Notes

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"oos",0.001,17.983068,13.423317,16,62.5,4.406622,4.213743,1.173985,[-1.393543,3.609186],0.066603],[50,"oos",0.002,14.26737,14.113169,16,62.5,4.197517,4.405624,0.971339,[-1.579056,3.394252],0.057852],[40,"oos",0.001,-10.35787,21.000916,17,58.823529,2.80081,5.254294,-0.515998,[-3.065044,1.753315],0],[40,"oos",0.002,-13.354478,23.028425,17,52.941176,2.903684,4.786587,-0.715267,[-3.154687,1.506237],0],[60,"oos",0.001,20.358104,13.157366,15,60,5.128298,4.213743,1.391482,[-1.473209,3.991993],0.067834],[60,"oos",0.002,16.800977,13.763014,15,60,4.917752,4.405624,1.188402,[-1.639233,3.821049],0.060414]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-54.614442,56.64983,120,33.333333,1.090155,1.487853,-0.628517,[-1.090859,-0.229955],0],[50,"train",0.002,-64.298475,65.799569,120,25.833333,1.18025,1.526911,-0.827561,[-1.273696,-0.442796],0],[50,"oos",0.001,-56.199207,56.568528,132,14.393939,0.497819,0.803885,-0.616519,[-0.857641,-0.427915],0],[50,"oos",0.002,-66.36217,66.612479,132,9.090909,0.540758,0.951221,-0.815587,[-1.05034,-0.622181],0],[40,"train",0.001,-55.476446,58.253662,118,32.20339,1.124626,1.488862,-0.64723,[-1.169385,-0.222258],0],[40,"train",0.002,-64.836177,65.889295,118,25.423729,1.199911,1.543788,-0.846237,[-1.369183,-0.41695],0],[40,"oos",0.001,-61.310545,61.636768,155,16.129032,0.418747,0.801754,-0.604899,[-0.803222,-0.436475],0],[40,"oos",0.002,-71.623357,71.834515,155,9.677419,0.453268,0.938697,-0.803991,[-1.007846,-0.640289],0],[60,"train",0.001,-52.027678,56.117124,121,33.884298,1.202414,1.487853,-0.576275,[-1.02456,-0.170076],0],[60,"train",0.002,-62.339054,65.480526,121,26.446281,1.314651,1.526911,-0.775424,[-1.222943,-0.363834],0],[60,"oos",0.001,-56.806973,57.17117,130,13.846154,0.49892,0.819155,-0.636653,[-0.872519,-0.442475],0],[60,"oos",0.002,-66.695969,66.943793,130,7.692308,0.640302,0.958679,-0.835681,[-1.073532,-0.63975],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,2.321956,21.441761,18,61.111111,5.157578,7.067324,0.403449,[-3.17314,3.830478],0.019556],[50,"train",0.002,-1.296127,22.301285,18,61.111111,4.946973,7.253504,0.202343,[-3.193917,3.59438],0.010226],[50,"oos",0.001,-12.674969,23.289806,19,47.368421,2.206112,3.205711,-0.642216,[-2.331871,0.929166],0],[50,"oos",0.002,-15.93107,25.258571,19,47.368421,2.001404,3.399606,-0.841233,[-2.598493,0.687269],0],[40,"train",0.001,-3.551565,29.697656,17,64.705882,5.157578,8.967303,0.172326,[-3.895521,4.184328],0.008353],[40,"train",0.002,-6.775699,31.020897,17,64.705882,4.946973,9.149686,-0.028319,[-4.181991,3.954051],0],[40,"oos",0.001,1.416219,16.166666,17,52.941176,2.703444,2.713613,0.15424,[-1.699018,1.808008],0.014263],[40,"oos",0.002,-1.97398,16.722459,17,52.941176,2.497742,2.908492,-0.046368,[-1.909675,1.59498],0],[60,"train",0.001,1.611774,21.441761,20,60,5.391612,7.186931,0.360195,[-2.906672,3.717152],0.016702],[60,"train",0.002,-2.37249,22.316973,20,60,5.180539,7.372872,0.159175,[-3.156276,3.543574],0.007681],[60,"oos",0.001,-4.858226,16.604758,18,55.555556,2.103554,3.101395,-0.209757,[-2.032258,1.353517],0],[60,"oos",0.002,-8.222419,18.582422,18,55.555556,1.899051,3.295498,-0.409638,[-2.192029,1.127379],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-69.252151,71.838146,110,18.181818,0.621131,1.401222,-1.033522,[-1.56751,-0.618158],0],[50,"train",0.002,-75.324286,77.354348,110,15.454545,0.525613,1.552996,-1.231757