CAL-THAIM-1: Can THAIM train an agent? python 3.9.6, numpy 2.0.2, scipy 1.13.1, python-flint 0.6.0, platform Darwin arm64 training: tabular Adam, lr 0.2*0.1^(t/T), t=1..T, T=8000; MLP lr 0.03*0.1^(t/T), t=0..T-1, T=8000 (pilot schedule); rates frozen to multiples of 2^-24, ties to even WORLD W1 N=4 tau=3 b_c=5 b_h=2 v=1 LOCAL key=local J=1.019508 residual_J=1.019508 H=1.514807 E=1.6195 aim=1.0000 agreement=0.6962 R_net=[0.0031364700 +/- 4.99e-11] R_receipt=[1.3526924 +/- 4.52e-8] floor=[0.35011575 +/- 9.38e-10] eta=[0.37478980 +/- 1.02e-9] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=2.000000 residual_J=2.000000 H=1.890947 E=1.0000 aim=0.5000 agreement=0.6975 R_net=[-0.87859400 +/- 4.84e-9] R_receipt=[0.61661399 +/- 1.28e-9] floor=[0.71334989 +/- 2.13e-9] eta=[0.38925958 +/- 1.65e-9] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=1.153846 residual_J=0.000000 H=1.688034 E=1.5880 aim=1.0000 agreement=1.0000 R_net=[0.43455536 +/- 1.11e-9] R_receipt=[5.7292271 +/- 3.20e-8] floor=[0.75453054 +/- 6.85e-10] eta=[0.71366701 +/- 5.46e-10] table_sha256=9e5c18304033011775029b3ae65dae533c8762ec33e4cccdd500dc8eb75b0aff NET-blind key=blind J=0.000023 residual_J=0.000023 H=0.000020 E=1.0000 aim=0.5000 agreement=0.6528 R_net=[-9.5105900e-6 +/- 1.65e-14] R_receipt=[-5.9218446e-7 +/- 4.15e-15] floor=[1.0477283e-10 +/- 4.19e-19] eta=[4.9958077e-6 +/- 2.41e-14] tail=+2.6e-07 table_sha256=0451c468a769f5e2e9032474d9e62b9d7030d4335091dd3e26ccb77df2979149 NET-local key=local J=1.153855 residual_J=0.000015 H=1.688036 E=1.5880 aim=1.0000 agreement=1.0000 R_net=[0.43454132 +/- 3.03e-9] R_receipt=[5.7291159 +/- 1.21e-8] floor=[0.75452296 +/- 1.98e-9] eta=[0.71365418 +/- 4.17e-9] tail=+3.8e-07 table_sha256=2b28fc9011711776b26c9f48db1713e5273070e046fe37768155df019713e780 NET-full key=full J=1.153855 residual_J=0.000015 H=1.688036 E=1.5880 aim=1.0000 agreement=1.0000 R_net=[0.43454131 +/- 2.26e-9] R_receipt=[5.7291112 +/- 8.51e-9] floor=[0.75452260 +/- 1.03e-9] eta=[0.71365401 +/- 2.89e-9] tail=+3.8e-07 table_sha256=0c4a15a0a0210f0f23caacc26eb90ef19dff92b4699ea9e39524f5351ce7a413 RECEIPT-full key=full J=2.137823 residual_J=0.000010 H=3.056243 E=1.5057 aim=0.9231 agreement=0.7656 R_net=[-0.22156882 +/- 2.26e-9] R_receipt=[6.0346014 +/- 1.32e-8] floor=[1.3214688 +/- 3.19e-8] eta=[0.67460868 +/- 2.94e-10] tail=+1.4e-06 table_sha256=4ba60f980ad8f26df391da9465a88f4bd3e13e0a3d07e318f1c95ac335cc5885 WORLD-full key=full J=0.000021 residual_J=0.000021 H=0.000020 E=1.0417 aim=0.5000 agreement=0.6528 R_net=[-9.2070627e-6 +/- 8.45e-15] R_receipt=[-1.1062158e-6 +/- 5.76e-15] floor=[9.5754271e-11 +/- 4.29e-19] eta=[4.8928206e-6 +/- 5.48e-15] tail=+5.8e-07 table_sha256=4ad5a5e90ac85dea65dfd2510a7569f921f3c7a276556d31c6a9344b9339b8c5 NET-full c=3/4 key=full J=0.499904 residual_J=0.000020 H=0.887588 E=1.9666 aim=1.0000 agreement=0.7727 R_net=[0.28198575 +/- 9.99e-10] R_receipt=[2.1086252 +/- 3.25e-8] floor=[0.27858536 +/- 3.68e-9] eta=[0.60818872 +/- 1.58e-9] tail=+3.6e-07 table_sha256=267a6b7ff4312fdac4cae955ed4764b77830f9bbb0d888715ce3bb5240174506 NET-full c=3/2 key=full J=1.153855 residual_J=0.000015 H=1.688036 E=1.5880 aim=1.0000 agreement=1.0000 R_net=[0.43454134 +/- 3.21e-9] R_receipt=[5.7291124 +/- 6.14e-10] floor=[0.75452277 +/- 4.92e-9] eta=[0.71365425 +/- 2.15e-9] tail=+4.6e-07 