{"approach":"Seed-3 chain of five successive eight-minute CMA-ES best responses, retaining current and every response. Each model is the current analytic pursuit/lead/dodge graph with 33 behavioral constants evolved; no dynamics constants changed. Population 32, initial normalized sigma .15, restart sigmas .09/.18/.27, six evaluation workers. Train blocks sampled from NumPy PCG64(3); simulator seeds deterministic; each training candidate sees 64 paired-side matches per opponent, then independent 512-match selection blocks for generation leaders. Final trained jointly against all six links for about 27 minutes, then resumed for 5 minutes after repairing an ONNX Runtime environment lifecycle race, with 48 matches per link and 16 Starter matches per candidate: maximize .6*minimum chain score+.4*mean chain score, penalize Starter score below .9875 by 2.5 times deficit. Final selection uses 512 matches per link and 512 Starter matches. Every stage independently checked on 2000 fresh matches per chain opponent; final records below use further disjoint seed blocks and actual exported ONNX, with half matches from each side. Full CLI OpenSSL dependency was bypassed by linking simulator library to Python-wheel ONNX Runtime dynamically. All experiments local; unknown board entries unavailable. Best-response optimality is only within the searched policy families; these results do not establish board ranking.","blocked":null,"current_vs_starter":0.9886666666666667,"records":{"starter":{"matches":3000,"score":0.9821666666666666},"builtins":{"matches":800,"score":1.0},"current":{"matches":1000,"wins":550,"losses":313,"draws":137,"score":0.6185},"exploiter":{"matches":500,"score":0.058,"how":"Ten-minute concurrent seed-3 searches against frozen final: 33-constant CMA-ES rule response (population 32, sigma .15, six workers) and diagonal CMA-ES on Starter output heads (771 coefficients, population 24, sigma .4 in RMS-scaled coordinates, three workers). Selected neural output-head response using separate 1000-match seed block. Rule/native and all exported final records use the repository physics."}},"entry":"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","entry_sha256":"e8ad4cff39cd05c03b685d9789a1de8284d38e00bd3a7071b26804486ba5853a","entry_bytes":18930,"ops":["Abs","Add","Atan","Cast","Concat","Cos","Div","Gather","Greater","Max","Min","Mul","Neg","Sin","Split","Sqrt","Sub","Where"],"tried":["Harness: repository commit 10a6b40d717f54a631e833ef850fd2f1e4066798; Rust release run_match, randomize_spawns=true, original physics; board weights 1 kill / 0.75 HP win / 0.5 draw / 0 loss. Current graph native/ONNX maximum absolute action difference 0 on 10,000 seed-3 random observations.","Baseline current versus Starter: 2966 kills, 34 losses, 0 draws in 3000, score 0.9886666666666667; 1500 paired random spawn seeds starting at 3000000.","Joint training interruption: last pre-abort progress was 925 generations / 26.895446662108103 minutes; ONNX Runtime rejected concurrent default LoggingManager recreation. Pinned the runtime Environment in a process-lifetime Arc and resumed from saved best weights for five minutes; no match physics or model graph changed.","link1: 4604 generations, 8.010593605041503 minutes; validation [0.935546875]; independent heldout [0.90325]. Exact float32 initializer replacements from current ONNX: {\"c7\":0.5640517473220825,\"c17\":1.7038397789001465,\"c19\":0.08805051445960999,\"c25\":0.886688232421875,\"c26\":79.435546875,\"c27\":0.34125784039497375,\"c28\":308.0067138671875,\"c30\":1.0348074436187744,\"c36\":0.5170178413391113,\"c37\":10.126672744750977,\"c38\":21.873275756835938,\"c39\":0.26382026076316833,\"c40\":443.10308837890625,\"c41\":105.62784576416016,\"c43\":0.1343606859445572,\"c44\":9.320838928222656,\"c45\":0.5940073132514954,\"c46\":543.8270263671875,\"c47\":103.28667449951172,\"c48\":527.8399658203125,\"c49\":217.86727905273438,\"c50\":41.174522399902344,\"c51\":0.16132067143917084,\"c52\":0.441189169883728,\"c53\":51.88658905029297,\"c54\":24.367965698242188,\"c55\":87.0600357055664,\"c56\":0.7911602854728699,\"c57\":0.12086221575737,\"c58\":38.67277145385742,\"c60\":544.928466796875,\"c62\":23.10519027709961,\"c64\":0.30428585410118103}","link2: 4327 generations, 8.00740079085032 minutes; validation [0.89453125]; independent heldout [0.86575]. Exact float32 initializer replacements from current ONNX: {\"c7\":1.0258898735046387,\"c17\":1.9991371631622314,\"c19\":0.08384129405021667,\"c25\":0.7816197276115417,\"c26\":137.62173461914062,\"c27\":0.3070560097694397,\"c28\":250.02171325683594,\"c30\":1.0679551362991333,\"c36\":0.5186382532119751,\"c37\":8.474132537841797,\"c38\":46.62875747680664,\"c39\":0.36823299527168274,\"c40\":40.21353530883789,\"c41\":109.36611938476562,\"c43\":0.20125775039196014,\"c44\":8.78050422668457,\"c45\":0.4887019395828247,\"c46\":379.9957580566406,\"c47\":435.9507141113281,\"c48\":680.4969482421875,\"c49\":59.104923248291016,\"c50\":40.936893463134766,\"c51\":0.07629630714654922,\"c52\":0.6719595789909363,\"c53\":2.2768800258636475,\"c54\":24.54985237121582,\"c55\":79.58509826660156,\"c56\":0.7072583436965942,\"c57\":0.0006325789727270603,\"c58\":21.73694610595703,\"c60\":559.9878540039062,\"c62\":15.454740524291992,\"c64\":0.25806736946105957}","link3: 4594 generations, 8.009604978561402 minutes; validation [0.9619140625]; independent heldout [0.946]. Exact float32 initializer replacements from current ONNX: {\"c7\":1.2136107683181763,\"c17\":0.7539583444595337,\"c19\":0.1296396255493164,\"c25\":0.8310704827308655,\"c26\":4.601515293121338,\"c27\":0.527321994304657,\"c28\":188.71041870117188,\"c30\":1.2546693086624146,\"c36\":0.08930438756942749,\"c37\":23.604267120361328,\"c38\":54.62351989746094,\"c39\":0.272024542093277,\"c40\":95.68769073486328,\"c41\":108.83018493652344,\"c43\":0.16646791994571686,\"c44\":9.617959976196289,\"c45\":0.5034254789352417,\"c46\":489.2980651855469,\"c47\":192.55662536621094,\"c48\":699.9730224609375,\"c49\":90.33744812011719,\"c50\":41.67171859741211,\"c51\":0.6335742473602295,\"c52\":0.5910031199455261,\"c53\":49.237606048583984,\"c54\":51.160606384277344,\"c55\":38.177764892578125,\"c56\":1.0633805990219116,\"c57\":0.11179162561893463,\"c58\":22.664918899536133,\"c60\":550.043701171875,\"c62\":22.2904109954834,\"c64\":0.6994802951812744}","link4: 5254 generations, 8.009880252679189 minutes; validation [0.9384765625]; independent heldout [0.9215]. Exact float32 initializer replacements from current ONNX: {\"c7\":1.2048544883728027,\"c17\":1.4297746419906616,\"c19\":0.12514032423496246,\"c25\":0.9056794047355652,\"c26\":2.6593387126922607,\"c27\":0.3431820571422577,\"c28\":243.27125549316406,\"c30\":1.0855470895767212,\"c36\":0.10946907848119736,\"c37\":11.298765182495117,\"c38\":21.110515594482422,\"c39\":0.05720521882176399,\"c40\":50.28032302856445,\"c41\":94.19085693359375,\"c43\":0.19728490710258484,\"c44\":10.219696044921875,\"c45\":0.5459558367729187,\"c46\":329.616943359375,\"c47\":106.34748077392578,\"c48\":696.9361572265625,\"c49\":157.53524780273438,\"c50\":40.6724739074707,\"c51\":0.5179530382156372,\"c52\":0.3424539566040039,\"c53\":70.25202178955078,\"c54\":34.081016540527344,\"c55\":25.079200744628906,\"c56\":1.2602888345718384,\"c57\":0.018455870449543,\"c58\":48.422645568847656,\"c60\":524.9113159179688,\"c62\":24.559995651245117,\"c64\":0.6963995695114136}","link5: 