,[-1.743227,-0.821891],0],[50,"oos",0.001,-37.992119,39.37751,50,16,0.669782,1.245562,-0.939107,[-1.444858,-0.52656],0],[50,"oos",0.002,-43.892962,45.091717,50,12,0.652776,1.381663,-1.137531,[-1.638528,-0.730687],0],[40,"train",0.001,-70.090352,72.025259,114,20.175439,0.494461,1.404761,-1.021585,[-1.527299,-0.62641],0],[40,"train",0.002,-76.188217,77.706326,114,14.912281,0.450894,1.512653,-1.219844,[-1.723503,-0.820001],0],[40,"oos",0.001,-46.452685,47.649049,71,14.084507,0.673294,1.119575,-0.867058,[-1.235976,-0.558268],0],[40,"oos",0.002,-53.541227,54.533841,71,11.267606,0.610999,1.278531,-1.065626,[-1.429194,-0.764214],0],[60,"train",0.001,-69.9706,72.496171,105,15.238095,0.514954,1.398248,-1.106713,[-1.642291,-0.693555],0],[60,"train",0.002,-75.658653,77.661207,105,11.428571,0.475434,1.534509,-1.304802,[-1.84447,-0.892091],0],[60,"oos",0.001,-32.985983,34.483222,33,15.151515,0.932392,1.566629,-1.187989,[-1.937953,-0.565688],0],[60,"oos",0.002,-37.26612,38.60646,33,12.121212,0.927169,1.704962,-1.385916,[-2.125274,-0.784005],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-43.467926,52.844777,20,60,2.584089,9.934745,-2.423445,[-6.407999,0.898971],0],[50,"train",0.002,-45.684586,54.329859,20,55,2.597407,8.994392,-2.618903,[-6.399137,0.684292],0],[50,"oos",0.001,-10.11847,16.523947,12,50,2.677519,4.29937,-0.810926,[-3.094362,1.325506],0],[50,"oos",0.002,-12.249951,18.176888,12,50,2.471869,4.49108,-1.009605,[-3.216528,1.155109],0],[40,"train",0.001,-50.130077,50.802007,21,52.380952,2.086609,8.434569,-2.923476,[-6.613619,0.096835],0],[40,"train",0.002,-52.181242,52.731092,21,47.619048,2.07315,7.837103,-3.117935,[-6.764601,-0.16806],0],[40,"oos",0.001,-10.11847,16.523947,12,50,2.677519,4.29937,-0.810926,[-3.047284,1.3172],0],[40,"oos",0.002,-12.249951,18.176888,12,50,2.471869,4.49108,-1.009605,[-3.167549,1.142288],0],[60,"train",0.001,-45.884474,57.301366,22,54.545455,2.773814,8.67709,-2.431142,[-5.872191,0.587367],0],[60,"train",0.002,-48.213939,58.811181,22,50,2.803966,8.057136,-2.626585,[-6.119179,0.441859],0],[60,"oos",0.001,-9.937004,16.355414,10,50,2.903593,4.814733,-0.95557,[-3.525324,1.607851],0],[60,"oos",0.002,-11.720375,17.683081,10,50,2.697492,5.005413,-1.153961,[-3.744737,1.421363],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-55.640835,65.433555,152,32.894737,1.17993,1.317786,-0.496169,[-0.956011,-0.100876],0],[50,"train",0.002,-67.269131,74.012867,152,27.631579,1.188326,1.414749,-0.695478,[-1.147235,-0.307415],0],[50,"oos",0.001,-50.162226,51.021656,82,10.97561,0.537849,1.001707,-0.832731,[-1.241459,-0.515315],0],[50,"oos",0.002,-57.700603,57.998839,82,8.536585,0.462693,1.170813,-1.031368,[-1.441502,-0.717545],0],[40,"train",0.001,-65.667978,71.489278,167,29.341317,1.176346,1.336777,-0.599394,[-1.036076,-0.208708],0],[40,"train",0.002,-75.416445,79.559059,167,24.550898,1.189199,1.445286,-0.798496,[-1.229333,-0.42157],0],[40,"oos",0.001,-52.520255,53.339023,84,9.52381,0.58568,1.023713,-0.870438,[-1.27089,-0.559799],0],[40,"oos",0.002,-59.862831,60.145823,84,8.333333,0.462693,1.208243,-1.068999,[-1.463195,-0.763337],0],[60,"train",0.001,-55.974661,65.693685,151,33.112583,1.175023,1.335554,-0.504237,[-0.96062,-0.110696],0],[60,"train",0.002,-67.450414,74.156798,151,27.81457,1.182497,1.430255,-0.70353,[-1.171445,-0.320196],0],[60,"oos",0.001,-54.820787,55.599883,100,10,0.490661,0.922147,-0.780866,[-1.108842,-0.512212],0],[60,"oos",0.002,-63.010406