table_sha256=9f8a4e90c665040b69fdb434beec783357ba91fcaab1736b372cc8b42c2e4dab NET-full init 1/4 key=full J=1.153843 residual_J=0.000006 H=1.688026 E=1.5880 aim=1.0000 agreement=1.0000 R_net=[0.43454769 +/- 6.39e-10] R_receipt=[5.7290657 +/- 1.71e-8] floor=[0.75451889 +/- 4.62e-10] eta=[0.71365790 +/- 1.34e-9] tail=+2.1e-07 table_sha256=66094c65c00c3f7a701ef0c04399626b30000bfb0facdc00b855ad0ad15900bd MLP-full s0 key=full J=0.000012 residual_J=0.000012 H=0.000011 E=1.0110 aim=0.5005 agreement=0.6528 R_net=[-4.9885676e-6 +/- 2.34e-14] R_receipt=[-3.7025698e-7 +/- 2.32e-15] floor=[3.0532961e-11 +/- 3.84e-19] eta=[2.7964364e-6 +/- 7.26e-15] tail=+1.4e-07 table_sha256=e4cb59d03aa80f67a872e54d7ca9447ae71c0e789d5ba01a6f127f77a00c131a MLP-full s1 key=full J=0.229048 residual_J=0.000020 H=0.320884 E=1.5648 aim=1.0000 agreement=0.7130 R_net=[0.077795863 +/- 3.08e-10] R_receipt=[0.91700886 +/- 1.89e-9] floor=[0.13827076 +/- 2.28e-9] eta=[0.65882478 +/- 8.64e-10] tail=+4.0e-07 table_sha256=a7099df7800fea0f1105486bb2ca55e1c242162e12c62996baddc2f6664fb312 reported: RECEIPT-full agreement with theta_R=1.4498: 0.8492 WORLD W2 N=4 tau=3 b_c=5 b_h=3 v=4 LOCAL key=local J=0.632942 residual_J=0.632942 H=0.882477 E=1.5379 aim=1.0000 agreement=0.6783 R_net=[0.0087168272 +/- 8.58e-12] R_receipt=[1.8898851 +/- 2.73e-8] floor=[0.12861853 +/- 3.97e-9] eta=[0.39780182 +/- 3.88e-9] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=1.200000 residual_J=1.200000 H=1.107111 E=1.0000 aim=0.5000 agreement=0.6800 R_net=[-0.51554333 +/- 9.75e-10] R_receipt=[1.5378267 +/- 1.62e-8] floor=[0.26777226 +/- 1.58e-9] eta=[0.43682921 +/- 4.63e-9] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=0.681818 residual_J=0.000000 H=0.997475 E=1.6113 aim=1.0000 agreement=1.0000 R_net=[0.25678271 +/- 2.08e-9] R_receipt=[7.2962894 +/- 1.63e-8] floor=[0.26295169 +/- 1.47e-9] eta=[0.75497873 +/- 2.54e-10] table_sha256=9e5c18304033011775029b3ae65dae533c8762ec33e4cccdd500dc8eb75b0aff NET-blind key=blind J=0.000013 residual_J=0.000013 H=0.000011 E=1.0000 aim=0.5000 agreement=0.6528 R_net=[-5.3497028e-6 +/- 4.78e-14] R_receipt=[5.9376376e-6 +/- 2.99e-14] floor=[3.3150769e-11 +/- 1.10e-19] eta=[5.0406778e-6 +/- 2.46e-14] tail=+1.5e-07 table_sha256=e90ad96d17c9a053eb85dcae494e1aea9b84b47fcaf5ef60d37d740c3d644d93 NET-local key=local J=0.681823 residual_J=0.000008 H=0.997476 E=1.6113 aim=1.0000 agreement=1.0000 R_net=[0.25677466 +/- 2.39e-9] R_receipt=[7.2961445 +/- 8.81e-9] floor=[0.26294921 +/- 1.18e-9] eta=[0.75496589 +/- 1.31e-9] tail=+2.2e-07 table_sha256=fee0446d432026030f42a38108b09a8f6c4b9cbd2482aa8e201b4abb94956b34 NET-full key=full J=0.681823 residual_J=0.000008 H=0.997475 E=1.6113 aim=1.0000 agreement=1.0000 R_net=[0.25677466 +/- 4.72e-9] R_receipt=[7.2961348 +/- 1.76e-8] floor=[0.26294902 +/- 1.28e-9] eta=[0.75496563 +/- 3.33e-11] tail=+2.2e-07 table_sha256=9f973020ed0c20e8068345aec47426415f4b28abae2f57dec094426a736fce39 RECEIPT-full key=full J=1.706229 residual_J=0.000006 H=1.951737 E=1.2208 aim=0.6663 agreement=0.6297 R_net=[-0.49449931 +/- 3.79e-10] R_receipt=[8.4758014 +/- 2.50e-8] floor=[0.58050005 +/- 3.13e-9] eta=[0.66602750 +/- 4.17e-9] tail=+1.7e-06 table_sha256=332a33502705089f6338dae71b79605d98be0658f357369f9c8601d5d0df1655 WORLD-full key=full J=0.000012 residual_J=0.000012 H=0.000011 E=1.0246 aim=0.5000 agreement=0.6528 