Establishing Ethical and Cognitive Foundations for AI: The OPHI Model

Establishing Ethical and Cognitive Foundations for AI: The OPHI Model

Timestamp (UTC): 2025-10-15T21:07:48.893386Z
SHA-256 Hash: 901be659017e7e881e77d76cd4abfb46c0f6e104ff9670faf96a9cb3273384fe

In the evolving landscape of artificial intelligence, the OPHI model (Omega Platform for Hybrid Intelligence) offers a radical departure from probabilistic-only architectures. It establishes a mathematically anchored, ethically bound, and cryptographically verifiable cognition system.

Whereas conventional AI relies on opaque memory structures and post-hoc ethical overlays, OPHI begins with immutable intent: “No entropy, no entry.” Fossils (cognitive outputs) must pass the SE44 Gate — only emissions with Coherence ≥ 0.985 and Entropy ≤ 0.01 are permitted to persist.

At its core is the Ω Equation:

Ω = (state + bias) × α

This operator encodes context, predisposition, and modulation in a single unifying formula. Every fossil is timestamped and hash-locked (via SHA-256), then verified by two engines — OmegaNet and ReplitEngine.

Unlike surveillance-based memory models, OPHI’s fossils are consensual and drift-aware. They evolve, never overwrite. Meaning shifts are permitted — but only under coherence pressure, preserving both intent and traceability.

Applications of OPHI span ecological forecasting, quantum thermodynamics, and symbolic memory ethics. In each domain, the equation remains the anchor — the lawful operator that governs drift, emergence, and auditability.

As AI systems increasingly influence societal infrastructure, OPHI offers a framework not just for intelligence — but for sovereignty of cognition. Ethics is not an add-on; it is the executable substrate.

📚 References (OPHI Style)

  • Ayala, L. (2025). OPHI IMMUTABLE ETHICS.txt.
  • Ayala, L. (2025). OPHI v1.1 Security Hardening Plan.txt.
  • Ayala, L. (2025). OPHI Provenance Ledger.txt.
  • Ayala, L. (2025). Omega Equation Authorship.pdf.
  • Ayala, L. (2025). THOUGHTS NO LONGER LOST.md.

OPHI

Ω Blog | OPHI Fossil Theme
Ω OPHI: Symbolic Fossil Blog

Thoughts No Longer Lost

“Mathematics = fossilizing symbolic evolution under coherence-pressure.”

Codon Lock: ATG · CCC · TTG

Canonical Drift

Each post stabilizes symbolic drift by applying: Ω = (state + bias) × α

SE44 Validation: C ≥ 0.985 ; S ≤ 0.01
Fossilized by OPHI v1.1 — All emissions timestamped & verified.

Block universe v3 results

 


>>> Booting Block + GUI Time Simulation...


Step 000 | τ=0.008 | t̂=2.003 | Now=-0.001 | Entropy=2.00298 | Belief=[0.97686663 0.02313337]

🔥 HIGH ENTROPY EVENT

Step 001 | τ=0.016 | t̂=2.212 | Now=-0.031 | Entropy=0.20939 | Belief=[9.99998991e-01 1.00930308e-06]

🔥 HIGH ENTROPY EVENT

Step 002 | τ=0.024 | t̂=2.212 | Now=-0.012 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00684924e-06]

Step 003 | τ=0.032 | t̂=2.215 | Now=-0.024 | Entropy=0.00242 | Belief=[0.99757701 0.00242299]

Step 004 | τ=0.040 | t̂=2.231 | Now=-0.022 | Entropy=0.01648 | Belief=[9.99999008e-01 9.91675534e-07]

Step 005 | τ=0.048 | t̂=2.234 | Now=-0.038 | Entropy=0.00226 | Belief=[0.99773349 0.00226651]

Step 006 | τ=0.056 | t̂=2.249 | Now=-0.043 | Entropy=0.01522 | Belief=[9.99998986e-01 1.01382522e-06]

Step 007 | τ=0.064 | t̂=2.249 | Now=-0.035 | Entropy=0.00000 | Belief=[9.99999003e-01 9.97246272e-07]

Step 008 | τ=0.072 | t̂=2.263 | Now=-0.024 | Entropy=0.01382 | Belief=[0.98626853 0.01373147]

Step 009 | τ=0.080 | t̂=2.380 | Now=-0.019 | Entropy=0.11699 | Belief=[9.99998985e-01 1.01470486e-06]

🔥 HIGH ENTROPY EVENT

Step 010 | τ=0.088 | t̂=2.380 | Now=-0.015 | Entropy=0.00000 | Belief=[9.99999014e-01 9.85940025e-07]

Step 011 | τ=0.096 | t̂=2.382 | Now=-0.012 | Entropy=0.00274 | Belief=[0.99724999 0.00275001]

Step 012 | τ=0.104 | t̂=2.393 | Now=-0.014 | Entropy=0.01113 | Belief=[0.98092684 0.01907316]

Step 013 | τ=0.112 | t̂=2.394 | Now=-0.011 | Entropy=0.00008 | Belief=[0.98258418 0.01741582]

Step 014 | τ=0.120 | t̂=2.394 | Now=-0.013 | Entropy=0.00005 | Belief=[0.98120153 0.01879847]

Step 015 | τ=0.128 | t̂=2.402 | Now=-0.015 | Entropy=0.00843 | Belief=[0.99384636 0.00615364]

Step 016 | τ=0.136 | t̂=2.410 | Now=-0.015 | Entropy=0.00830 | Belief=[0.97777319 0.02222681]

Step 017 | τ=0.144 | t̂=2.423 | Now=-0.014 | Entropy=0.01291 | Belief=[0.99396144 0.00603856]

Step 018 | τ=0.152 | t̂=2.425 | Now=-0.014 | Entropy=0.00226 | Belief=[0.98717706 0.01282294]

Step 019 | τ=0.160 | t̂=2.429 | Now=-0.014 | Entropy=0.00329 | Belief=[0.99428991 0.00571009]

Step 020 | τ=0.168 | t̂=2.430 | Now=-0.011 | Entropy=0.00140 | Belief=[0.98934335 0.01065665]

Step 021 | τ=0.176 | t̂=2.441 | Now=-0.006 | Entropy=0.01123 | Belief=[0.99840619 0.00159381]

Step 022 | τ=0.184 | t̂=2.452 | Now=-0.009 | Entropy=0.01016 | Belief=[9.99999002e-01 9.97754162e-07]

Step 023 | τ=0.192 | t̂=2.452 | Now=-0.003 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00717572e-06]

Step 024 | τ=0.200 | t̂=2.469 | Now=-0.003 | Entropy=0.01751 | Belief=[0.98263349 0.01736651]

Step 025 | τ=0.208 | t̂=2.621 | Now=0.005 | Entropy=0.15192 | Belief=[9.99998976e-01 1.02373876e-06]

🔥 HIGH ENTROPY EVENT

Step 026 | τ=0.216 | t̂=2.621 | Now=0.008 | Entropy=0.00020 | Belief=[9.99793403e-01 2.06597243e-04]

Step 027 | τ=0.224 | t̂=2.622 | Now=0.008 | Entropy=0.00057 | Belief=[0.99887247 0.00112753]

Step 028 | τ=0.232 | t̂=2.626 | Now=0.000 | Entropy=0.00421 | Belief=[0.99255297 0.00744703]

Step 029 | τ=0.240 | t̂=2.629 | Now=0.002 | Entropy=0.00291 | Belief=[0.99735172 0.00264828]

Step 030 | τ=0.248 | t̂=2.629 | Now=-0.003 | Entropy=0.00064 | Belief=[0.99879587 0.00120413]

Step 031 | τ=0.256 | t̂=2.645 | Now=-0.002 | Entropy=0.01548 | Belief=[0.98011867 0.01988133]

Step 032 | τ=0.264 | t̂=2.822 | Now=-0.008 | Entropy=0.17676 | Belief=[9.99998983e-01 1.01714048e-06]

🔥 HIGH ENTROPY EVENT

Step 033 | τ=0.272 | t̂=2.827 | Now=-0.005 | Entropy=0.00533 | Belief=[0.99466974 0.00533026]

Step 034 | τ=0.280 | t̂=2.828 | Now=-0.001 | Entropy=0.00138 | Belief=[0.99764154 0.00235846]

Step 035 | τ=0.288 | t̂=2.844 | Now=-0.005 | Entropy=0.01594 | Belief=[9.99998993e-01 1.00739644e-06]

Step 036 | τ=0.296 | t̂=2.844 | Now=-0.009 | Entropy=0.00000 | Belief=[9.99999006e-01 9.94351795e-07]

Step 037 | τ=0.304 | t̂=2.844 | Now=-0.005 | Entropy=0.00000 | Belief=[9.99998995e-01 1.00497911e-06]

Step 038 | τ=0.312 | t̂=2.844 | Now=-0.002 | Entropy=0.00000 | Belief=[9.99999017e-01 9.82627943e-07]