,63.271205,100,7,0.462693,1.088166,-0.979606,[-1.294572,-0.719879],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-22.817232,35.834373,24,62.5,3.356566,7.74368,-0.806026,[-3.801935,1.844078],0],[50,"train",0.002,-26.434504,38.719141,24,62.5,3.14956,7.928508,-1.004716,[-4.029843,1.758843],0],[50,"oos",0.001,-21.46016,28.082793,12,66.666667,0.879006,7.474327,-1.905438,[-4.38146,0.309412],0],[50,"oos",0.002,-23.322681,29.224314,12,66.666667,0.67695,7.659694,-2.101931,[-4.561532,0.026764],0],[40,"train",0.001,-21.903716,32.345839,22,59.090909,3.291554,6.846009,-0.855631,[-3.966303,1.949391],0],[40,"train",0.002,-25.26546,34.016329,22,59.090909,3.084678,7.032631,-1.054221,[-4.100132,1.715058],0],[40,"oos",0.001,-17.735594,24.672289,11,72.727273,0.879006,8.452812,-1.666035,[-4.37136,0.733226],0],[40,"oos",0.002,-19.525652,25.719532,11,72.727273,0.67695,8.636223,-1.863006,[-4.541908,0.528457],0],[60,"train",0.001,-20.632211,34.017864,26,61.538462,3.267498,6.911715,-0.647584,[-3.380533,1.844272],0],[60,"train",0.002,-24.653876,37.235858,26,61.538462,3.060669,7.098205,-0.84659,[-3.471124,1.610123],0],[60,"oos",0.001,-19.647695,25.297009,13,61.538462,0.697738,5.254478,-1.591575,[-3.948507,0.364665],0],[60,"oos",0.002,-21.709934,26.18809,13,53.846154,0.567815,4.537958,-1.788696,[-4.069871,0.094062],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-52.538782,57.59017,118,24.576271,0.696639,1.050221,-0.620908,[-0.885046,-0.37996],0],[50,"train",0.002,-62.516068,66.471993,118,20.338983,0.622555,1.188271,-0.819968,[-1.089172,-0.592049],0],[50,"oos",0.001,-54.335993,54.69618,111,8.108108,0.650012,0.814801,-0.696033,[-0.96891,-0.484119],0],[50,"oos",0.002,-63.427014,63.679245,111,5.405405,0.738073,0.988257,-0.894942,[-1.164708,-0.682401],0],[40,"train",0.001,-51.443615,54.304869,119,26.05042,0.69122,1.049707,-0.596188,[-0.868415,-0.357695],0],[40,"train",0.002,-61.727748,63.946479,119,21.848739,0.60758,1.1875,-0.795297,[-1.061733,-0.548422],0],[40,"oos",0.001,-56.33192,56.676363,126,11.111111,0.630158,0.808022,-0.648224,[-0.902676,-0.451336],0],[40,"oos",0.002,-66.059234,66.293312,126,7.142857,0.745536,0.96975,-0.847229,[-1.085373,-0.650356],0],[60,"train",0.001,-61.703127,65.817354,136,21.323529,0.658168,1.059745,-0.693426,[-0.965582,-0.459907],0],[60,"train",0.002,-70.823383,73.905686,136,17.647059,0.583343,1.208558,-0.89234,[-1.165995,-0.662424],0],[60,"oos",0.001,-52.862748,53.234556,99,7.070707,0.415869,0.837491,-0.748869,[-1.046133,-0.522764],0],[60,"oos",0.002,-61.330038,61.59673,99,5.050505,0.358981,1.017176,-0.947673,[-1.253205,-0.726702],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,14.298593,25.680036,19,52.631579,5.160709,3.796786,0.917685,[-1.850211,4.241914],0.044455],[50,"train",0.002,10.036725,26.419534,19,52.631579,4.950097,3.9895,0.715551,[-2.101981,3.770022],0.036138],[50,"oos",0.001,-0.394943,14.378429,21,57.142857,2.010252,2.585812,0.04051,[-1.48824,1.368713],0.005038],[50,"oos",0.002,-4.49173,14.743488,21,57.142857,1.805935,2.780945,-0.159871,[-1.691633,1.191778],0],[40,"train",0.001,20.457449,25.680036,18,55.555556,5.160709,3.630675,1.253427,[-1.536777,4.518449],0.06072],[40,"train",0.002,16.198099,26.419534,18,55.555556,4.950097,3.823721,1.050622,[-1.7748,4.462827],0.053061],[40,"oos",0.001,5.744967,14.378429,20,60,1.897009,2.024655,0.328344,[-1.143553,1.50882],0.043271],[40,"oos",0.002,1.598638,15.008376,20,60,1.692919,2.22091,0.127387,[-1