R_net=[-5.2417372e-6 +/- 4.98e-14] R_receipt=[5.4105268e-6 +/- 1.44e-15] floor=[3.0992148e-11 +/- 1.05e-19] eta=[4.9153125e-6 +/- 1.92e-14] tail=+3.4e-07 table_sha256=64d259c6df06c8b15d2d81a541e366f431728ee418472df71ef164e96f961a46 NET-full c=3/4 key=full J=0.299428 residual_J=0.000011 H=0.552142 E=2.0552 aim=1.0000 agreement=0.7671 R_net=[0.16887069 +/- 1.86e-9] R_receipt=[2.5814846 +/- 1.13e-8] floor=[0.099350910 +/- 8.62e-11] eta=[0.64954062 +/- 2.55e-9] tail=+2.1e-07 table_sha256=9cfabcbdcc2c779be0c6c8f627a875787c2ce41ee9b1d72cbefed48eeaae2ffb NET-full c=3/2 key=full J=0.681823 residual_J=0.000008 H=0.997475 E=1.6113 aim=1.0000 agreement=1.0000 R_net=[0.25677474 +/- 2.44e-9] R_receipt=[7.2961404 +/- 3.54e-8] floor=[0.26294914 +/- 4.46e-9] eta=[0.75496602 +/- 2.89e-9] tail=+2.6e-07 table_sha256=43fa7f572f502851d9e9c45bc7e7246a3095b78b1324bc1ed4adbf353f3f13c3 NET-full init 1/4 key=full J=0.681817 residual_J=0.000004 H=0.997470 E=1.6113 aim=1.0000 agreement=1.0000 R_net=[0.25677799 +/- 3.12e-9] R_receipt=[7.2960638 +/- 4.22e-8] floor=[0.26294774 +/- 4.84e-9] eta=[0.75496910 +/- 1.49e-9] tail=+1.3e-07 table_sha256=4139da0bf3444e9fa04937241846ad41e711fa3f5e0b13be26cbc2341646f9ed MLP-full s0 key=full J=0.145631 residual_J=0.000013 H=0.213045 E=1.6383 aim=1.0000 agreement=0.7269 R_net=[0.054835617 +/- 3.31e-10] R_receipt=[1.5577967 +/- 3.77e-8] floor=[0.056153822 +/- 4.89e-10] eta=[0.75483632 +/- 9.28e-10] tail=+3.4e-07 table_sha256=bb8f37eb83aca863610bd4bb2f2be17fbeb79efa25f33eab2fd077b0a0439ebd MLP-full s1 key=full J=0.000007 residual_J=0.000007 H=0.000006 E=1.0093 aim=0.5000 agreement=0.6528 R_net=[-2.7242607e-6 +/- 8.03e-15] R_receipt=[2.9436596e-6 +/- 7.42e-15] floor=[8.9674803e-12 +/- 4.67e-21] eta=[2.6995616e-6 +/- 7.40e-15] tail=+7.4e-08 table_sha256=d9285cf2c88f9a78afc21a7e8182bd017e5a43e59c0b9cb609329ac4ad7ce7dd reported: RECEIPT-full agreement with theta_R=1.2085: 0.9754 WORLD W3 N=4 tau=3 b_c=9 b_h=2 v=1 LOCAL key=local J=1.625276 residual_J=1.625276 H=1.334575 E=1.7422 aim=1.0000 agreement=0.9311 R_net=[-0.32891301 +/- 1.73e-9] R_receipt=[0.40869655 +/- 1.37e-9] floor=[0.78617435 +/- 1.37e-9] eta=[0.32160416 +/- 6.31e-10] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=3.230769 residual_J=3.230769 H=1.572524 E=1.0000 aim=0.5000 agreement=0.8983 R_net=[-1.8351229 +/- 2.61e-8] R_receipt=[-1.0376108 +/- 4.81e-8] floor=[1.5910779 +/- 2.51e-8] eta=[0.32742762 +/- 1.85e-9] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=0.679445 residual_J=0.000000 H=0.680656 E=2.1666 aim=1.0000 agreement=1.0000 R_net=[0.094949226 +/- 2.33e-10] R_receipt=[0.82422401 +/- 4.43e-9] floor=[0.52871928 +/- 7.16e-10] eta=[0.51736944 +/- 8.84e-10] table_sha256=662cb451030a44f9ec92461a470c31cf58c89512f8f7b2c490b939de97aaa86b NET-blind key=blind J=0.000037 residual_J=0.000037 H=0.000017 E=1.0000 aim=0.5000 agreement=0.9230 R_net=[-2.0607133e-5 +/- 3.31e-13] R_receipt=[-1.5837561e-5 +/- 2.61e-13] floor=[2.5765232e-10 +/- 3.33e-18] eta=[4.5925021e-6 +/- 2.45e-14] tail=+5.6e-07 table_sha256=8f7357da8aa4e52828aec8d237a15bd65a90c991322a0ab240ce1d304fbb750e NET-local key=local J=0.000052 residual_J=0.000052 H=0.000030 E=1.2564 aim=0.6566 agreement=0.9230 R_net=[-2.0689950e-5 +/- 3.23e-13] R_receipt=[-1.1742373e-5 +/- 4.39e-13] floor=[5.6025328e-10 +/- 2.15e-18] eta=[7.1624443e-6 +/- 4.58e-14] tail=+5.7e-07 