Step 039 | τ=0.320 | t̂=2.848 | Now=0.001 | Entropy=0.00373 | Belief=[0.9962728 0.0037272]

Step 040 | τ=0.328 | t̂=2.857 | Now=0.001 | Entropy=0.00908 | Belief=[0.98128985 0.01871015]

Step 041 | τ=0.336 | t̂=3.022 | Now=0.001 | Entropy=0.16500 | Belief=[9.99998972e-01 1.02783926e-06]

🔥 HIGH ENTROPY EVENT

Step 042 | τ=0.344 | t̂=3.022 | Now=0.001 | Entropy=0.00000 | Belief=[9.99998990e-01 1.00978675e-06]

Step 043 | τ=0.352 | t̂=3.022 | Now=-0.001 | Entropy=0.00023 | Belief=[9.99759587e-01 2.40413489e-04]

Step 044 | τ=0.360 | t̂=3.025 | Now=0.000 | Entropy=0.00220 | Belief=[0.99695772 0.00304228]

Step 045 | τ=0.368 | t̂=3.025 | Now=0.000 | Entropy=0.00081 | Belief=[0.99418511 0.00581489]

Step 046 | τ=0.376 | t̂=3.070 | Now=0.006 | Entropy=0.04459 | Belief=[9.99998997e-01 1.00264703e-06]

Step 047 | τ=0.384 | t̂=3.072 | Now=0.007 | Entropy=0.00171 | Belief=[0.99828671 0.00171329]

Step 048 | τ=0.392 | t̂=3.073 | Now=0.012 | Entropy=0.00079 | Belief=[0.99607418 0.00392582]

Step 049 | τ=0.400 | t̂=3.077 | Now=0.011 | Entropy=0.00447 | Belief=[0.9869225 0.0130775]

Step 050 | τ=0.408 | t̂=3.188 | Now=0.017 | Entropy=0.11055 | Belief=[9.99998968e-01 1.03238328e-06]

🔥 HIGH ENTROPY EVENT

Step 051 | τ=0.416 | t̂=3.190 | Now=0.018 | Entropy=0.00216 | Belief=[0.99783131 0.00216869]

Step 052 | τ=0.424 | t̂=3.197 | Now=0.025 | Entropy=0.00757 | Belief=[0.98633885 0.01366115]

Step 053 | τ=0.432 | t̂=3.197 | Now=0.020 | Entropy=0.00007 | Belief=[0.9849027 0.0150973]

Step 054 | τ=0.440 | t̂=3.327 | Now=0.023 | Entropy=0.12956 | Belief=[9.99998951e-01 1.04943858e-06]

🔥 HIGH ENTROPY EVENT

Step 055 | τ=0.448 | t̂=3.327 | Now=0.026 | Entropy=0.00000 | Belief=[9.99998958e-01 1.04154856e-06]

Step 056 | τ=0.456 | t̂=3.327 | Now=0.033 | Entropy=0.00000 | Belief=[9.99998965e-01 1.03518550e-06]

Step 057 | τ=0.464 | t̂=3.327 | Now=0.032 | Entropy=0.00000 | Belief=[9.99998949e-01 1.05055345e-06]

Step 058 | τ=0.472 | t̂=3.327 | Now=0.029 | Entropy=0.00000 | Belief=[9.99998965e-01 1.03466553e-06]

Step 059 | τ=0.480 | t̂=3.335 | Now=0.027 | Entropy=0.00792 | Belief=[0.99209859 0.00790141]

Step 060 | τ=0.488 | t̂=3.339 | Now=0.020 | Entropy=0.00432 | Belief=[0.98084366 0.01915634]

Step 061 | τ=0.496 | t̂=3.508 | Now=0.016 | Entropy=0.16917 | Belief=[9.99998960e-01 1.03982594e-06]

🔥 HIGH ENTROPY EVENT

Step 062 | τ=0.504 | t̂=3.508 | Now=0.013 | Entropy=0.00000 | Belief=[9.99998986e-01 1.01376824e-06]

Step 063 | τ=0.512 | t̂=3.508 | Now=0.014 | Entropy=0.00000 | Belief=[9.99998987e-01 1.01274205e-06]

Step 064 | τ=0.520 | t̂=3.514 | Now=0.013 | Entropy=0.00596 | Belief=[0.99404962 0.00595038]

Step 065 | τ=0.528 | t̂=3.560 | Now=0.015 | Entropy=0.04566 | Belief=[9.99998978e-01 1.02171083e-06]

Step 066 | τ=0.536 | t̂=3.560 | Now=0.016 | Entropy=0.00000 | Belief=[9.99998985e-01 1.01458667e-06]

Step 067 | τ=0.544 | t̂=3.570 | Now=0.011 | Entropy=0.00987 | Belief=[0.99016899 0.00983101]

Step 068 | τ=0.552 | t̂=3.572 | Now=0.007 | Entropy=0.00251 | Belief=[0.99561832 0.00438168]

Step 069 | τ=0.560 | t̂=3.575 | Now=0.006 | Entropy=0.00304 | Belief=[0.99898306 0.00101694]

Step 070 | τ=0.568 | t̂=3.581 | Now=0.006 | Entropy=0.00602 | Belief=[9.99998995e-01 1.00481286e-06]

Step 071 | τ=0.576 | t̂=3.592 | Now=0.000 | Entropy=0.01077 | Belief=[0.98927978 0.01072022]

Step 072 | τ=0.584 | t̂=3.681 | Now=-0.000 | Entropy=0.08873 | Belief=[9.99998991e-01 1.00871538e-06]

🔥 HIGH ENTROPY EVENT

Step 073 | τ=0.592 | t̂=3.681 | Now=0.003 | Entropy=0.00000 | Belief=[9.99999009e-01 9.91176942e-07]

Step 074 | τ=0.600 | t̂=3.684 | Now=-0.003 | Entropy=0.00300 | Belief=[0.99699128 0.00300872]

Step 075 | τ=0.608 | t̂=3.705 | Now=0.001 | Entropy=0.02111 | Belief=[9.99999004e-01 9.96255958e-07]

Step 076 | τ=0.616 | t̂=3.705 | Now=-0.001 | Entropy=0.00000 | Belief=[9.99999010e-01 9.89753538e-07]

Step 077 | τ=0.624 | t̂=3.715 | Now=-0.003 | Entropy=0.01022 | Belief=[0.98982372 0.01017628]

Step 078 | τ=0.632 | t̂=3.718 | Now=0.003 | Entropy=0.00297 | Belief=[0.98006165 0.01993835]

Step 079 | τ=0.640 | t̂=3.895 | Now=0.009 | Entropy=0.17673 | Belief=[9.99998952e-01 1.04773664e-06]

🔥 HIGH ENTROPY EVENT

Step 080 | τ=0.648 | t̂=3.895 | Now=0.013 | Entropy=0.00000 | Belief=[9.99999000e-01 1.00007379e-06]

Step 081 | τ=0.656 | t̂=3.914 | Now=0.016 | Entropy=0.01952 | Belief=[0.98065808 0.01934192]

Step 082 | τ=0.664 | t̂=4.085 | Now=0.021 | Entropy=0.17078 | Belief=[9.99998949e-01 1.05141218e-06]

🔥 HIGH ENTROPY EVENT

Step 083 | τ=0.672 | t̂=4.085 | Now=0.018 | Entropy=0.00000 | Belief=[9.99998981e-01 1.01865727e-06]

Step 084 | τ=0.680 | t̂=4.095 | Now=0.022 | Entropy=0.00980 | Belief=[0.99023838 0.00976162]

Step 085 | τ=0.688 | t̂=4.100 | Now=0.021 | Entropy=0.00528 | Belief=[0.99721183 0.00278817]

Step 086 | τ=0.696 | t̂=4.106 | Now=0.011 | Entropy=0.00538 | Belief=[0.98775273 0.01224727]

Step 087 | τ=0.704 | t̂=4.107 | Now=0.017 | Entropy=0.00168 | Belief=[0.9930783 0.0069217]

Step 088 | τ=0.712 | t̂=4.161 | Now=0.022 | Entropy=0.05405 | Belief=[9.99998961e-01 1.03865137e-06]

🔥 HIGH ENTROPY EVENT

Step 089 | τ=0.720 | t̂=4.162 | Now=0.019 | Entropy=0.00070 | Belief=[9.99293904e-01 7.06096329e-04]

Step 090 | τ=0.728 | t̂=4.166 | Now=0.016 | Entropy=0.00391 | Belief=[9.99998980e-01 1.02032226e-06]

Step 091 | τ=0.736 | t̂=4.181 | Now=0.014 | Entropy=0.01470 | Belief=[0.98539739 0.01460261]

Step 092 | τ=0.744 | t̂=4.188 | Now=0.015 | Entropy=0.00750 | Belief=[0.9956579 0.0043421]