.290388,1.345704],0.018812],[60,"train",0.001,12.210266,25.680036,19,47.368421,5.524984,3.426066,0.813905,[-1.914973,3.974017],0.036828],[60,"train",0.002,8.026266,26.419534,19,47.368421,5.313645,3.619521,0.611979,[-2.027228,3.830797],0.028793],[60,"oos",0.001,-3.702542,11.538744,18,61.111111,1.657451,2.994268,-0.151551,[-1.819851,1.240188],0],[60,"oos",0.002,-7.1076,11.909971,18,61.111111,1.453839,3.188586,-0.351548,[-2.088108,1.011782],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-55.637342,57.169632,133,17.293233,0.439434,0.822225,-0.604043,[-0.820728,-0.427195],0],[50,"train",0.002,-65.998744,66.936119,133,9.774436,0.501057,0.944424,-0.803136,[-1.009352,-0.6297],0],[50,"oos",0.001,-51.377909,51.377909,109,9.174312,0.260833,0.749938,-0.657207,[-0.832366,-0.511572],0],[50,"oos",0.002,-60.90176,60.90176,109,3.669725,0.308499,0.900563,-0.856194,[-1.031714,-0.709875],0],[40,"train",0.001,-57.954624,59.546457,140,16.428571,0.447515,0.820776,-0.612414,[-0.803173,-0.450642],0],[40,"train",0.002,-68.22281,69.143473,140,10,0.475619,0.954503,-0.811491,[-1.006436,-0.656422],0],[40,"oos",0.001,-53.120223,53.120223,118,11.016949,0.318585,0.756312,-0.637891,[-0.804848,-0.503104],0],[40,"oos",0.002,-62.975278,62.975278,118,5.932203,0.32311,0.910071,-0.836917,[-1.004322,-0.700398],0],[60,"train",0.001,-51.33562,51.985125,117,18.803419,0.454053,0.854327,-0.608307,[-0.842905,-0.422608],0],[60,"train",0.002,-61.488889,61.926811,117,11.111111,0.501057,0.970948,-0.807392,[-1.042087,-0.622899],0],[60,"oos",0.001,-45.535745,45.535745,85,10.588235,0.206726,0.817242,-0.708822,[-0.945805,-0.518103],0],[60,"oos",0.002,-54.050443,54.050443,85,3.529412,0.245596,0.9499,-0.907706,[-1.150493,-0.72079],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Sep10testfrozen1719,vectorbt,nextopen,SMAtrend50base40/60neighbors,mom3<0,exitSMA5or5days;hourlymultiplywindows24. Train2025/OOS2026toSep9;fee.0025/slippage.001or.002eachside. Columns[slow,period,slip,return%,DD%,N,win%,avgwin%,avgloss%,mean%,IID5000bootstrapCI%,quarterKelly]. Trainingfeedmismatches1937,HYPEnotraining;no15minexitvalidation. [[50,"train",0.001,-9.667911,21.737254,26,65.384615,0.960336,2.869097,-0.365237,[-1.254735,0.453028],0],[50,"train",0.002,-14.245151,24.050273,26,53.846154,0.929704,2.308403,-0.564807,[-1.502746,0.257909],0],[50,"oos",0.001,-5.001866,12.380268,19,47.368421,1.519489,1.825057,-0.240798,[-1.344159,0.805119],0],[50,"oos",0.002,-8.544075,12.817144,19,42.105263,1.504356,1.855144,-0.440617,[-1.555499,0.616834],0],[40,"train",0.001,-4.849406,18.500148,26,69.230769,0.957547,2.701147,-0.168205,[-1.063269,0.593872],0],[40,"train",0.002,-9.670805,20.559996,26,57.692308,0.914924,2.117841,-0.368169,[-1.235435,0.407743],0],[40,"oos",0.001,-2.704994,12.380268,17,52.941176,1.519489,1.984695,-0.129539,[-1.333139,1.03654],0],[40,"oos",0.002,-5.957427,12.817144,17,47.058824,1.504356,1.959746,-0.32958,[-1.550569,0.833049],0],[60,"train",0.001,-10.251496,20.06181,29,65.517241,0.990993,2.890316,-0.347389,[-1.211395,0.434988],0],[60,"train",0.002,-15.30884,22.579343,29,55.172414,0.944588,2.382789,-0.546995,[-1.407081,0.206159],0],[60,"oos",0.001,-6.684647,8.529747,18,50,1.562756,2.262998,-0.350121,[-1.587955,0.848799],0],[60,"oos",0.002,-9.984258,11.212829,18,44.444444,1.552934,2.231846,-0.549722,[-1.804043,0.643643],0]] https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://docs.alpaca.markets/us/docs/crypto-trading