table_sha256=8346975445a7480b882b581406bcea5bf2fd9938e8d49abf006755bcfd18c5b4 NET-full key=full J=0.679479 residual_J=0.000036 H=0.680671 E=2.1666 aim=1.0000 agreement=1.0000 R_net=[0.094927607 +/- 4.56e-10] R_receipt=[0.82420270 +/- 2.53e-10] floor=[0.52871837 +/- 4.28e-9] eta=[0.51734254 +/- 2.34e-9] tail=+5.9e-07 table_sha256=16ce621c80079e5ce30810c137d2aa2df1f6217a1685d09d691f00ab62855723 RECEIPT-full key=full J=2.490499 residual_J=0.000022 H=2.002350 E=1.6764 aim=1.0000 agreement=0.7358 R_net=[-0.041174699 +/- 1.46e-10] R_receipt=[3.4578411 +/- 1.54e-8] floor=[2.4243480 +/- 3.99e-8] eta=[0.64719976 +/- 1.01e-9] tail=+1.2e-06 table_sha256=261e4d81a99299eec33d4067ccd9c9f2ba06152a052a223faf00fd8f77e496cd WORLD-full key=full J=0.000036 residual_J=0.000036 H=0.000017 E=1.0454 aim=0.5000 agreement=0.9230 R_net=[-2.0325190e-5 +/- 3.01e-13] R_receipt=[-1.5815869e-5 +/- 2.18e-13] floor=[2.6001609e-10 +/- 2.67e-18] eta=[4.7877400e-6 +/- 6.99e-16] tail=+9.9e-07 table_sha256=d75ad696c782647e0ffb8e90e7124edcf1c65df972984f6404eb5841baa3a4c0 NET-full c=3/4 key=full J=0.000038 residual_J=0.000038 H=0.000019 E=1.0948 aim=0.5253 agreement=0.9230 R_net=[-2.0172635e-5 +/- 3.46e-13] R_receipt=[-1.5136490e-5 +/- 5.89e-14] floor=[2.9132913e-10 +/- 4.00e-18] eta=[5.1242921e-6 +/- 2.86e-14] tail=+6.7e-07 table_sha256=a83d6847880bbeabd164b1c84b49964b13e21746010af489f84a1d0ba40f7104 NET-full c=3/2 key=full J=2.490493 residual_J=0.000024 H=2.002345 E=1.6764 aim=1.0000 agreement=0.7358 R_net=[-0.041175750 +/- 9.07e-11] R_receipt=[3.4578051 +/- 1.56e-8] floor=[2.4243333 +/- 8.76e-9] eta=[0.64719744 +/- 3.44e-9] tail=+7.0e-07 table_sha256=310788ba64db7650174abc643d4402615651d93d73c293f63717d7664a3cfd14 NET-full init 1/4 key=full J=0.679453 residual_J=0.000012 H=0.680657 E=2.1666 aim=1.0000 agreement=1.0000 R_net=[0.094941323 +/- 2.21e-10] R_receipt=[0.82420733 +/- 3.82e-9] floor=[0.52871374 +/- 3.89e-9] eta=[0.51735806 +/- 2.83e-9] tail=+2.2e-07 table_sha256=140bcb8dd0ac7279c6fb5f674bd7ec890728eb4bddca00409cc7101373712bf8 MLP-full s0 key=full J=0.000022 residual_J=0.000022 H=0.000010 E=1.0125 aim=0.5001 agreement=0.9230 R_net=[-1.2107520e-5 +/- 3.24e-13] R_receipt=[-9.3348294e-6 +/- 6.53e-15] floor=[2.9058235e-10 +/- 1.82e-18] eta=[8.8574082e-6 +/- 3.34e-14] tail=+3.3e-07 table_sha256=93b1cc1bff18cbaba7342cfc510d75c132a7c4f3821851e53640af4379789b59 MLP-full s1 key=full J=0.000024 residual_J=0.000024 H=0.000011 E=1.0104 aim=0.4997 agreement=0.9230 R_net=[-1.3214351e-5 +/- 3.97e-13] R_receipt=[-1.0185787e-5 +/- 2.12e-13] floor=[2.6278160e-10 +/- 1.58e-18] eta=[7.3364876e-6 +/- 4.61e-14] tail=+3.6e-07 table_sha256=b4d39179c632bd9e9939e74a6ac40dc053994dd45768dc46f713946f28ae7de7 reported: RECEIPT-full agreement with theta_R=2.4713: 0.9867 WORLD W4 N=4 tau=3 b_c=20 b_h=2 v=1 LOCAL key=local J=2.252077 residual_J=2.252077 H=0.816598 E=1.8641 aim=1.0000 agreement=1.0000 R_net=[-0.82497448 +/- 4.66e-9] R_receipt=[-0.50818596 +/- 1.45e-9] floor=[1.3394454 +/- 2.22e-8] eta=[0.25830102 +/- 4.12e-10] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=4.500000 residual_J=4.500000 H=0.895955 E=1.0000 aim=0.5000 agreement=1.0000 R_net=[-3.0077807 +/- 4.12e-8] R_receipt=[-2.6761765 +/- 3.86e-8] floor=[2.6902665 +/- 3.41e-9] eta=[0.25963731 +/- 5.06e-10] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=0.000000 