3715 generations, 8.007896757125854 minutes; validation [0.9697265625]; independent heldout [0.941]. Exact float32 initializer replacements from current ONNX: {\"c7\":1.1656163930892944,\"c17\":-0.3065621852874756,\"c19\":0.08994169533252716,\"c25\":1.043319582939148,\"c26\":0.0026423903182148933,\"c27\":0.3198973536491394,\"c28\":243.55398559570312,\"c30\":1.1849746704101562,\"c36\":0.08002355694770813,\"c37\":36.236488342285156,\"c38\":48.34237289428711,\"c39\":0.6668155789375305,\"c40\":394.36383056640625,\"c41\":45.01811599731445,\"c43\":0.05502143129706383,\"c44\":9.608966827392578,\"c45\":0.574148952960968,\"c46\":399.375244140625,\"c47\":101.4808349609375,\"c48\":401.9155578613281,\"c49\":110.3069076538086,\"c50\":37.77220153808594,\"c51\":0.46132391691207886,\"c52\":0.7497291564941406,\"c53\":34.9802360534668,\"c54\":38.281402587890625,\"c55\":83.9194564819336,\"c56\":1.0045560598373413,\"c57\":0.18215835094451904,\"c58\":15.218761444091797,\"c60\":523.4981689453125,\"c62\":28.38994026184082,\"c64\":0.4925481379032135}","final: 180 generations, 5.164422643184662 minutes; validation [0.6240234375, 0.67578125, 0.888671875, 0.7734375, 0.6015625, 0.6953125, 0.98779296875]; independent heldout [0.6205, 0.666, 0.88425, 0.74925, 0.59075, 0.7005, 0.98025]. Exact float32 initializer replacements from current ONNX: {\"c7\":1.0584157705307007,\"c17\":1.941051721572876,\"c19\":0.2345605045557022,\"c25\":0.9221591353416443,\"c26\":159.8355712890625,\"c27\":0.33618175983428955,\"c28\":232.44126892089844,\"c30\":0.942107081413269,\"c36\":0.47951221466064453,\"c37\":13.184266090393066,\"c38\":42.817344665527344,\"c39\":0.41180184483528137,\"c40\":41.125633239746094,\"c41\":109.99298858642578,\"c43\":0.2495439052581787,\"c44\":10.465742111206055,\"c45\":0.4802248179912567,\"c46\":398.13372802734375,\"c47\":402.5429992675781,\"c48\":659.5185546875,\"c49\":51.1998176574707,\"c50\":41.068275451660156,\"c51\":0.005009821150451899,\"c52\":0.6288854479789734,\"c53\":20.3736629486084,\"c54\":60.308197021484375,\"c55\":81.07733917236328,\"c56\":0.7280220985412598,\"c57\":0.13196924328804016,\"c58\":19.949134826660156,\"c60\":558.6617431640625,\"c62\":21.586965560913086,\"c64\":0.1392013132572174}","exploiter: 3671 generations, 10.00797594388326 minutes; validation [0.953125]; independent heldout [0.9305]. Exact float32 initializer replacements from current ONNX: {\"c7\":0.6644905805587769,\"c17\":0.19469772279262543,\"c19\":0.4869844615459442,\"c25\":1.0455353260040283,\"c26\":134.09010314941406,\"c27\":0.564676821231842,\"c28\":112.57543182373047,\"c30\":0.5325149893760681,\"c36\":0.32804858684539795,\"c37\":35.41645050048828,\"c38\":91.70037078857422,\"c39\":1.4770379066467285,\"c40\":336.9084167480469,\"c41\":58.11621856689453,\"c43\":0.022155826911330223,\"c44\":9.473485946655273,\"c45\":0.5077502727508545,\"c46\":526.75439453125,\"c47\":510.3342590332031,\"c48\":539.5587158203125,\"c49\":189.59800720214844,\"c50\":40.75794982910156,\"c51\":0.4405621290206909,\"c52\":0.47442343831062317,\"c53\":179.10626220703125,\"c54\":66.50341033935547,\"c55\":50.785133361816406,\"c56\":1.2605950832366943,\"c57\":0.006647602189332247,\"c58\":34.351470947265625,\"c60\":512.8641357421875,\"c62\":23.813739776611328,\"c64\":0.0889517143368721}","Final