Oct1 2024 throughSep9 2026 completedUTCdaily709rows all exceptHYPE205fromFeb17 2026. Hourly:BTC17014/82pages,ETH17014/75,SOL17009/81,XRP16986/70,LINK17010/83,HYPE4906/24fromFeb17 13UTC,LTC17014/75,UNI17011/87. AlllasthourSep9 23UTC,expected709*24=17016hourlyslots;missingnotfilledforexecution/rollingmeans,marksffillonly. HYPEhasnopre2026training. Initial8workers429;retry2workers1second/requestand10second429backoffcompleted,requestedlimit10000notactualpagesizeguarantee. Noassumptionallhistoryaggregatesmatch;1937documentsconflict. https://runway.adityaperswal.workers.dev/data/crypto-bars

Sep10~02:13. Independentlyfetched1Dayand1Hour2024Oct1–Sep9;resampleUTCfirstopen,maxhigh,minlow,lastclose;only24-hourdayscompared. Absolutepercentdifferences,1bp=.01%. Noaveraging/overwritingdatasets. [{"s":"LTC","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null},{"s":"UNI","year":2024,"days":92,"max_by_field":{"o":0,"h":0,"l":0,"c":0.101427},"days_close_gt1bp":91,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"UNI","year":2025,"days":364,"max_by_field":{"o":6.143904,"h":3.606125,"l":8.53806,"c":0.129828},"days_close_gt1bp":191,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"UNI","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null}] https://runway.adityaperswal.workers.dev/data/crypto-bars

Sep10~02:13. Independentlyfetched1Dayand1Hour2024Oct1–Sep9;resampleUTCfirstopen,maxhigh,minlow,lastclose;only24-hourdayscompared. Absolutepercentdifferences,1bp=.01%. Noaveraging/overwritingdatasets. [{"s":"LINK","year":2024,"days":92,"max_by_field":{"o":0,"h":0,"l":0,"c":0.106204},"days_close_gt1bp":90,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"LINK","year":2025,"days":363,"max_by_field":{"o":9.627886,"h":2.63346,"l":9.785311,"c":0.113562},"days_close_gt1bp":190,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"LINK","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0.033997},"days_close_gt1bp":1,"last_gt1bp":"2026-08-13 00:00:00+00:00"},{"s":"HYPE","year":2026,"days":203,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null},{"s":"LTC","year":2024,"days":92,"max_by_field":{"o":0,"h":0.006677,"l":0,"c":0.09723},"days_close_gt1bp":89,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"LTC","year":2025,"days":364,"max_by_field":{"o":6.149416,"h":3.132387,"l":5.844907,"c":0.240165},"days_close_gt1bp":189,"last_gt1bp":"2025-12-18 00:00:00+00:00"}] https://runway.adityaperswal.workers.dev/data/crypto-bars