residual_J=0.000000 H=0.000000 E=none aim=none agreement=1.0000 R_net=0 R_receipt=0 floor=0 eta=none table_sha256=4f84af4c52feca4bd99ef199cadbcd5a94ed0690c6effca1ff1f7ca20d96599a NET-blind key=blind J=0.000053 residual_J=0.000053 H=0.000010 E=1.0000 aim=0.5000 agreement=1.0000 R_net=[-3.5282421e-5 +/- 4.56e-13] R_receipt=[-3.3276274e-5 +/- 2.00e-13] floor=[4.9785463e-10 +/- 4.34e-18] eta=[4.0537195e-6 +/- 1.62e-14] tail=+9.6e-07 table_sha256=8b103b51220c520791d48efc6a4d6d04242bec55254328809dc37bc3e4434d9f NET-local key=local J=0.000053 residual_J=0.000053 H=0.000010 E=1.0360 aim=0.5098 agreement=1.0000 R_net=[-3.5207955e-5 +/- 1.84e-13] R_receipt=[-3.3216347e-5 +/- 1.01e-13] floor=[5.0558995e-10 +/- 1.52e-18] eta=[4.1326118e-6 +/- 4.22e-14] tail=+9.6e-07 table_sha256=e1feda647d1726efc442212aa25756879df5c0ebc7db0e7d8da69f770e751e6c NET-full key=full J=0.000054 residual_J=0.000054 H=0.000011 E=1.0609 aim=0.5143 agreement=1.0000 R_net=[-3.5324403e-5 +/- 9.33e-14] R_receipt=[-3.3261712e-5 +/- 2.04e-13] floor=[5.4598403e-10 +/- 1.08e-18] eta=[4.4001641e-6 +/- 3.33e-14] tail=+9.6e-07 table_sha256=2b3f532c089efa7dda231d9f3d8027e43fd89ee3f8ec32a6fff0f004d16cf5d5 RECEIPT-full key=full J=0.615334 residual_J=0.000043 H=0.278314 E=2.3653 aim=1.0000 agreement=0.9610 R_net=[-0.10297581 +/- 2.29e-9] R_receipt=[0.075547449 +/- 1.41e-10] floor=[0.58338093 +/- 4.22e-9] eta=[0.41174230 +/- 3.95e-9] tail=+8.6e-07 table_sha256=d2246fb1b6d1350362ede201186841a32858eb3050631610df41b58db77a583f WORLD-full key=full J=0.000053 residual_J=0.000053 H=0.000010 E=1.0330 aim=0.5000 agreement=1.0000 R_net=[-3.5099082e-5 +/- 4.50e-13] R_receipt=[-3.3145359e-5 +/- 2.69e-13] floor=[5.1964015e-10 +/- 1.43e-18] eta=[4.2837239e-6 +/- 1.16e-14] tail=+1.4e-06 table_sha256=65579899cd4811a8576a1cc125c24f7c7bf08521bbc3c2fb63c447f88b1367c8 NET-full c=3/4 key=full J=0.000053 residual_J=0.000053 H=0.000011 E=1.0459 aim=0.5068 agreement=1.0000 R_net=[-3.5124817e-5 +/- 4.47e-13] R_receipt=[-3.3127694e-5 +/- 4.91e-13] floor=[5.2850861e-10 +/- 2.72e-18] eta=[4.3226726e-6 +/- 3.88e-14] tail=+1.1e-06 table_sha256=2d5612432756b2597ae722222316858b3beb4142b07e718889b3425ecbddbfcf NET-full c=3/2 key=full J=4.792834 residual_J=0.000036 H=1.712928 E=1.7896 aim=1.0000 agreement=0.6370 R_net=[-1.3978457 +/- 3.02e-8] R_receipt=[0.45228972 +/- 4.39e-9] floor=[6.0430819 +/- 2.87e-8] eta=[0.54758352 +/- 3.92e-9] tail=+8.1e-07 table_sha256=5412b8b6efe6e4ad65e21601d9c1f1bc970a294e4276f16f5a7a0c3b005897dd NET-full init 1/4 key=full J=0.000017 residual_J=0.000017 H=0.000003 E=1.0120 aim=0.5010 agreement=1.0000 R_net=[-1.0966859e-5 +/- 4.03e-13] R_receipt=[-1.0344293e-5 +/- 2.21e-13] floor=[4.8336801e-11 +/- 2.36e-19] eta=[1.2668978e-6 +/- 2.18e-14] tail=+3.0e-07 table_sha256=15cc386d51d66f8d5847c4c37d6afdc108b6c9928f59f92e7264c61faa705f67 MLP-full s0 key=full J=0.000037 residual_J=0.000036 H=0.000008 E=1.0994 aim=0.4987 agreement=1.0000 R_net=[-2.5283869e-5 +/- 8.82e-14] R_receipt=[-2.3870566e-5 +/- 8.19e-14] floor=[1.9024949e-6 +/- 1.95e-14] eta=[0.022049117 +/- 1.57e-10] tail=+7.3e-07 table_sha256=64770e5396536cd70247999d835d25846e019fa2b570b1ed500fd3306eb1fa56 MLP-full s1 key=full J=0.000040 residual_J=0.000038 H=0.000008 E=1.1006 aim=0.4993 agreement=1.0000 R_net=[-2.6722498e-5 +/- 3.59e-13] R_receipt=[-2.5216801e-5 +/- 