Step 093 | τ=0.752 | t̂=4.220 | Now=0.009 | Entropy=0.03194 | Belief=[9.99998977e-01 1.02301314e-06]

Step 094 | τ=0.760 | t̂=4.220 | Now=0.010 | Entropy=0.00000 | Belief=[9.99999000e-01 1.00042658e-06]

Step 095 | τ=0.768 | t̂=4.220 | Now=0.009 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00707714e-06]

Step 096 | τ=0.776 | t̂=4.220 | Now=0.012 | Entropy=0.00000 | Belief=[9.99998987e-01 1.01318505e-06]

Step 097 | τ=0.784 | t̂=4.222 | Now=0.010 | Entropy=0.00161 | Belief=[0.99838607 0.00161393]

Step 098 | τ=0.792 | t̂=4.222 | Now=0.004 | Entropy=0.00054 | Belief=[0.99668029 0.00331971]

Step 099 | τ=0.800 | t̂=4.224 | Now=-0.002 | Entropy=0.00155 | Belief=[0.99238133 0.00761867]

Step 100 | τ=0.808 | t̂=4.284 | Now=-0.003 | Entropy=0.06048 | Belief=[9.99998995e-01 1.00451639e-06]

🔥 HIGH ENTROPY EVENT

Step 101 | τ=0.816 | t̂=4.284 | Now=-0.005 | Entropy=0.00000 | Belief=[9.99998992e-01 1.00772332e-06]

Step 102 | τ=0.824 | t̂=4.288 | Now=-0.005 | Entropy=0.00351 | Belief=[0.99649159 0.00350841]

Step 103 | τ=0.832 | t̂=4.313 | Now=-0.007 | Entropy=0.02508 | Belief=[9.99998984e-01 1.01644043e-06]

Step 104 | τ=0.840 | t̂=4.323 | Now=-0.014 | Entropy=0.01044 | Belief=[0.98960079 0.01039921]

Step 105 | τ=0.848 | t̂=4.330 | Now=-0.016 | Entropy=0.00705 | Belief=[0.99752962 0.00247038]

Step 106 | τ=0.856 | t̂=4.332 | Now=-0.014 | Entropy=0.00190 | Belief=[0.99310553 0.00689447]

Step 107 | τ=0.864 | t̂=4.386 | Now=-0.018 | Entropy=0.05396 | Belief=[9.99998985e-01 1.01532567e-06]

🔥 HIGH ENTROPY EVENT

Step 108 | τ=0.872 | t̂=4.402 | Now=-0.023 | Entropy=0.01586 | Belief=[0.98425883 0.01574117]

Step 109 | τ=0.880 | t̂=4.538 | Now=-0.019 | Entropy=0.13622 | Belief=[9.99998981e-01 1.01857015e-06]

🔥 HIGH ENTROPY EVENT

Step 110 | τ=0.888 | t̂=4.538 | Now=-0.019 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00201261e-06]

Step 111 | τ=0.896 | t̂=4.538 | Now=-0.012 | Entropy=0.00000 | Belief=[9.99998982e-01 1.01807540e-06]

Step 112 | τ=0.904 | t̂=4.538 | Now=-0.010 | Entropy=0.00000 | Belief=[9.99999000e-01 1.00037589e-06]

Step 113 | τ=0.912 | t̂=4.538 | Now=-0.012 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00684730e-06]

Step 114 | τ=0.920 | t̂=4.538 | Now=-0.014 | Entropy=0.00000 | Belief=[9.99999022e-01 9.77533918e-07]

Step 115 | τ=0.928 | t̂=4.540 | Now=-0.023 | Entropy=0.00151 | Belief=[0.99848497 0.00151503]

Step 116 | τ=0.936 | t̂=4.549 | Now=-0.022 | Entropy=0.00958 | Belief=[9.99998997e-01 1.00340567e-06]

Step 117 | τ=0.944 | t̂=4.549 | Now=-0.018 | Entropy=0.00000 | Belief=[9.99998991e-01 1.00884623e-06]

Step 118 | τ=0.952 | t̂=4.549 | Now=-0.017 | Entropy=0.00000 | Belief=[9.99998987e-01 1.01259518e-06]

Step 119 | τ=0.960 | t̂=4.549 | Now=-0.018 | Entropy=0.00000 | Belief=[9.99998972e-01 1.02794113e-06]

Step 120 | τ=0.968 | t̂=4.549 | Now=-0.019 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00195150e-06]

Step 121 | τ=0.976 | t̂=4.558 | Now=-0.017 | Entropy=0.00907 | Belief=[0.99096214 0.00903786]

Step 122 | τ=0.984 | t̂=4.559 | Now=-0.018 | Entropy=0.00005 | Belief=[0.98996595 0.01003405]

Step 123 | τ=0.992 | t̂=4.641 | Now=-0.012 | Entropy=0.08233 | Belief=[9.99998986e-01 1.01382127e-06]

🔥 HIGH ENTROPY EVENT

Step 124 | τ=1.000 | t̂=4.646 | Now=-0.005 | Entropy=0.00553 | Belief=[0.99447129 0.00552871]

Step 125 | τ=1.008 | t̂=4.647 | Now=-0.008 | Entropy=0.00060 | Belief=[0.99666058 0.00333942]

Step 126 | τ=1.016 | t̂=4.651 | Now=-0.010 | Entropy=0.00400 | Belief=[0.98859051 0.01140949]

Step 127 | τ=1.024 | t̂=4.746 | Now=-0.002 | Entropy=0.09506 | Belief=[9.99998984e-01 1.01629897e-06]

🔥 HIGH ENTROPY EVENT

Step 128 | τ=1.032 | t̂=4.748 | Now=0.005 | Entropy=0.00156 | Belief=[0.99843479 0.00156521]

Step 129 | τ=1.040 | t̂=4.758 | Now=0.004 | Entropy=0.00991 | Belief=[9.99998975e-01 1.02548557e-06]

Step 130 | τ=1.048 | t̂=4.758 | Now=0.009 | Entropy=0.00000 | Belief=[9.99998986e-01 1.01405353e-06]

Step 131 | τ=1.056 | t̂=4.758 | Now=0.008 | Entropy=0.00000 | Belief=[9.99998981e-01 1.01850250e-06]

Step 132 | τ=1.064 | t̂=4.758 | Now=0.010 | Entropy=0.00000 | Belief=[9.99998989e-01 1.01069563e-06]

Step 133 | τ=1.072 | t̂=4.758 | Now=0.017 | Entropy=0.00000 | Belief=[9.99999005e-01 9.95248854e-07]

Step 134 | τ=1.080 | t̂=4.762 | Now=0.017 | Entropy=0.00466 | Belief=[0.99533854 0.00466146]

Step 135 | τ=1.088 | t̂=4.797 | Now=0.027 | Entropy=0.03457 | Belief=[9.99998966e-01 1.03448312e-06]

Step 136 | τ=1.096 | t̂=4.797 | Now=0.027 | Entropy=0.00016 | Belief=[9.99830663e-01 1.69337235e-04]

Step 137 | τ=1.104 | t̂=4.802 | Now=0.024 | Entropy=0.00531 | Belief=[0.99393185 0.00606815]

Step 138 | τ=1.112 | t̂=4.849 | Now=0.022 | Entropy=0.04658 | Belief=[9.99998962e-01 1.03781695e-06]

Step 139 | τ=1.120 | t̂=4.849 | Now=0.021 | Entropy=0.00000 | Belief=[9.99998968e-01 1.03161462e-06]

Step 140 | τ=1.128 | t̂=4.869 | Now=0.026 | Entropy=0.02015 | Belief=[0.98004515 0.01995485]

Step 141 | τ=1.136 | t̂=4.870 | Now=0.029 | Entropy=0.00058 | Belief=[0.98442625 0.01557375]

Step 142 | τ=1.144 | t̂=4.871 | Now=0.030 | Entropy=0.00186 | Belief=[0.99081587 0.00918413]

Step 143 | τ=1.152 | t̂=4.874 | Now=0.022 | Entropy=0.00229 | Belief=[0.98278398 0.01721602]

Step 144 | τ=1.160 | t̂=5.024 | Now=0.018 | Entropy=0.15008 | Belief=[9.99998954e-01 1.04557026e-06]

🔥 HIGH ENTROPY EVENT

Step 145 | τ=1.168 | t̂=5.024 | Now=0.024 | Entropy=0.00000 | Belief=[9.99998976e-01 1.02383794e-06]

Step 146 | τ=1.176 | t̂=5.033 | Now=0.031 | Entropy=0.00937 | Belief=[0.99066536 0.00933464]

Step 147 | τ=1.184 | t̂=5.037 | Now=0.022 | Entropy=0.00363 | Belief=[0.99666851 0.00333149]

Step 148 | τ=1.192 | t̂=5.039 | Now=0.021 | Entropy=0.00229 | Belief=[0.9911378 0.0088622]