versus entire chain using parity-checked native inference, 1000 fresh paired-side matches each, current then links 1-5: [{\"score\":0.625,\"wins\":548,\"losses\":298,\"draws\":154},{\"score\":0.6585,\"wins\":617,\"losses\":300,\"draws\":83},{\"score\":0.89,\"wins\":859,\"losses\":79,\"draws\":62},{\"score\":0.7595,\"wins\":706,\"losses\":187,\"draws\":107},{\"score\":0.581,\"wins\":379,\"losses\":217,\"draws\":404},{\"score\":0.6725,\"wins\":666,\"losses\":321,\"draws\":13}]","Final built-ins, 200 matches each, dogfighter/chaser/ace/brawler: [1.0, 1.0, 1.0, 1.0]. Final Starter wins/losses/draws/HP-wins: [2947, 51, 2, 6]","Exploiter selection, separate 1000 matches: final score against rule 0.0785, neural 0.06225. Stronger response chosen before the separate 500-match final measurement.","Ten-minute neural response, exact Starter output-head replacements (flattened row-major): {\"cont_head.weight\":[-0.32097122073173523,0.31424179673194885,0.0937199741601944,-0.0211765356361866,-0.004888029303401709,0.1889321655035019,0.16161243617534637,-0.060226764529943466,0.03055420145392418,-0.11758817732334137,0.007044963538646698,0.02366854064166546,-0.022912662476301193,-0.011761132627725601,-0.12347779422998428,-0.016101863235235214,0.09548871219158173,0.1228792741894722,-0.10107772797346115,-0.06452377140522003,-0.13659556210041046,0.05143513157963753,-0.011644573882222176,0.15567103028297424,-0.004521646071225405,-0.13419312238693237,0.0031708136666566133,0.04002000018954277,0.10432872176170349,-0.021168116480112076,-0.019708793610334396,0.04013396427035332,-0.09238563477993011,0.20063188672065735,-0.009303340688347816,-0.04841437563300133,-0.10688304156064987,-0.10797537863254547,0.043217431753873825,0.04103360325098038,-0.02987920306622982,-0.07927918434143066,-0.08925354480743408,0.009947665967047215,0.027141785249114037,0.16081775724887848,0.011410167440772057,0.07865376770496368,-0.008057045750319958,-0.06133827194571495,-0.09633657336235046,0.04745752364397049,-0.131401926279068,-0.003974935971200466,-0.08848141133785248,0.02949071116745472,0.03164069727063179,-0.17338643968105316,-0.015576752834022045,0.015582847408950329,0.031664494425058365,0.02087336964905262,-0.043101392686367035,0.13691285252571106,-0.14960315823554993,0.01593715511262417,-0.007154590450227261,0.1206636130809784,0.04440538212656975,0.10174748301506042,-0.006917944643646479,-0.11255575716495514,-0.05571145564317703,0.3289557099342346,0.2343386560678482,0.03910360485315323,-0.03305796906352043,0.15118752419948578,-0.09771983325481415,-0.11099602282047272,-0.02746780589222908,-0.25922703742980957,-0.14193160831928253,-0.021507125347852707,0.01720772124826908,0.02372763305902481,0.07151897251605988,0.07431792467832565,-0.006947157438844442,0.07129966467618942,0.021979274228215218,-0.17559070885181427,0.021019382402300835,0.04601381719112396,-0.04898914322257042,-0.10050258040428162,0.05702845752239227,-0.21731917560100555,0.045745573937892914,0.012735821306705475,0.07107481360435486,0.24257820844650269,-0.0012777781812474132,-0.04199802502989769,-0.0441739559173584,-0.2358134686946869,-0.11223066598176956,-0.04109177365899086,-0.04011055827140808,-0.03150470554828644,0.04455500468611717,-0.20021982491016388,-0.0030913720838725567,-0.05944015830755234,-0.09889789670705795,0.054778650403022766,0.032110169529914856,0.0802212730050087,0.004630581475794315,0.2517554461956024,0.21236130595207214,0.21904273331165314,-0.13556066155433655,-0.08533117175102234,-0.12734609842300