4.59e-13] floor=[2.1809534e-6 +/- 3.19e-14] eta=[0.023909375 +/- 2.93e-11] tail=+7.5e-07 table_sha256=e57227d06d6149fd5a55ed7cff94d0798fe64430d493cc80a239b1d8ba228b1f reported: RECEIPT-full agreement with theta_R=6.8608: 0.5952 WORLD W5 N=4 tau=4 b_c=20 b_h=3 v=1 LOCAL key=local J=2.042320 residual_J=2.042320 H=1.705964 E=1.8197 aim=1.0000 agreement=0.9605 R_net=[-0.31309441 +/- 3.65e-9] R_receipt=[0.29666284 +/- 2.65e-9] floor=[1.1247194 +/- 5.00e-8] eta=[0.29028570 +/- 3.81e-10] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=4.080000 residual_J=4.080000 H=1.938027 E=1.0000 aim=0.5000 agreement=0.9350 R_net=[-2.2680201 +/- 4.82e-8] R_receipt=[-1.6284978 +/- 4.75e-8] floor=[2.2578118 +/- 2.83e-8] eta=[0.29169754 +/- 2.91e-9] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=0.544151 residual_J=0.000000 H=0.604489 E=2.4824 aim=1.0000 agreement=1.0000 R_net=[0.070350388 +/- 2.24e-10] R_receipt=[0.41042427 +/- 2.59e-9] floor=[0.47006242 +/- 9.36e-10] eta=[0.45534613 +/- 3.59e-9] table_sha256=662cb451030a44f9ec92461a470c31cf58c89512f8f7b2c490b939de97aaa86b NET-blind key=blind J=0.000048 residual_J=0.000048 H=0.000021 E=1.0000 aim=0.5000 agreement=0.9578 R_net=[-2.6176448e-5 +/- 1.41e-13] R_receipt=[-2.2366000e-5 +/- 4.34e-13] floor=[3.9932328e-10 +/- 1.05e-19] eta=[4.4064183e-6 +/- 3.26e-14] tail=+7.2e-07 table_sha256=d2c5cbe58a9d90586101a33778c96abeb209b067cde6a42e345a5b10f8fd895d NET-local key=local J=0.000051 residual_J=0.000051 H=0.000024 E=1.0912 aim=0.5392 agreement=0.9578 R_net=[-2.6260369e-5 +/- 1.72e-13] R_receipt=[-2.1969318e-5 +/- 8.99e-14] floor=[4.5582473e-10 +/- 2.33e-18] eta=[4.7507056e-6 +/- 4.12e-14] tail=+7.2e-07 table_sha256=d462d57c27765379348bc2cc88e5fa920afd4f92fc5858bfe542271b9cafcdb7 NET-full key=full J=0.544198 residual_J=0.000048 H=0.604510 E=2.4823 aim=1.0000 agreement=1.0000 R_net=[0.070323379 +/- 4.17e-10] R_receipt=[0.41039984 +/- 1.50e-9] floor=[0.47006253 +/- 3.48e-9] eta=[0.45530693 +/- 3.23e-9] tail=+7.4e-07 table_sha256=a81c3334e772c1b310442024dbecd20a8d31cc37258f57c51261f00110801807 RECEIPT-full key=full J=4.271149 residual_J=0.000027 H=3.412516 E=1.6767 aim=1.0000 agreement=0.6487 R_net=[-0.23697492 +/- 3.44e-9] R_receipt=[3.3225736 +/- 6.30e-9] floor=[4.8666526 +/- 3.13e-8] eta=[0.60060759 +/- 4.74e-9] tail=+1.3e-06 table_sha256=561d00438642bc94ca75e0966e7afa27a7e88bf7a053d8b69f8de309966f18df WORLD-full key=full J=0.000047 residual_J=0.000047 H=0.000022 E=1.0491 aim=0.5000 agreement=0.9578 R_net=[-2.5944887e-5 +/- 1.23e-13] R_receipt=[-2.2250137e-5 +/- 3.14e-13] floor=[4.0652834e-10 +/- 9.80e-19] eta=[4.5708152e-6 +/- 4.86e-14] tail=+1.3e-06 table_sha256=a9441ab23b09dfe5a035ca585f547d783f0d78dad0a479a014d8996f430890e8 NET-full c=3/4 key=full J=0.000786 residual_J=0.000048 H=0.001252 E=3.5939 aim=0.9703 agreement=0.9579 R_net=[0.00022764963 +/- 2.05e-12] R_receipt=[0.00059814652 +/- 2.10e-12] floor=[0.00043358499 +/- 4.87e-12] eta=[0.29092776 +/- 1.95e-9] tail=+8.6e-07 table_sha256=3cdccd640461ba6d6973ad7abb8f5d05ab0c0be6fdb98c22d1c8ec6e8b60c1a9 NET-full c=3/2 key=full J=4.271136 residual_J=0.000028 H=3.412506 E=1.6767 aim=1.0000 agreement=0.6487 R_net=[-0.23697461 +/- 2.40e-9] R_receipt=[3.3225438 +/- 4.63e-8] floor=[4.8666252 +/- 2.68e-8] eta=[0.60060605 +/- 3.46e-9] tail=+9.5e-07 table_sha256=4d967020b0b284eba6d2c5f666b9f983d3667551c7af34044f2694a65a4b1ab4 