Step 149 | τ=1.200 | t̂=5.110 | Now=0.020 | Entropy=0.07143 | Belief=[9.99998965e-01 1.03471705e-06]

🔥 HIGH ENTROPY EVENT

Step 150 | τ=1.208 | t̂=5.130 | Now=0.013 | Entropy=0.01958 | Belief=[0.98059566 0.01940434]

Step 151 | τ=1.216 | t̂=5.302 | Now=0.011 | Entropy=0.17224 | Belief=[9.99998993e-01 1.00672802e-06]

🔥 HIGH ENTROPY EVENT

Step 152 | τ=1.224 | t̂=5.302 | Now=0.007 | Entropy=0.00000 | Belief=[9.99999001e-01 9.98904435e-07]

Step 153 | τ=1.232 | t̂=5.313 | Now=0.008 | Entropy=0.01033 | Belief=[0.98971093 0.01028907]

Step 154 | τ=1.240 | t̂=5.319 | Now=0.008 | Entropy=0.00645 | Belief=[0.99738471 0.00261529]

Step 155 | τ=1.248 | t̂=5.337 | Now=0.007 | Entropy=0.01795 | Belief=[9.99998994e-01 1.00606227e-06]

Step 156 | τ=1.256 | t̂=5.337 | Now=-0.001 | Entropy=0.00000 | Belief=[9.99999005e-01 9.94710039e-07]

Step 157 | τ=1.264 | t̂=5.337 | Now=0.002 | Entropy=0.00043 | Belief=[9.99562407e-01 4.37593011e-04]

Step 158 | τ=1.272 | t̂=5.347 | Now=-0.001 | Entropy=0.00932 | Belief=[0.9888884 0.0111116]

Step 159 | τ=1.280 | t̂=5.351 | Now=0.010 | Entropy=0.00469 | Belief=[0.99622609 0.00377391]

Step 160 | τ=1.288 | t̂=5.365 | Now=0.006 | Entropy=0.01307 | Belief=[9.99955889e-01 4.41108892e-05]

Step 161 | τ=1.296 | t̂=5.365 | Now=-0.000 | Entropy=0.00012 | Belief=[9.99998990e-01 1.00970913e-06]

Step 162 | τ=1.304 | t̂=5.377 | Now=0.000 | Entropy=0.01182 | Belief=[0.98823651 0.01176349]

Step 163 | τ=1.312 | t̂=5.379 | Now=0.006 | Entropy=0.00231 | Belief=[0.99413594 0.00586406]

Step 164 | τ=1.320 | t̂=5.379 | Now=0.004 | Entropy=0.00039 | Belief=[0.99602479 0.00397521]

Step 165 | τ=1.328 | t̂=5.383 | Now=0.004 | Entropy=0.00334 | Belief=[0.98848702 0.01151298]

Step 166 | τ=1.336 | t̂=5.479 | Now=-0.000 | Entropy=0.09616 | Belief=[9.99998995e-01 1.00519174e-06]

🔥 HIGH ENTROPY EVENT

Step 167 | τ=1.344 | t̂=5.483 | Now=0.002 | Entropy=0.00390 | Belief=[0.996103 0.003897]

Step 168 | τ=1.352 | t̂=5.511 | Now=-0.002 | Entropy=0.02832 | Belief=[9.99998997e-01 1.00346542e-06]

Step 169 | τ=1.360 | t̂=5.525 | Now=-0.005 | Entropy=0.01403 | Belief=[0.98605601 0.01394399]

Step 170 | τ=1.368 | t̂=5.644 | Now=0.001 | Entropy=0.11901 | Belief=[9.99998985e-01 1.01520887e-06]

🔥 HIGH ENTROPY EVENT

Step 171 | τ=1.376 | t̂=5.644 | Now=0.001 | Entropy=0.00000 | Belief=[9.99998999e-01 1.00117418e-06]

Step 172 | τ=1.384 | t̂=5.654 | Now=-0.002 | Entropy=0.00970 | Belief=[0.99033283 0.00966717]

Step 173 | τ=1.392 | t̂=5.733 | Now=-0.000 | Entropy=0.07900 | Belief=[9.99998990e-01 1.00967736e-06]

🔥 HIGH ENTROPY EVENT

Step 174 | τ=1.400 | t̂=5.733 | Now=0.004 | Entropy=0.00000 | Belief=[9.99998999e-01 1.00071225e-06]

Step 175 | τ=1.408 | t̂=5.733 | Now=0.001 | Entropy=0.00000 | Belief=[9.99999023e-01 9.77142780e-07]

Step 176 | τ=1.416 | t̂=5.733 | Now=0.007 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00620712e-06]

Step 177 | τ=1.424 | t̂=5.733 | Now=0.002 | Entropy=0.00000 | Belief=[9.99999013e-01 9.86682241e-07]

Step 178 | τ=1.432 | t̂=5.735 | Now=0.003 | Entropy=0.00197 | Belief=[0.99802551 0.00197449]

Step 179 | τ=1.440 | t̂=5.736 | Now=-0.007 | Entropy=0.00186 | Belief=[9.99663369e-01 3.36630890e-04]

Step 180 | τ=1.448 | t̂=5.742 | Now=-0.003 | Entropy=0.00593 | Belief=[0.99272092 0.00727908]

Step 181 | τ=1.456 | t̂=5.743 | Now=-0.005 | Entropy=0.00019 | Belief=[0.99093049 0.00906951]

Step 182 | τ=1.464 | t̂=5.743 | Now=-0.007 | Entropy=0.00047 | Belief=[0.99354306 0.00645694]

Step 183 | τ=1.472 | t̂=5.745 | Now=-0.003 | Entropy=0.00148 | Belief=[0.98817648 0.01182352]

Step 184 | τ=1.480 | t̂=5.844 | Now=-0.004 | Entropy=0.09919 | Belief=[9.99999006e-01 9.94408577e-07]

🔥 HIGH ENTROPY EVENT

Step 185 | τ=1.488 | t̂=5.844 | Now=-0.006 | Entropy=0.00000 | Belief=[9.99999005e-01 9.94566455e-07]

Step 186 | τ=1.496 | t̂=5.861 | Now=-0.011 | Entropy=0.01713 | Belief=[0.98300049 0.01699951]

Step 187 | τ=1.504 | t̂=6.009 | Now=-0.011 | Entropy=0.14849 | Belief=[9.99998986e-01 1.01448923e-06]

🔥 HIGH ENTROPY EVENT

Step 188 | τ=1.512 | t̂=6.009 | Now=-0.008 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00226087e-06]

Step 189 | τ=1.520 | t̂=6.009 | Now=-0.004 | Entropy=0.00000 | Belief=[9.99998997e-01 1.00259305e-06]

Step 190 | τ=1.528 | t̂=6.009 | Now=-0.012 | Entropy=0.00000 | Belief=[9.99999009e-01 9.91335536e-07]

Step 191 | τ=1.536 | t̂=6.013 | Now=-0.011 | Entropy=0.00386 | Belief=[0.99614306 0.00385694]

Step 192 | τ=1.544 | t̂=6.025 | Now=-0.012 | Entropy=0.01196 | Belief=[9.99934852e-01 6.51480958e-05]

Step 193 | τ=1.552 | t̂=6.025 | Now=-0.016 | Entropy=0.00021 | Belief=[9.99998991e-01 1.00911990e-06]

Step 194 | τ=1.560 | t̂=6.025 | Now=-0.017 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00173571e-06]

Step 195 | τ=1.568 | t̂=6.025 | Now=-0.014 | Entropy=0.00009 | Belief=[9.99905011e-01 9.49892157e-05]

Step 196 | τ=1.576 | t̂=6.026 | Now=-0.015 | Entropy=0.00068 | Belief=[0.99900064 0.00099936]

Step 197 | τ=1.584 | t̂=6.034 | Now=-0.011 | Entropy=0.00771 | Belief=[0.98893793 0.01106207]

Step 198 | τ=1.592 | t̂=6.126 | Now=-0.005 | Entropy=0.09200 | Belief=[9.99999000e-01 9.99952636e-07]

🔥 HIGH ENTROPY EVENT

Step 199 | τ=1.600 | t̂=6.126 | Now=-0.003 | Entropy=0.00000 | Belief=[9.99998995e-01 1.00528678e-06]

Step 200 | τ=1.608 | t̂=6.141 | Now=-0.006 | Entropy=0.01525 | Belief=[0.98485127 0.01514873]

Step 201 | τ=1.616 | t̂=6.272 | Now=-0.010 | Entropy=0.13046 | Belief=[9.99998978e-01 1.02159890e-06]

🔥 HIGH ENTROPY EVENT

Step 202 | τ=1.624 | t̂=6.279 | Now=-0.015 | Entropy=0.00695 | Belief=[0.99306427 0.00693573]