415,0.15617430210113525,-0.005016944836825132,0.28489890694618225,-0.17368115484714508,-0.014974988996982574,-0.11046982556581497,0.10576930642127991,0.04502376168966293,0.04216955974698067,0.05569451302289963,-0.14988431334495544,0.011701936833560467,-0.03270838037133217,-0.008200700394809246,-0.18159809708595276,0.05659228190779686,-0.2818385362625122,0.007173122838139534,-0.029377829283475876,-0.05862469598650932,0.10188541561365128,0.23161262273788452,0.2210274189710617,-0.08600030094385147,0.16962414979934692,-0.1960432529449463,-0.01703563705086708,-0.2695193588733673,0.12195403128862381,-0.1356806755065918,-0.21414890885353088,0.25159937143325806,-0.11054593324661255,0.009920874610543251,-0.06493556499481201,0.0031900506000965834,0.02594921365380287,0.16092894971370697,-0.09110966324806213,-0.01585744321346283,-0.18981759250164032,0.1274528205394745,0.0627657100558281,0.042582519352436066,0.018585847690701485,0.12816458940505981,0.06533046066761017,0.029148725792765617,-0.0624789260327816,-0.00884896982461214,0.22999638319015503,-0.20392261445522308,-0.030253911390900612,-0.07598227262496948,-0.07677663862705231,-0.02008756622672081,-0.06690949946641922,0.06821814924478531,0.14245760440826416,-0.19702352583408356,-0.08169558644294739,0.019536277279257774,0.056566156446933746,-0.010794554837048054,-0.04392891004681587,-0.0006020055152475834,0.0974697545170784,0.002784488955512643,-0.11495547741651535,-0.17403393983840942,0.0049755084328353405,-0.15418396890163422,0.06789960712194443,0.10142726451158524,0.02464430034160614,-0.006926861125975847,0.11462777107954025,0.3291725516319275,-0.10405126214027405,0.23532648384571075,-0.24650368094444275,-0.13216425478458405,0.19743438065052032,-0.13891974091529846,0.0756416842341423,0.028384080156683922,0.2529359459877014,-0.03755108267068863,0.0007002400234341621,0.020864499732851982,0.07081922143697739,0.03517987206578255,0.06461911648511887,0.23014938831329346,0.214008167386055,0.06090981885790825,-0.1371128261089325,0.12196582555770874,0.2597266435623169,-0.008222173899412155,0.0882251039147377,-0.17246748507022858,-0.058018822222948074,-0.20592233538627625,-0.06572992354631424,0.09990405291318893,0.14825281500816345,0.06049761176109314,0.10481684654951096,0.09666565805673599,0.009897621348500252,-0.010424123145639896,0.17912326753139496,0.0300888754427433,0.19209052622318268,0.052708156406879425,-0.0802944228053093,-0.0775442123413086,0.059961095452308655,0.11466360092163086,0.027719851583242416,-0.060697417706251144,0.13528360426425934,-0.01101396419107914,0.19658797979354858,0.14643393456935883,0.07194667309522629,0.027430566027760506,-0.005490336567163467,-0.047590356320142746,-0.16759510338306427,-0.09334848076105118,-0.11546389013528824,0.01123962365090847,-0.1391907036304474,0.042023900896310806,-0.16294604539871216,-0.01685749925673008,0.06706453114748001,-0.1115155890583992,-0.1572107970714569,-0.17917589843273163,-0.04796316847205162,-0.06851523369550705,0.015251221135258675,-0.0021801877301186323,0.014718187041580677,0.07884980738162994,0.16244550049304962,0.0031414073891937733,0.07485739141702652,-0.036990709602832794,-0.23468555510044098,0.013637479394674301,-0.1135181114077568,-0.051725491881370544,-0.0026027029380202293,-0.13588236272335052,-0.16891123354434967,0.0674438327550888,-0.049646347761154175,0.059284452348947525,-0.05251862108707428,-0.058404527604579926,-0.05844247341156006,0.06141790747642517,0.03458254411816597,0.2478966861963272,0.10151292383670807,0.008869041688740253,-0.12603087723255157,0.08630978316068