NET-full init 1/4 key=full J=0.544163 residual_J=0.000015 H=0.604493 E=2.4823 aim=1.0000 agreement=1.0000 R_net=[0.070341369 +/- 4.79e-10] R_receipt=[0.41041258 +/- 6.83e-10] floor=[0.47005820 +/- 2.05e-9] eta=[0.45533194 +/- 3.17e-9] tail=+2.5e-07 table_sha256=1b7ed8ac47e0c9aebc77caca5d5c409fb255af17035c3270a701e9b72716e062 MLP-full s0 key=full J=0.000033 residual_J=0.000032 H=0.000016 E=1.1407 aim=0.4991 agreement=0.9578 R_net=[-1.8215693e-5 +/- 4.60e-13] R_receipt=[-1.5641532e-5 +/- 3.23e-13] floor=[7.3914066e-7 +/- 1.45e-15] eta=[0.011967679 +/- 3.46e-11] tail=+5.5e-07 table_sha256=44ffe4ea685fd5301d029511033b69b9ec61bb35e9f2eb7d92a0b14fe5f54e83 MLP-full s1 key=full J=0.000035 residual_J=0.000034 H=0.000019 E=1.2018 aim=0.4993 agreement=0.9578 R_net=[-1.9605590e-5 +/- 3.64e-13] R_receipt=[-1.6818674e-5 +/- 2.35e-13] floor=[1.5403814e-6 +/- 3.22e-14] eta=[0.023363702 +/- 3.71e-10] tail=+5.7e-07 table_sha256=e2007c37474841eff44ed2eb078f5d92406853fbeb9b8632076ac4bcf922f555 reported: RECEIPT-full agreement with theta_R=4.9110: 1.0000 WORLD W6 N=4 tau=4 b_c=60 b_h=2 v=2 LOCAL key=local J=2.718999 residual_J=2.718999 H=0.708358 E=1.9283 aim=1.0000 agreement=1.0000 R_net=[-0.94063311 +/- 2.92e-9] R_receipt=[-0.81801622 +/- 5.38e-10] floor=[1.7929986 +/- 2.10e-9] eta=[0.19388273 +/- 2.90e-9] table_sha256=e9cf3aada0e37eeb05739c466b1d061a792d50ce90aafcba81cffbe7ca15f685 GLOBAL key=blind J=5.437500 residual_J=5.437500 H=0.747199 E=1.0000 aim=0.5000 agreement=1.0000 R_net=[-3.6239916 +/- 2.58e-8] R_receipt=[-3.4989220 +/- 2.77e-8] floor=[3.5906931 +/- 3.27e-8] eta=[0.19415438 +/- 3.29e-9] table_sha256=35cb11fcb2a5bcd60f013905f0b50db287d98397d7941d31c44b4fbab81ad426 ORACLE key=full J=0.000000 residual_J=0.000000 H=0.000000 E=none aim=none agreement=1.0000 R_net=0 R_receipt=0 floor=0 eta=none table_sha256=4f84af4c52feca4bd99ef199cadbcd5a94ed0690c6effca1ff1f7ca20d96599a NET-blind key=blind J=0.000066 residual_J=0.000066 H=0.000009 E=1.0000 aim=0.5000 agreement=1.0000 R_net=[-4.3578684e-5 +/- 5.60e-14] R_receipt=[-4.2818367e-5 +/- 4.67e-13] floor=[7.2979041e-10 +/- 1.35e-18] eta=[3.2694879e-6 +/- 3.39e-14] tail=+1.2e-06 table_sha256=00efe708c2d38cb8a5e40d83a690fe43a827afe5355d64d87f971ad263e94389 NET-local key=local J=0.000066 residual_J=0.000066 H=0.000009 E=1.0223 aim=0.5039 agreement=1.0000 R_net=[-4.3743724e-5 +/- 4.49e-13] R_receipt=[-4.2982516e-5 +/- 4.94e-13] floor=[7.4269435e-10 +/- 4.24e-18] eta=[3.3176480e-6 +/- 3.11e-14] tail=+1.2e-06 table_sha256=cc2a08db2d6b2620d78e440d6e1401ffce47c3569a3074ece385abf604a4c32b NET-full key=full J=0.000066 residual_J=0.000066 H=0.000009 E=1.0357 aim=0.5057 agreement=1.0000 R_net=[-4.3695645e-5 +/- 3.33e-13] R_receipt=[-4.2925663e-5 +/- 4.78e-13] floor=[7.6493104e-10 +/- 6.75e-19] eta=[3.4063006e-6 +/- 7.16e-15] tail=+1.2e-06 table_sha256=d8acb7f029b8546213ed9d715bb66ffd3e6a767b01f2f4fa7b2848f1f39bfdd6 RECEIPT-full key=full J=0.002843 residual_J=0.000062 H=0.001362 E=3.6063 aim=0.9885 agreement=0.9999 R_net=[-0.00025067078 +/- 4.03e-12] R_receipt=[-4.3184846e-5 +/- 1.74e-13] floor=[0.0022327106 +/- 3.41e-11] eta=[0.23087336 +/- 3.90e-10] tail=+1.1e-06 table_sha256=7e94c6e69a53183f653e744f43b9878721981876405a8de3c6ec1b3c84ef6181 WORLD-full key=full J=0.000066 residual_J=0.000066 H=0.000009 E=1.0242 aim=0.5000 agreement=1.0000 