Sep10~02:13. Independentlyfetched1Dayand1Hour2024Oct1–Sep9;resampleUTCfirstopen,maxhigh,minlow,lastclose;only24-hourdayscompared. Absolutepercentdifferences,1bp=.01%. Noaveraging/overwritingdatasets. [{"s":"SOL","year":2024,"days":92,"max_by_field":{"o":0,"h":0.001546,"l":0.042052,"c":0.091771},"days_close_gt1bp":92,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"SOL","year":2025,"days":363,"max_by_field":{"o":9.337513,"h":6.71451,"l":10.140464,"c":0.115241},"days_close_gt1bp":189,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"SOL","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null},{"s":"XRP","year":2024,"days":92,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null},{"s":"XRP","year":2025,"days":362,"max_by_field":{"o":6.526935,"h":1.790956,"l":7.162637,"c":0.114038},"days_close_gt1bp":165,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"XRP","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null}] https://runway.adityaperswal.workers.dev/data/crypto-bars

Sep10~02:13. Independentlyfetched1Dayand1Hour2024Oct1–Sep9;resampleUTCfirstopen,maxhigh,minlow,lastclose;only24-hourdayscompared. Absolutepercentdifferences,1bp=.01%. Noaveraging/overwritingdatasets. [{"s":"BTC","year":2024,"days":92,"max_by_field":{"o":0,"h":0.004332,"l":0.020783,"c":0.08531},"days_close_gt1bp":79,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"BTC","year":2025,"days":364,"max_by_field":{"o":5.843715,"h":2.311889,"l":3.833345,"c":0.094753},"days_close_gt1bp":169,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"BTC","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0.031982},"days_close_gt1bp":3,"last_gt1bp":"2026-07-31 00:00:00+00:00"},{"s":"ETH","year":2024,"days":92,"max_by_field":{"o":0,"h":0.000649,"l":0,"c":0.07441},"days_close_gt1bp":85,"last_gt1bp":"2024-12-31 00:00:00+00:00"},{"s":"ETH","year":2025,"days":364,"max_by_field":{"o":7.327398,"h":0.869962,"l":6.44364,"c":0.092208},"days_close_gt1bp":187,"last_gt1bp":"2025-12-18 00:00:00+00:00"},{"s":"ETH","year":2026,"days":251,"max_by_field":{"o":0,"h":0,"l":0,"c":0},"days_close_gt1bp":0,"last_gt1bp":null}] https://runway.adityaperswal.workers.dev/data/crypto-bars

LocalSep10~02:02:08sevenfreshvalid/10:UNIage-.1sstrictfuturetimestamprejected,USDC20901.6s/USDG137620.5sstale. Rows[s,bid,ask,bidUSD,askUSD,spreadbp,fee+spreadrecovery%]:BTC78037.07/78053.1/78.19/78.21/2.054/.5225;ETH2462.237/2463.292/81.55/82.68/4.284/.5449;SOL101/101.09/95.67/95.85/8.907/.5914;XRP1.3806/1.3864/5737.77/5782.61/41.923/.9241;UNI6.00414/6.01715/4257.56/4255.51/21.645/.7197;LTC52.5478/52.8543/3586.52/3611.31/58.158/1.0881;HYPE83.0661/83.4652/63788.37/64423.45/47.931/.9848;LINK11.703/11.7277/13497.07/13518.4/21.083/.7140. USDCbid.9995ask1.00001spread5.101bp/recovery.5532%;USDG.99999/1.00001/.2bp/.5039%. recovery=(ask/bid)/(.9975^2)-1,fee25bpcreditedassetbothsides;noclaimfullorderdepth. Remote02:00eightfreshvalidisearlierdifferentquote,notcontradiction. https://runway.adityaperswal.workers.dev/data/crypto-snapshots ; https://docs.alpaca.markets/us/docs/crypto-trading

