929aa6d736b. Slope variants need their exact different ports and constants. Code/port payloads, raw optimizer vectors, detailed gas counters, intermediate curves and input byte hashes are not reproduced; named source files remain the provenance. The appendix preserves data, not instructions or an offline executable package. [b07-s20](artifacts/goal/batches/ic-long/items/ic-s20-h60-p16/result.json), [slope-c05](artifacts/goal/batches/slope/items/slope-c05-p16/result.json), [slope-c10](artifacts/goal/batches/slope/items/slope-c10-p32/result.json).

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