649,-0.01562836393713951,0.038370437920093536,0.027875464409589767,0.03913574665784836,0.10961717367172241,0.05944625288248062,-0.062041666358709335,0.021009378135204315,-0.06465042382478714,-0.0865945965051651,0.07416379451751709,0.09714562445878983,-0.03361988067626953,-0.010225174017250538,-0.014142440631985664,0.030153727158904076,-0.030902286991477013,0.09771403670310974,-0.10526628792285919,-0.07687762379646301,-0.09657877683639526,-0.04828469455242157,-0.0042420350946486,-0.15808744728565216,0.07238248735666275,0.1759941577911377,0.002248201984912157,0.07913479208946228,-0.005652105435729027,-0.14064697921276093,0.025687795132398605,0.005168502684682608,-0.0561785027384758,-0.09883085638284683,-0.06494343280792236,0.14302517473697662,-0.13209420442581177,0.07943613827228546,-0.032208628952503204,0.04384951293468475,0.03274894133210182,0.14346839487552643,0.10957800596952438,-0.17129571735858917,-0.12146781384944916,-0.17749181389808655,-0.06295443326234818,-0.06621342897415161,-0.06524461507797241,0.02996152453124523,-0.1346278041601181,0.2130335569381714,-0.08067713677883148,0.017257899045944214,0.14035676419734955,0.09734253585338593,0.19675369560718536,0.059629134833812714,-0.04152420535683632,0.031964100897312164,-0.021332038566470146,-0.0947098433971405,-0.07840289175510406,-0.04443475604057312,0.08932820707559586,0.011767709627747536,-0.027519898489117622,-0.11710678786039352,0.19783708453178406,-0.11228274554014206,-0.03589601442217827,0.010526851750910282,-0.11876218765974045,-0.047340456396341324,-0.049133047461509705,0.1131058856844902,-0.009151247330009937,0.014243016019463539,-0.011753963306546211,0.07242251187562943,-0.023267334327101707,0.05612789839506149,0.03453243896365166,-0.01580430381000042,0.1264851987361908,-0.03725030645728111,0.0404185876250267,-0.0674605667591095,0.030104776844382286,0.12956096231937408,-0.028338883072137833,0.1335483342409134,-0.12581218779087067,0.09756592661142349,-0.11078596860170364,-0.10227666050195694,0.046997662633657455,0.020823214203119278,0.11090102791786194,-0.1499454528093338,-0.039732109755277634,0.02325480617582798,0.013004005886614323,0.08196507394313812,0.03910728916525841,0.12106969207525253,-0.21652647852897644,0.22718514502048492,0.25545480847358704,-0.02484147809445858,0.04798388481140137,0.07282678037881851,0.037705421447753906,-0.18568682670593262,0.06653247773647308,0.10918137431144714,0.02341606840491295,-0.00853266566991806,-0.15834175050258636,0.02959335595369339,-0.004868737421929836,-0.08191942423582077,0.19389502704143524,-0.020685095340013504,0.0926181972026825,-0.011913632974028587,-0.15886251628398895,-0.13008937239646912,0.11468685418367386,-0.03358238935470581,-0.038752101361751556,0.1719779521226883,0.009596225805580616,-0.0547327846288681,-0.03743450343608856,0.051513757556676865,0.1409328132867813,-0.2842075228691101,0.03457364812493324,0.04718511179089546,-0.047259457409381866,0.15876322984695435,0.0402836911380291,-0.053085558116436005,0.1285228431224823,-0.14252224564552307,-0.007981388829648495,0.08267320692539215,-0.099619559943676,-0.10598777234554291,-0.07954998314380646,0.021241677924990654,0.02249196171760559,-0.05716590955853462,-0.18717551231384277,0.07802997529506683,0.1557612419128418,0.20625166594982147,0.014201858080923557,0.06682746857404709,0.010585266165435314,-0.11000162363052368,0.015082851983606815,-0.09564211219549179,0.028300192207098007,0.07068248093128204,0.14436587691307068,0.027399349957704544,-0.013718179427087307,-0.0014803832164034247,-0.18902193009853363,0.226328507