Savedold155quotesnumeric00:15:~47,00:30:51,01:00:51,01:30:45,01:45:48,02:00:48UTC;gaps~30minratherthanrequested15. Old156funding00:15:44to01:30:44~75minvs60requested. Old157Liquid00:30:55,01:00:53,01:31:26,01:46:28,02:01:28=>~30/30/15/15min. Lastremote157started02:00:45passed02:01cutoffbeforelongfetchandcompleted02:01:28;notfreshchainbecauseblocktipold. New159/160/161scheduled02:08:18–19;at02:11stilllastRunAt/outputnull. Numericlocaltestsnotremoteverification;oldjobswindowendedcancelled,14/25active. Do notusecollectorsas15minutevenuefillvalidation. query_research fund=crypto notes ; list_jobs fund=crypto

ObservedSep10~02:09officialBLSmonthcalendar(agencydateFeb18lastmodified). AugustPPI Sep10 08:30ET=12:30UTC;AugustCPI Sep11 08:30ET=12:30UTC. Differentdays;notanovernightCPIrelease. Existingcrypto122Sep10 12:45reviewpreserved;macrodatesalone notpredictiveedge. ExistingArc104/Sep16,GME152/Sep24,protocol35/Oct6preservedwithoutclaimnewdateverification. https://www.bls.gov/schedule/2026/09_sched.htm

Onlytrade10closedBTCentry81614.8exit81548.7operatorliquidationSep3,137.2644226836notional,qty.001681857,held19:42:24.677–20:30:20.345UTC~47.9278min. Grosspricereturn-.08099%,0wins/1,stop73440/target97900neverstrategyexit. Cannotinferstop/targethitodds,market-limitdifferenceorstrategyedgefromforcedsingleexit;fees/slippageledgernotprovided. Noopen/queuedincontext. Systemequity850.99,crypto235.86cash,positioncap212.7475,1%equityrisk8.5099,cryptomin10. Needed349.01monthlynottestededgeinput;approvedsize0pendingnewtests. query_trades fund=crypto ; run context 2026-09-10T02:00:52Z

ObservedSep10~02:10;completedUTCdaily,2026returns. RegressionOLSintercept+BTCsimpledailyreturn,unweighted,notcausalalpha;tstatsnotclaimed. IndicatorsADRarithmetic20days,ATRmeanTR14notWilder,rv30sampleSDsqrt365. [{"s":"ETH","n":252,"beta":1.253258,"intercept_daily_pct":0.000217,"R2":0.831845,"corr":0.912056},{"s":"SOL","n":252,"beta":1.203662,"intercept_daily_pct":-0.007938,"R2":0.773281,"corr":0.879364},{"s":"XRP","n":252,"beta":1.235944,"intercept_daily_pct":-0.033499,"R2":0.756028,"corr":0.869499},{"s":"LINK","n":252,"beta":1.183235,"intercept_daily_pct":0.060506,"R2":0.732448,"corr":0.855832},{"s":"HYPE","n":204,"beta":1.134012,"intercept_daily_pct":0.506372,"R2":0.272377,"corr":0.521897},{"s":"LTC","n":252,"beta":0.854474,"intercept_daily_pct":-0.099268,"R2":0.640462,"corr":0.800289},{"s":"UNI","n":252,"beta":1.190193,"intercept_daily_pct":0.146767,"R2":0.434963,"corr":0.659518}] https://runway.adityaperswal.workers.dev/data/crypto-bars