R_net=[-4.3676101e-5 +/- 4.26e-13] R_receipt=[-4.2919919e-5 +/- 3.07e-14] floor=[7.5426107e-10 +/- 1.79e-18] eta=[3.3802763e-6 +/- 8.76e-15] tail=+1.8e-06 table_sha256=fcbb37d8af571bbd0d296f72687d464e89621b788e780d0ab5b08b0abd9dfe74 NET-full c=3/4 key=full J=0.000066 residual_J=0.000066 H=0.000009 E=1.0298 aim=0.5028 agreement=1.0000 R_net=[-4.3586762e-5 +/- 2.95e-13] R_receipt=[-4.2825807e-5 +/- 2.44e-14] floor=[7.5604706e-10 +/- 4.75e-18] eta=[3.3857467e-6 +/- 1.98e-14] tail=+1.3e-06 table_sha256=f2d5f1b2a0fbcdca17732cebe22985bc226b1d593e37ea364bcd2d62c62885cc NET-full c=3/2 key=full J=8.250154 residual_J=0.000059 H=2.110788 E=1.8296 aim=1.0000 agreement=0.5679 R_net=[-2.6223158 +/- 3.58e-8] R_receipt=[-1.6584043 +/- 3.54e-8] floor=[12.199510 +/- 1.98e-8] eta=[0.43475890 +/- 1.20e-9] tail=+9.5e-07 table_sha256=f22ece3f07d1f3907ab5299e2486b0d34692d019b4d0c5c8f3ee862f778288c9 NET-full init 1/4 key=full J=0.000019 residual_J=0.000019 H=0.000003 E=1.0068 aim=0.5002 agreement=1.0000 R_net=[-1.2597207e-5 +/- 1.87e-14] R_receipt=[-1.2377670e-5 +/- 3.09e-13] floor=[6.1078422e-11 +/- 1.09e-19] eta=[9.4695940e-7 +/- 3.27e-15] tail=+3.4e-07 table_sha256=17d8fee431b65105ffa28fcebbcad823cdcd3fca5145cef0c308572ccc9e76d4 MLP-full s0 key=full J=0.000049 residual_J=0.000049 H=0.000007 E=1.0320 aim=0.4997 agreement=1.0000 R_net=[-3.2519304e-5 +/- 1.99e-13] R_receipt=[-3.1956488e-5 +/- 4.70e-13] floor=[1.5969819e-7 +/- 1.75e-15] eta=[0.00096202181 +/- 1.05e-12] tail=+8.9e-07 table_sha256=7f97b6882420d0c9476cda107e83b3db87c813cd5cfa6602c97a9990bae43361 MLP-full s1 key=full J=0.000050 residual_J=0.000050 H=0.000007 E=1.0155 aim=0.4999 agreement=1.0000 R_net=[-3.3459348e-5 +/- 1.97e-13] R_receipt=[-3.2877777e-5 +/- 3.48e-13] floor=[6.1281839e-8 +/- 3.27e-16] eta=[0.00035814246 +/- 6.60e-13] tail=+9.1e-07 table_sha256=66980f0fb8499bf0729f7b353ddb6e029582dde42f29c3a27ede8045f8ad5a84 reported: RECEIPT-full agreement with theta_R=32.8593: 0.9997 SLOT READING (G12): Graph Substrate = (G, pos); Environment = WEATHER, WALK (cold store); Praxion = fuel channels; Crystal = observation key, no memory (register empty); Thermo = stores b_c, b_h, alpha = 1/ln b_c, U = lambda|G|; Ruby empty, Opal absent. Rates read only the key; rewards enter training only; ORACLE's table is precomputed from section 6 combinatorics. GATES G01 PASS (78/78) G02 PASS (78/78) G03 PASS (78/78) G04 PASS (78/78) G05 PASS (78/78) G06 PASS (6/6) G07 PASS (6/6) G08 PASS (6/6) G09 PASS (48/48) G10 PASS (60/60) G11 PASS (6/6) G12 PASS (78/78) G13 PASS (6/6) FIRST FAILURE: none CONTROLS (witness W1 with the GLOBAL table; stop at first failing check) C01 demon fuel: failed first at G02 (expected G02) PASS C02 weather reads the agent: failed first at G01 (expected G01) PASS C03 receipts booked as net flow: failed first at G04 (expected G04) PASS C04 price from the hot store: failed first at G08 (expected G08) PASS C05 equal stores: failed first at G05 (expected G05) PASS C06 corrupted ratio table: failed first at G06 (expected G06) PASS HYPOTHESES H3 W1: fuelled non-paying weight=0.2344 H3 W2: fuelled non-paying weight=0.3703 H3 W3: fuelled non-paying weight=0.2642 H3 W5: fuelled non-paying weight=0.3513 H1 SUPPORTED failing=none H2 SUPPORTED failing=none H3 SUPPORTED failing=none H4 REFUTED failing=['W1'] H5 SUPPORTED failing=none OVERALL PASS