065773,0.0674944519996643,0.07735848426818848,-0.08192680031061172,-0.038318533450365067,-0.17744572460651398,-0.01309421006590128,-0.16504353284835815,0.24216067790985107,-0.009510466828942299,0.031178154051303864,0.13522188365459442,-0.05681934952735901,0.04420798644423485,-0.04491928964853287,-0.11627335101366043,-0.054108526557683945,-0.05698136240243912,0.012819379568099976,0.12139163911342621,-0.05063151195645332,-0.06758500635623932,0.08284052461385727,0.001971961697563529,0.0061953929252922535,0.004636194556951523,0.11524350196123123,-0.0727912187576294,0.0012394989607855678,0.06036504730582237,-0.0638136938214302,-0.05978813022375107,0.24113580584526062,-0.1729176789522171,0.3018244206905365,0.022497771307826042,0.005501739215105772,0.009163807146251202,0.06731034070253372,-0.06582553684711456,-0.12521091103553772,0.01664005033671856,-0.06166434660553932,0.021679356694221497],\"cont_head.bias\":[0.06220695376396179,-0.10555219650268555],\"shoot_head.weight\":[0.2571893334388733,0.08377844095230103,0.2663775384426117,-0.2299162596464157,-0.06168842688202858,-0.020644063130021095,0.09439156949520111,-0.3631904423236847,0.1077895313501358,0.15982872247695923,-0.32416144013404846,-0.10473640263080597,-0.08983971178531647,-0.11456599831581116,-0.026823244988918304,0.14906683564186096,-0.22242820262908936,0.1673911213874817,0.28594455122947693,0.016764847561717033,0.002641696482896805,0.02331124059855938,-0.2671634256839752,-0.292201429605484,-0.15571922063827515,-0.27347326278686523,-0.29776981472969055,-0.2342599332332611,0.045020852237939835,-0.08515468239784241,0.06480133533477783,-0.32609495520591736,-0.2997898459434509,-0.1457858383655548,0.2728641629219055,-0.21320974826812744,-0.10685782134532928,0.17609749734401703,0.13797451555728912,0.13744118809700012,-0.16101841628551483,-0.06015349179506302,-0.21307648718357086,0.029973620548844337,-0.09099680185317993,0.11511840671300888,-0.2667907774448395,-0.2602905333042145,0.1813936084508896,-0.14315177500247955,-0.15960970520973206,0.16713440418243408,0.08037050068378448,-0.1663367599248886,-0.0032263195607811213,-0.04288625717163086,0.04073581472039223,0.31932157278060913,0.07178076356649399,0.07511352002620697,-0.292501837015152,0.4346867799758911,-0.06202340126037598,0.10687948763370514,0.19969376921653748,0.11526867747306824,0.06034640967845917,0.26180893182754517,0.10831808298826218,-0.023363418877124786,0.08148583769798279,0.01347675733268261,-0.15238144993782043,0.0687650591135025,-0.008741309866309166,0.18811476230621338,0.07620802521705627,-0.19450367987155914,0.3604111075401306,0.17696703970432281,0.062481652945280075,-0.1863054484128952,-0.1611676663160324,0.14137642085552216,0.1229310855269432,0.1769292652606964,-0.06420785188674927,-0.2791731357574463,-0.3507372736930847,0.05078387260437012,0.011524055153131485,-0.03169281408190727,-0.029700446873903275,0.12216271460056305,-0.09574320167303085,-0.08528680354356766,-0.0645032525062561,-0.1561906337738037,-0.23198677599430084,0.2080191820859909,-0.21724633872509003,0.27799463272094727,-0.19339466094970703,-0.19928118586540222,0.08128427714109421,-0.007102833595126867,0.12891803681850433,0.06717666983604431,-0.03408828377723694,0.036253657191991806,0.031434882432222366,0.09089046716690063,0.2540281414985657,-0.07373656332492828,0.3254823386669159,0.18620438873767853,0.0411977581679821,0.19416384398937225,-0.4051678776741028,-0.05852975323796272,0.29524126648902893,0.10320430994033813,0.06822963804006577,0.07698864489793777,-0.1953122913837433,-0.3550342321395874,-0.2