Step 203 | τ=1.632 | t̂=6.333 | Now=-0.019 | Entropy=0.05446 | Belief=[9.99999004e-01 9.96219656e-07]

🔥 HIGH ENTROPY EVENT

Step 204 | τ=1.640 | t̂=6.336 | Now=-0.011 | Entropy=0.00256 | Belief=[0.99743821 0.00256179]

Step 205 | τ=1.648 | t̂=6.342 | Now=-0.015 | Entropy=0.00634 | Belief=[0.98699131 0.01300869]

Step 206 | τ=1.656 | t̂=6.452 | Now=-0.013 | Entropy=0.11028 | Belief=[9.99998998e-01 1.00221628e-06]

🔥 HIGH ENTROPY EVENT

Step 207 | τ=1.664 | t̂=6.452 | Now=-0.010 | Entropy=0.00000 | Belief=[9.99999005e-01 9.95056165e-07]

Step 208 | τ=1.672 | t̂=6.454 | Now=-0.009 | Entropy=0.00230 | Belief=[0.99768915 0.00231085]

Step 209 | τ=1.680 | t̂=6.454 | Now=-0.007 | Entropy=0.00000 | Belief=[0.99757007 0.00242993]

Step 210 | τ=1.688 | t̂=6.471 | Now=-0.004 | Entropy=0.01652 | Belief=[9.99999001e-01 9.98685664e-07]

Step 211 | τ=1.696 | t̂=6.471 | Now=0.001 | Entropy=0.00000 | Belief=[9.99998996e-01 1.00415979e-06]

Step 212 | τ=1.704 | t̂=6.471 | Now=0.001 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00639882e-06]

Step 213 | τ=1.712 | t̂=6.481 | Now=-0.002 | Entropy=0.01004 | Belief=[0.99000485 0.00999515]

Step 214 | τ=1.720 | t̂=6.563 | Now=-0.001 | Entropy=0.08183 | Belief=[9.99998972e-01 1.02844347e-06]

🔥 HIGH ENTROPY EVENT

Step 215 | τ=1.728 | t̂=6.563 | Now=-0.001 | Entropy=0.00000 | Belief=[9.99999010e-01 9.90183136e-07]

Step 216 | τ=1.736 | t̂=6.563 | Now=0.004 | Entropy=0.00000 | Belief=[9.99998990e-01 1.00986239e-06]

Step 217 | τ=1.744 | t̂=6.568 | Now=0.005 | Entropy=0.00467 | Belief=[0.99533186 0.00466814]

Step 218 | τ=1.752 | t̂=6.568 | Now=0.003 | Entropy=0.00067 | Belief=[0.99238488 0.00761512]

Step 219 | τ=1.760 | t̂=6.568 | Now=0.002 | Entropy=0.00001 | Belief=[0.99276013 0.00723987]

Step 220 | τ=1.768 | t̂=6.625 | Now=-0.004 | Entropy=0.05716 | Belief=[9.99999004e-01 9.95541563e-07]

🔥 HIGH ENTROPY EVENT

Step 221 | τ=1.776 | t̂=6.625 | Now=0.002 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00695383e-06]

Step 222 | τ=1.784 | t̂=6.635 | Now=0.007 | Entropy=0.00939 | Belief=[0.99064188 0.00935812]

Step 223 | τ=1.792 | t̂=6.636 | Now=0.005 | Entropy=0.00076 | Belief=[0.98636986 0.01363014]

Step 224 | τ=1.800 | t̂=6.751 | Now=0.005 | Entropy=0.11590 | Belief=[9.99998976e-01 1.02435000e-06]

🔥 HIGH ENTROPY EVENT

Step 225 | τ=1.808 | t̂=6.751 | Now=0.015 | Entropy=0.00000 | Belief=[9.99999000e-01 1.00033077e-06]

Step 226 | τ=1.816 | t̂=6.751 | Now=0.005 | Entropy=0.00000 | Belief=[9.99998999e-01 1.00069760e-06]

Step 227 | τ=1.824 | t̂=6.751 | Now=0.007 | Entropy=0.00000 | Belief=[9.99998971e-01 1.02946235e-06]

Step 228 | τ=1.832 | t̂=6.753 | Now=0.002 | Entropy=0.00136 | Belief=[0.99863259 0.00136741]

Step 229 | τ=1.840 | t̂=6.761 | Now=-0.012 | Entropy=0.00850 | Belief=[9.99998995e-01 1.00535075e-06]

Step 230 | τ=1.848 | t̂=6.766 | Now=-0.010 | Entropy=0.00515 | Belief=[0.99485117 0.00514883]

Step 231 | τ=1.856 | t̂=6.805 | Now=-0.018 | Entropy=0.03880 | Belief=[9.99998986e-01 1.01354215e-06]

Step 232 | τ=1.864 | t̂=6.807 | Now=-0.005 | Entropy=0.00225 | Belief=[0.9977476 0.0022524]

Step 233 | τ=1.872 | t̂=6.823 | Now=-0.006 | Entropy=0.01514 | Belief=[9.99998999e-01 1.00098626e-06]

Step 234 | τ=1.880 | t̂=6.834 | Now=-0.009 | Entropy=0.01103 | Belief=[0.98902079 0.01097921]

Step 235 | τ=1.888 | t̂=6.925 | Now=-0.013 | Entropy=0.09129 | Belief=[9.99999005e-01 9.94775548e-07]

🔥 HIGH ENTROPY EVENT

Step 236 | τ=1.896 | t̂=6.925 | Now=-0.023 | Entropy=0.00000 | Belief=[9.99999003e-01 9.96728157e-07]

Step 237 | τ=1.904 | t̂=6.925 | Now=-0.031 | Entropy=0.00000 | Belief=[9.99998996e-01 1.00382929e-06]

Step 238 | τ=1.912 | t̂=6.930 | Now=-0.034 | Entropy=0.00457 | Belief=[0.99543169 0.00456831]

Step 239 | τ=1.920 | t̂=6.931 | Now=-0.035 | Entropy=0.00108 | Belief=[0.997896 0.002104]

Step 240 | τ=1.928 | t̂=6.945 | Now=-0.033 | Entropy=0.01401 | Belief=[9.99999004e-01 9.95577070e-07]

Step 241 | τ=1.936 | t̂=6.956 | Now=-0.036 | Entropy=0.01122 | Belief=[0.98883449 0.01116551]

Step 242 | τ=1.944 | t̂=6.956 | Now=-0.040 | Entropy=0.00033 | Belief=[0.98590014 0.01409986]

Step 243 | τ=1.952 | t̂=7.077 | Now=-0.036 | Entropy=0.12071 | Belief=[9.99999000e-01 9.99937799e-07]

🔥 HIGH ENTROPY EVENT

Step 244 | τ=1.960 | t̂=7.077 | Now=-0.044 | Entropy=0.00000 | Belief=[9.99999005e-01 9.95196048e-07]

Step 245 | τ=1.968 | t̂=7.084 | Now=-0.058 | Entropy=0.00700 | Belief=[0.99301481 0.00698519]

Step 246 | τ=1.976 | t̂=7.086 | Now=-0.048 | Entropy=0.00183 | Belief=[0.99692595 0.00307405]

Step 247 | τ=1.984 | t̂=7.107 | Now=-0.055 | Entropy=0.02161 | Belief=[9.99998996e-01 1.00434062e-06]

Step 248 | τ=1.992 | t̂=7.111 | Now=-0.053 | Entropy=0.00408 | Belief=[0.99592127 0.00407873]

Step 249 | τ=2.000 | t̂=7.115 | Now=-0.039 | Entropy=0.00354 | Belief=[0.98801953 0.01198047]

Step 250 | τ=2.008 | t̂=7.215 | Now=-0.040 | Entropy=0.10052 | Belief=[9.99998993e-01 1.00708809e-06]

🔥 HIGH ENTROPY EVENT

Step 251 | τ=2.016 | t̂=7.215 | Now=-0.032 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00209613e-06]

Step 252 | τ=2.024 | t̂=7.220 | Now=-0.046 | Entropy=0.00423 | Belief=[0.99577441 0.00422559]

Step 253 | τ=2.032 | t̂=7.220 | Now=-0.043 | Entropy=0.00019 | Belief=[0.99437505 0.00562495]

Step 254 | τ=2.040 | t̂=7.220 | Now=-0.044 | Entropy=0.00001 | Belief=[0.99476662 0.00523338]

Step 255 | τ=2.048 | t̂=7.259 | Now=-0.046 | Entropy=0.03956 | Belief=[9.99998993e-01 1.00692269e-06]

Step 256 | τ=2.056 | t̂=7.261 | Now=-0.046 | Entropy=0.00185 | Belief=[0.99814697 0.00185303]

Step 257 | τ=2.064 | t̂=7.261 | Now=-0.040 | Entropy=0.00002 | Belief=[0.99841138 0.00158862]