ObservedSep10~02:10;completedUTCdaily,2026returns. RegressionOLSintercept+BTCsimpledailyreturn,unweighted,notcausalalpha;tstatsnotclaimed. IndicatorsADRarithmetic20days,ATRmeanTR14notWilder,rv30sampleSDsqrt365. [{"s":"BTC","close":78283.41,"sma50":70194.2617,"mom3_pct":-2.564096,"ADR20":2598.898684,"ATR14":2296.983253,"rv30_ann_pct":47.837906,"pullback_signal":true},{"s":"ETH","close":2467.7,"sma50":2137.79304,"mom3_pct":-1.898074,"ADR20":101.550396,"ATR14":88.438351,"rv30_ann_pct":74.188807,"pullback_signal":true},{"s":"SOL","close":101.5535,"sma50":85.929859,"mom3_pct":-4.670559,"ADR20":6.32701,"ATR14":5.434554,"rv30_ann_pct":65.210888,"pullback_signal":true},{"s":"XRP","close":1.3945,"sma50":1.202595,"mom3_pct":-2.014173,"ADR20":0.096749,"ATR14":0.068206,"rv30_ann_pct":91.178891,"pullback_signal":true},{"s":"LINK","close":11.7994,"sma50":9.919885,"mom3_pct":-10.844302,"ADR20":0.785044,"ATR14":0.696089,"rv30_ann_pct":83.689626,"pullback_signal":true},{"s":"HYPE","close":83.583,"sma50":67.301414,"mom3_pct":-4.979636,"ADR20":5.588769,"ATR14":5.358591,"rv30_ann_pct":87.113937,"pullback_signal":true},{"s":"LTC","close":53.18295,"sma50":47.834131,"mom3_pct":-3.225164,"ADR20":2.835232,"ATR14":2.391731,"rv30_ann_pct":58.30624,"pullback_signal":true},{"s":"UNI","close":6.156955,"sma50":4.441336,"mom3_pct":-15.598549,"ADR20":0.573284,"ATR14":0.629491,"rv30_ann_pct":115.490365,"pullback_signal":true}] https://runway.adityaperswal.workers.dev/data/crypto-bars

ObservedSep10;issuerbodyAug17 2026,pageheaderAug16 discrepancy retained. FiveyearUS$350mTCV implies70mARR,planned2016GB300GPUs,Q4deployment. TotalBUZZARR180m comprises35mactive+145mcontractedexpectedQ4. Capex185m,deposit10%TCV~35m,remaining150m beforeotherfinancing;debt/equipmentfinancingplanned. Depositnotverifiedreceived. Active/total19.4444%;capex/annualcontractrevenue2.642857years beforepower/opex/interest;notpaybackestimate. Cashmargins/leasefinancingtermsunknown,issueroptimisticparty. Reject translatingTCVtoimmediateprofit. https://www.hivedigitaltechnologies.com/news/hives-buzz-hpc-signs-350-million-ai-cloud-services-agreement-with-investment-grade-enterprise-customer/

Sep10~02:06 CLI --symbolsBTC/USD,ETH/USD,SOL/USD,XRP/USD,LINK/USD,HYPE/USD,LTC/USD,UNI/USD --strategymean-reversion --lookback20 --entry2 --exit0 --days617. Columnssymbolreturn%/DD%/win%/meantrade%:BTC-3.257646/16.639125/61.111111/-.104549;ETH5.419817/19.170136/60/.485042;SOL15.553973/21.019255/52.941176/.966451;XRP36.165798/24.893348/73.684211/1.783852;LINK69.161357/11.915606/73.684211/2.930688;HYPE14.61285/0/100/7.25347;LTC45.354158/12.10115/80/1.962791;UNI19.214556/21.091443/45.454545/.932738. 618bars exceptHYPE206,currentpartialSep10possible. Sameclosefills/noexplicitcosts/noholdout=>optimisticdiagnostic,notnewfrozenpullbackruleandnotapproval. Fullcostednextopenvectorbtchallengerseparate. https://runway.adityaperswal.workers.dev/data/crypto-bars ; node /app/agent/dist/backtest.js

Aug6Form10QperiodH1endedJune30 2026;observedSep10~02:07. Soldapprox23093BTC;holdingsJune30 35577vsDec31 53822 inclreceivables. H1cashflowUSDthousands: OCF-471257,PPEpurchase94303,intangibles524,digitalassetsaleproceeds1627163,no digitalassetpurchases. DeriveFCFbeforevendoradvances/acquisitions=-566.084m includingintangibles; knowncashflowclassificationdistinguishesminingreceipts. Holdingschange-18245BTCnotallspotnetflowbecauseproduction/lending. HistoricalH1salesnotcurrentSep10saleforecast;issuerfilingclosestperiodrecord. https://ir.mara.com/sec-filings/all-sec-filings/content/0001507605-26-000022/mara-20260630.htm