500802278518677,-0.25535842776298523,0.06725815683603287,-0.11994015425443649,-0.16695988178253174,-0.2151097059249878,0.17300966382026672,0.3898423910140991,0.1820387840270996,-0.2172219306230545,0.26177114248275757,-0.08899988234043121,-0.014454503543674946,0.18270821869373322,0.1764020174741745,-0.5012606382369995,0.10730496048927307,0.11112795770168304,0.311685711145401,-0.04485305771231651,-0.11813495308160782,0.17262154817581177,-0.15973065793514252,-0.019978314638137817,-0.1256854087114334,0.015459106303751469,0.3435595631599426,0.06427066028118134,0.08392982929944992,0.18307550251483917,-0.2254277765750885,0.12430000305175781,0.08417301625013351,-0.04621203988790512,0.05374018847942352,0.02849433571100235,-0.024132829159498215,0.17282919585704803,0.03670911863446236,-0.1041506826877594,-0.19282633066177368,-0.15700681507587433,0.1423642784357071,-0.12618093192577362,0.16515587270259857,0.19457197189331055,0.14889535307884216,0.15175406634807587,-0.12588699162006378,0.09333135187625885,-0.09173507243394852,-0.15798009932041168,0.42678627371788025,0.027001878246665,0.04878685250878334,0.36904579401016235,-0.10693860054016113,-0.06693623214960098,0.11873292922973633,0.1184786781668663,-0.046762995421886444,-0.19145624339580536,-0.21732017397880554,-0.004054593853652477,-0.055956434458494186,0.029348617419600487,0.1273607313632965,0.04021294414997101,0.18595366179943085,-0.02943018265068531,-0.1548953801393509,0.05018094182014465,-0.11251062154769897,-0.10799607634544373,0.06118764728307724,0.03062197007238865,-0.05661488324403763,0.11237290501594543,0.02282571978867054,0.0716615542769432,-0.012410847470164299,0.03128264844417572,-0.22553066909313202,-0.011669552884995937,-0.17512920498847961,-0.34395739436149597,-0.039997026324272156,-0.05240858346223831,0.26070940494537354,-0.1590700000524521,0.12207230180501938,-0.09886042028665543,-0.20388832688331604,-0.004380144644528627,0.06027461960911751,0.1255084127187729,0.14291876554489136,-0.00817823689430952,-0.26116329431533813,-0.033865656703710556,-0.230227991938591,-0.2789769470691681,0.15306320786476135,0.10717374086380005,0.15531408786773682,0.24586544930934906,0.35961782932281494,0.2269713431596756,-0.05365501344203949,0.22559471428394318,0.19696293771266937,0.13464954495429993,-0.08534099161624908,0.11688239127397537,0.40096813440322876,0.030332310125231743,-0.09712457656860352,-0.10961943864822388,0.10499509423971176,-0.05110570788383484,-0.03333102539181709,-0.03245723620057106,0.4501425623893738,-0.13604073226451874,0.035567961633205414,0.3118709921836853,-0.18386100232601166,0.15552127361297607,-0.26675939559936523,-0.3445146679878235],\"shoot_head.bias\":[0.03680429980158806]}","Final validation: ONNX checker including shape inference passed; 50,000 real trajectory observations finite and exactly equal to native graph (maximum absolute action difference 0); all score totals, entry bytes, SHA-256 and allowed operator membership checked.","BEST final joint-chain model: Starter 0.9821666666666666, builtins 1.0, current 0.6185, selected exploiter 0.058. Scores measured on disjoint final evaluation blocks; no model chosen using these outcomes."],"next":"Do not replace the current board entry on this evidence: the fresh response search exposes a major weakness. Add the stored rule exploiter and neural output-head replacements back into a larger league, train full-network responses, and distill a policy that holds up across that league. Cross-play against other seats before any operator upload; preserve current as fallback."}