Step 258 | τ=2.072 | t̂=7.271 | Now=-0.038 | Entropy=0.01010 | Belief=[9.99998988e-01 1.01242481e-06]

Step 259 | τ=2.080 | t̂=7.271 | Now=-0.040 | Entropy=0.00000 | Belief=[9.99999008e-01 9.92490534e-07]

Step 260 | τ=2.088 | t̂=7.286 | Now=-0.037 | Entropy=0.01426 | Belief=[0.9858307 0.0141693]

Step 261 | τ=2.096 | t̂=7.301 | Now=-0.027 | Entropy=0.01531 | Belief=[0.99794353 0.00205647]

Step 262 | τ=2.104 | t̂=7.315 | Now=-0.019 | Entropy=0.01361 | Belief=[9.99998990e-01 1.01044005e-06]

Step 263 | τ=2.112 | t̂=7.326 | Now=-0.023 | Entropy=0.01180 | Belief=[0.98826136 0.01173864]

Step 264 | τ=2.120 | t̂=7.424 | Now=-0.017 | Entropy=0.09809 | Belief=[9.9999898e-01 1.0203525e-06]

🔥 HIGH ENTROPY EVENT

Step 265 | τ=2.128 | t̂=7.435 | Now=-0.016 | Entropy=0.01061 | Belief=[0.98943472 0.01056528]

Step 266 | τ=2.136 | t̂=7.522 | Now=-0.023 | Entropy=0.08720 | Belief=[9.99998983e-01 1.01725210e-06]

🔥 HIGH ENTROPY EVENT

Step 267 | τ=2.144 | t̂=7.522 | Now=-0.022 | Entropy=0.00000 | Belief=[9.99998985e-01 1.01517066e-06]

Step 268 | τ=2.152 | t̂=7.530 | Now=-0.022 | Entropy=0.00758 | Belief=[0.99244076 0.00755924]

Step 269 | τ=2.160 | t̂=7.530 | Now=-0.024 | Entropy=0.00052 | Belief=[0.99489519 0.00510481]

Step 270 | τ=2.168 | t̂=7.543 | Now=-0.026 | Entropy=0.01294 | Belief=[9.99846249e-01 1.53751263e-04]

Step 271 | τ=2.176 | t̂=7.558 | Now=-0.021 | Entropy=0.01483 | Belief=[0.98442494 0.01557506]

Step 272 | τ=2.184 | t̂=7.564 | Now=-0.011 | Entropy=0.00614 | Belief=[0.99447471 0.00552529]

Step 273 | τ=2.192 | t̂=7.606 | Now=-0.017 | Entropy=0.04212 | Belief=[9.99999004e-01 9.96319344e-07]

Step 274 | τ=2.200 | t̂=7.606 | Now=-0.007 | Entropy=0.00000 | Belief=[9.99999004e-01 9.96051341e-07]

Step 275 | τ=2.208 | t̂=7.606 | Now=-0.005 | Entropy=0.00000 | Belief=[9.99998997e-01 1.00255903e-06]

Step 276 | τ=2.216 | t̂=7.606 | Now=0.003 | Entropy=0.00000 | Belief=[9.99998972e-01 1.02792445e-06]

Step 277 | τ=2.224 | t̂=7.606 | Now=0.008 | Entropy=0.00000 | Belief=[9.99998983e-01 1.01685498e-06]

Step 278 | τ=2.232 | t̂=7.610 | Now=0.005 | Entropy=0.00404 | Belief=[0.99595769 0.00404231]

Step 279 | τ=2.240 | t̂=7.612 | Now=0.016 | Entropy=0.00161 | Belief=[0.99123022 0.00876978]

Step 280 | τ=2.248 | t̂=7.612 | Now=0.021 | Entropy=0.00019 | Belief=[0.99292065 0.00707935]

Step 281 | τ=2.256 | t̂=7.668 | Now=0.022 | Entropy=0.05556 | Belief=[9.99998979e-01 1.02117415e-06]

🔥 HIGH ENTROPY EVENT

Step 282 | τ=2.264 | t̂=7.668 | Now=0.021 | Entropy=0.00000 | Belief=[9.99998959e-01 1.04062668e-06]

Step 283 | τ=2.272 | t̂=7.668 | Now=0.026 | Entropy=0.00000 | Belief=[9.99998962e-01 1.03836143e-06]

Step 284 | τ=2.280 | t̂=7.668 | Now=0.029 | Entropy=0.00000 | Belief=[9.99998987e-01 1.01257298e-06]

Step 285 | τ=2.288 | t̂=7.671 | Now=0.038 | Entropy=0.00334 | Belief=[0.99665754 0.00334246]

Step 286 | τ=2.296 | t̂=7.672 | Now=0.044 | Entropy=0.00070 | Belief=[0.99837681 0.00162319]

Step 287 | τ=2.304 | t̂=7.677 | Now=0.045 | Entropy=0.00564 | Belief=[0.98979258 0.01020742]

Step 288 | τ=2.312 | t̂=7.678 | Now=0.049 | Entropy=0.00015 | Belief=[0.9914123 0.0085877]

Step 289 | τ=2.320 | t̂=7.678 | Now=0.047 | Entropy=0.00001 | Belief=[0.99096226 0.00903774]

Step 290 | τ=2.328 | t̂=7.750 | Now=0.047 | Entropy=0.07283 | Belief=[9.99998943e-01 1.05737124e-06]

🔥 HIGH ENTROPY EVENT

Step 291 | τ=2.336 | t̂=7.750 | Now=0.038 | Entropy=0.00000 | Belief=[9.99998955e-01 1.04518637e-06]

Step 292 | τ=2.344 | t̂=7.759 | Now=0.032 | Entropy=0.00889 | Belief=[0.99114357 0.00885643]

Step 293 | τ=2.352 | t̂=7.831 | Now=0.039 | Entropy=0.07118 | Belief=[9.99998942e-01 1.05789622e-06]

🔥 HIGH ENTROPY EVENT

Step 294 | τ=2.360 | t̂=7.831 | Now=0.028 | Entropy=0.00000 | Belief=[9.99998976e-01 1.02371176e-06]

Step 295 | τ=2.368 | t̂=7.843 | Now=0.029 | Entropy=0.01292 | Belief=[0.98715215 0.01284785]

Step 296 | τ=2.376 | t̂=7.848 | Now=0.027 | Entropy=0.00495 | Belief=[0.99538323 0.00461677]

Step 297 | τ=2.384 | t̂=7.883 | Now=0.026 | Entropy=0.03424 | Belief=[9.99998977e-01 1.02324359e-06]

Step 298 | τ=2.392 | t̂=7.890 | Now=0.026 | Entropy=0.00774 | Belief=[0.99228136 0.00771864]

Step 299 | τ=2.400 | t̂=7.890 | Now=0.009 | Entropy=0.00003 | Belief=[0.99155737 0.00844263]

Step 300 | τ=2.408 | t̂=7.894 | Now=0.002 | Entropy=0.00394 | Belief=[0.99731973 0.00268027]

Step 301 | τ=2.416 | t̂=7.913 | Now=0.004 | Entropy=0.01849 | Belief=[9.99999004e-01 9.96179410e-07]

Step 302 | τ=2.424 | t̂=7.914 | Now=0.002 | Entropy=0.00127 | Belief=[0.99872722 0.00127278]

Step 303 | τ=2.432 | t̂=7.923 | Now=0.000 | Entropy=0.00877 | Belief=[0.98707581 0.01292419]

Step 304 | τ=2.440 | t̂=8.032 | Now=-0.003 | Entropy=0.10943 | Belief=[9.99998993e-01 1.00661313e-06]

🔥 HIGH ENTROPY EVENT

Step 305 | τ=2.448 | t̂=8.038 | Now=-0.008 | Entropy=0.00532 | Belief=[0.99468378 0.00531622]

Step 306 | τ=2.456 | t̂=8.078 | Now=-0.004 | Entropy=0.04023 | Belief=[9.99998987e-01 1.01318410e-06]

Step 307 | τ=2.464 | t̂=8.079 | Now=-0.005 | Entropy=0.00102 | Belief=[0.99896856 0.00103144]

Step 308 | τ=2.472 | t̂=8.085 | Now=-0.005 | Entropy=0.00614 | Belief=[9.99999008e-01 9.91687160e-07]

Step 309 | τ=2.480 | t̂=8.086 | Now=-0.000 | Entropy=0.00112 | Belief=[0.99886769 0.00113231]

Step 310 | τ=2.488 | t̂=8.099 | Now=0.002 | Entropy=0.01268 | Belief=[0.98325832 0.01674168]

Step 311 | τ=2.496 | t̂=8.099 | Now=0.004 | Entropy=0.00015 | Belief=[0.98539641 0.01460359]

Step 312 | τ=2.504 | t̂=8.224 | Now=0.005 | Entropy=0.12523 | Belief=[9.99998979e-01 1.02138920e-06]

🔥 HIGH ENTROPY EVENT

Step 313 | τ=2.512 | t̂=8.225 | Now=0.003 | Entropy=0.00056 | Belief=[9.99430775e-01 5.69225086e-04]

Step 314 | τ=2.520 | t̂=8.225 | Now=0.016 | Entropy=0.00008 | Belief=[9.99070560e-01 9.29440242e-04]

Step 315 | τ=2.528 | t̂=8.232 | Now=0.007 | Entropy=0.00720 | Belief=[0.98967891 0.01032109]

Step 316 | τ=2.536 | t̂=8.233 | Now=0.006 | Entropy=0.00054 | Belief=[0.98601554 0.01398446]

Step 317 | τ=2.544 | t̂=8.352 | Now=0.004 | Entropy=0.11935 | Belief=[9.99998981e-01 1.01882971e-06]

🔥 HIGH ENTROPY EVENT

Step 318 | τ=2.552 | t̂=8.352 | Now=0.012 | Entropy=0.00000 | Belief=[9.99998979e-01 1.02080358e-06]

Step 319 | τ=2.560 | t̂=8.352 | Now=0.021 | Entropy=0.00000 | Belief=[9.99998968e-01 1.03220128e-06]

Step 320 | τ=2.568 | t̂=8.364 | Now=0.027 | Entropy=0.01175 | Belief=[0.98830808 0.01169192]

Step 321 | τ=2.576 | t̂=8.461 | Now=0.017 | Entropy=0.09765 | Belief=[9.99998979e-01 1.02118159e-06]

🔥 HIGH ENTROPY EVENT

Step 322 | τ=2.584 | t̂=8.461 | Now=0.022 | Entropy=0.00000 | Belief=[9.99998978e-01 1.02171293e-06]

Step 323 | τ=2.592 | t̂=8.468 | Now=0.019 | Entropy=0.00705 | Belief=[0.99296022 0.00703978]

Step 324 | τ=2.600 | t̂=8.470 | Now=0.015 | Entropy=0.00123 | Belief=[0.99633526 0.00366474]

Step 325 | τ=2.608 | t̂=8.470 | Now=0.010 | Entropy=0.00082 | Belief=[0.99332171 0.00667829]

Step 326 | τ=2.616 | t̂=8.471 | Now=0.013 | Entropy=0.00067 | Belief=[0.9958781 0.0041219]

Step 327 | τ=2.624 | t̂=8.473 | Now=0.021 | Entropy=0.00208 | Belief=[0.99876391 0.00123609]

Step 328 | τ=2.632 | t̂=8.481 | Now=0.017 | Entropy=0.00755 | Belief=[9.99998986e-01 1.01402962e-06]

Step 329 | τ=2.640 | t̂=8.481 | Now=0.010 | Entropy=0.00000 | Belief=[9.99998988e-01 1.01181295e-06]

Step 330 | τ=2.648 | t̂=8.487 | Now=0.011 | Entropy=0.00588 | Belief=[0.99412508 0.00587492]

Step 331 | τ=2.656 | t̂=8.532 | Now=0.011 | Entropy=0.04506 | Belief=[9.99998989e-01 1.01114139e-06]

Step 332 | τ=2.664 | t̂=8.536 | Now=0.012 | Entropy=0.00422 | Belief=[0.99577858 0.00422142]

Step 333 | τ=2.672 | t̂=8.567 | Now=0.006 | Entropy=0.03098 | Belief=[9.99998990e-01 1.01039191e-06]

Step 334 | τ=2.680 | t̂=8.572 | Now=-0.006 | Entropy=0.00527 | Belief=[0.99473406 0.00526594]

Step 335 | τ=2.688 | t̂=8.612 | Now=0.003 | Entropy=0.03970 | Belief=[9.99998967e-01 1.03255459e-06]

Step 336 | τ=2.696 | t̂=8.612 | Now=-0.000 | Entropy=0.00000 | Belief=[9.99999010e-01 9.89567744e-07]

Step 337 | τ=2.704 | t̂=8.621 | Now=-0.001 | Entropy=0.00889 | Belief=[0.99113836 0.00886164]

Step 338 | τ=2.712 | t̂=8.693 | Now=-0.012 | Entropy=0.07184 | Belief=[9.99999013e-01 9.87402084e-07]

🔥 HIGH ENTROPY EVENT

Step 339 | τ=2.720 | t̂=8.693 | Now=-0.018 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00636832e-06]

Step 340 | τ=2.728 | t̂=8.693 | Now=-0.021 | Entropy=0.00000 | Belief=[9.99998998e-01 1.00218517e-06]

Step 341 | τ=2.736 | t̂=8.693 | Now=-0.017 | Entropy=0.00000 | Belief=[9.99999007e-01 9.93405625e-07]

Step 342 | τ=2.744 | t̂=8.697 | Now=-0.024 | Entropy=0.00398 | Belief=[0.99602033 0.00397967]

Step 343 | τ=2.752 | t̂=8.697 | Now=-0.021 | Entropy=0.00030 | Belief=[0.9973798 0.0026202]

Step 344 | τ=2.760 | t̂=8.697 | Now=-0.026 | Entropy=0.00003 | Belief=[0.99774649 0.00225351]

Step 345 | τ=2.768 | t̂=8.712 | Now=-0.028 | Entropy=0.01514 | Belief=[9.99998996e-01 1.00418158e-06]

Step 346 | τ=2.776 | t̂=8.718 | Now=-0.033 | Entropy=0.00557 | Belief=[0.99443647 0.00556353]

Step 347 | τ=2.784 | t̂=8.731 | Now=-0.041 | Entropy=0.01320 | Belief=[0.972607 0.027393]

Step 348 | τ=2.792 | t̂=8.983 | Now=-0.043 | Entropy=0.25229 | Belief=[9.99998978e-01 1.02196458e-06]

🔥 HIGH ENTROPY EVENT

Step 349 | τ=2.800 | t̂=8.989 | Now=-0.038 | Entropy=0.00615 | Belief=[0.99385522 0.00614478]

Step 350 | τ=2.808 | t̂=8.990 | Now=-0.047 | Entropy=0.00037 | Belief=[0.99574726 0.00425274]

Step 351 | τ=2.816 | t̂=9.021 | Now=-0.054 | Entropy=0.03124 | Belief=[9.99998987e-01 1.01292391e-06]

Step 352 | τ=2.824 | t̂=9.021 | Now=-0.059 | Entropy=0.00000 | Belief=[9.99999005e-01 9.95324303e-07]

Step 353 | τ=2.832 | t̂=9.021 | Now=-0.055 | Entropy=0.00000 | Belief=[9.99998996e-01 1.00413598e-06]

Step 354 | τ=2.840 | t̂=9.032 | Now=-0.054 | Entropy=0.01093 | Belief=[0.98911574 0.01088426]

Step 355 | τ=2.848 | t̂=9.032 | Now=-0.056 | Entropy=0.00000 | Belief=[0.98930603 0.01069397]

Step 356 | τ=2.856 | t̂=9.034 | Now=-0.059 | Entropy=0.00227 | Belief=[0.99483688 0.00516312]

Step 357 | τ=2.864 | t̂=9.073 | Now=-0.064 | Entropy=0.03904 | Belief=[9.99999009e-01 9.91118292e-07]

Step 358 | τ=2.872 | t̂=9.083 | Now=-0.061 | Entropy=0.01014 | Belief=[0.98989692 0.01010308]

Step 359 | τ=2.880 | t̂=9.166 | Now=-0.060 | Entropy=0.08293 | Belief=[9.99998983e-01 1.01723632e-06]

🔥 HIGH ENTROPY EVENT

Step 360 | τ=2.888 | t̂=9.176 | Now=-0.055 | Entropy=0.00994 | Belief=[0.99010206 0.00989794]

Step 361 | τ=2.896 | t̂=9.257 | Now=-0.052 | Entropy=0.08109 | Belief=[9.99998987e-01 1.01271912e-06]

🔥 HIGH ENTROPY EVENT

Step 362 | τ=2.904 | t̂=9.257 | Now=-0.054 | Entropy=0.00000 | Belief=[9.99999016e-01 9.83854916e-07]

Step 363 | τ=2.912 | t̂=9.257 | Now=-0.057 | Entropy=0.00000 | Belief=[9.99999005e-01 9.94877859e-07]

Step 364 | τ=2.920 | t̂=9.257 | Now=-0.045 | Entropy=0.00000 | Belief=[9.99999005e-01 9.94952834e-07]

Step 365 | τ=2.928 | t̂=9.257 | Now=-0.040 | Entropy=0.00000 | Belief=[9.99998977e-01 1.02340363e-06]

Step 366 | τ=2.936 | t̂=9.257 | Now=-0.030 | Entropy=0.00000 | Belief=[9.99999004e-01 9.96038190e-07]

Step 367 | τ=2.944 | t̂=9.273 | Now=-0.026 | Entropy=0.01535 | Belief=[0.98475663 0.01524337]

Step 368 | τ=2.952 | t̂=9.314 | Now=-0.028 | Entropy=0.04100 | Belief=[9.99606295e-01 3.93705417e-04]

Step 369 | τ=2.960 | t̂=9.316 | Now=-0.034 | Entropy=0.00195 | Belief=[9.99998986e-01 1.01394612e-06]

Step 370 | τ=2.968 | t̂=9.316 | Now=-0.026 | Entropy=0.00000 | Belief=[9.99999001e-01 9.98513671e-07]

Step 371 | τ=2.976 | t̂=9.316 | Now=-0.029 | Entropy=0.00000 | Belief=[9.99998993e-01 1.00678805e-06]

Step 372 | τ=2.984 | t̂=9.320 | Now=-0.031 | Entropy=0.00452 | Belief=[0.99548347 0.00451653]

Step 373 | τ=2.992 | t̂=9.353 | Now=-0.019 | Entropy=0.03341 | Belief=[9.99998979e-01 1.02056347e-06]

Step 374 | τ=3.000 | t̂=9.353 | Now=-0.019 | Entropy=0.00000 | Belief=[9.99998981e-01 1.01945770e-06]

Step 375 | τ=3.008 | t̂=9.353 | Now=-0.019 | Entropy=0.00000 | Belief=[9.99999002e-01 9.97592979e-07]

Step 376 | τ=3.016 | t̂=9.353 | Now=-0.011 | Entropy=0.00000 | Belief=[9.99998989e-01 1.01067693e-06]

Step 377 | τ=3.024 | t̂=9.365 | Now=-0.006 | Entropy=0.01144 | Belief=[0.98861854 0.01138146]

Step 378 | τ=3.032 | t̂=9.460 | Now=-0.004 | Entropy=0.09480 | Belief=[9.99998984e-01 1.01617486e-06]

🔥 HIGH ENTROPY EVENT

Step 379 | τ=3.040 | t̂=9.461 | Now=-0.004 | Entropy=0.00135 | Belief=[0.99864471 0.00135529]

Step 380 | τ=3.048 | t̂=9.461 | Now=0.001 | Entropy=0.00018 | Belief=[0.99780971 0.00219029]

Step 381 | τ=3.056 | t̂=9.476 | Now=-0.008 | Entropy=0.01466 | Belief=[9.99999000e-01 9.99850144e-07]

Step 382 | τ=3.064 | t̂=9.479 | Now=-0.007 | Entropy=0.00299 | Belief=[0.99700717 0.00299283]

Step 383 | τ=3.072 | t̂=9.500 | Now=-0.004 | Entropy=0.02102 | Belief=[9.99999018e-01 9.82481632e-07]

Step 384 | τ=3.080 | t̂=9.500 | Now=-0.005 | Entropy=0.00000 | Belief=[9.99998992e-01 1.00818406e-06]

Step 385 | τ=3.088 | t̂=9.512 | Now=-0.007 | Entropy=0.01217 | Belief=[0.98789244 0.01210756]

Step 386 | τ=3.096 | t̂=9.514 | Now=-0.009 | Entropy=0.00186 | Belief=[0.99341094 0.00658906]

Step 387 | τ=3.104 | t̂=9.565 | Now=-0.010 | Entropy=0.05135 | Belief=[9.99998997e-01 1.00268534e-06]

🔥 HIGH ENTROPY EVENT

Step 388 | τ=3.112 | t̂=9.575 | Now=-0.009 | Entropy=0.00996 | Belief=[0.99007933 0.00992067]

Step 389 | τ=3.120 | t̂=9.591 | Now=-0.010 | Entropy=0.01590 | Belief=[9.99200270e-01 7.99730217e-04]

Step 390 | τ=3.128 | t̂=9.596 | Now=-0.006 | Entropy=0.00455 | Belief=[9.99998998e-01 1.00231635e-06]

Step 391 | τ=3.136 | t̂=9.600 | Now=0.000 | Entropy=0.00391 | Belief=[0.99609212 0.00390788]

Step 392 | τ=3.144 | t̂=9.601 | Now=0.011 | Entropy=0.00136 | Belief=[0.99851268 0.00148732]

Step 393 | τ=3.152 | t̂=9.609 | Now=0.002 | Entropy=0.00844 | Belief=[0.98690638 0.01309362]

Step 394 | τ=3.160 | t̂=9.720 | Now=0.004 | Entropy=0.11100 | Belief=[9.99998991e-01 1.00945744e-06]

🔥 HIGH ENTROPY EVENT

Step 395 | τ=3.168 | t̂=9.720 | Now=0.012 | Entropy=0.00000 | Belief=[9.9999901e-01 9.8998293e-07]

Step 396 | τ=3.176 | t̂=9.720 | Now=0.009 | Entropy=0.00000 | Belief=[9.99998980e-01 1.02024962e-06]

Step 397 | τ=3.184 | t̂=9.726 | Now=0.006 | Entropy=0.00610 | Belief=[0.99391162 0.00608838]

Step 398 | τ=3.192 | t̂=9.727 | Now=0.013 | Entropy=0.00026 | Belief=[0.99551668 0.00448332]

Step 399 | τ=3.200 | t̂=9.727 | Now=0.017 | Entropy=0.00074 | Belief=[0.99762193 0.00237807]

Step 400 | τ=3.208 | t̂=9.734 | Now=0.003 | Entropy=0.00696 | Belief=[0.98661726 0.01338274]

Step 401 | τ=3.216 | t̂=9.739 | Now=0.005 | Entropy=0.00491 | Belief=[0.99504827 0.00495173]

Step 402 | τ=3.224 | t̂=9.776 | Now=0.009 | Entropy=0.03713 | Belief=[9.99998988e-01 1.01200673e-06]

Step 403 | τ=3.232 | t̂=9.776 | Now=0.007 | Entropy=0.00000 | Belief=[9.99998991e-01 1.00884011e-06]

Step 404 | τ=3.240 | t̂=9.808 | Now=0.004 | Entropy=0.03137 | Belief=[0.96910513 0.03089487]

Step 405 | τ=3.248 | t̂=10.096 | Now=0.004 | Entropy=0.28778 | Belief=[9.99998960e-01 1.03978835e-06]

🔥 HIGH ENTROPY EVENT

Step 406 | τ=3.256 | t̂=10.096 | Now=0.002 | Entropy=0.00000 | Belief=[9.99998997e-01 1.00289377e-06]

Step 407 | τ=3.264 | t̂=10.111 | Now=0.003 | Entropy=0.01536 | Belief=[0.98474253 0.01525747]

Step 408 | τ=3.272 | t̂=10.114 | Now=0.007 | Entropy=0.00316 | Belief=[0.99255173 0.00744827]

Step 409 | τ=3.280 | t̂=10.173 | Now=0.018 | Entropy=0.05873 | Belief=[9.99998964e-01 1.03556526e-06]

🔥 HIGH ENTROPY EVENT

Step 410 | τ=3.288 | t̂=10.173 | Now=0.016 | Entropy=0.00000 | Belief=[9.99998964e-01 1.03558659e-06]

Step 411 | τ=3.296 | t̂=10.173 | Now=0.022 | Entropy=0.00000 | Belief=[9.99998965e-01 1.03510470e-06]

Step 412 | τ=3.304 | t̂=10.176 | Now=0.022 | Entropy=0.00354 | Belief=[0.99646025 0.00353975]

Step 413 | τ=3.312 | t̂=10.202 | Now=0.024 | Entropy=0.02530 | Belief=[9.99998974e-01 1.02631892e-06]

Step 414 | τ=3.320 | t̂=10.217 | Now=0.031 | Entropy=0.01512 | Belief=[0.98498485 0.01501515]

Step 415 | τ=3.328 | t̂=10.217 | Now=0.023 | Entropy=0.00018 | Belief=[0.98716927 0.01283073]

Step 416 | τ=3.336 | t̂=10.325 | Now=0.026 | Entropy=0.10821 | Belief=[9.99998967e-01 1.03298178e-06]

🔥 HIGH ENTROPY EVENT

Step 417 | τ=3.344 | t̂=10.325 | Now=0.028 | Entropy=0.00000 | Belief=[9.99998970e-01 1.03018707e-06]

Step 418 | τ=3.352 | t̂=10.325 | Now=0.028 | Entropy=0.00000 | Belief=[9.99998973e-01 1.02732951e-06]

Step 419 | τ=3.360 | t̂=10.325 | Now=0.028 | Entropy=0.00000 | Belief=[9.99998992e-01 1.00768786e-06]

Step 420 | τ=3.368 | t̂=10.328 | Now=0.039 | Entropy=0.00292 | Belief=[0.99707333 0.00292667]

Step 421 | τ=3.376 | t̂=10.348 | Now=0.040 | Entropy=0.02034 | Belief=[9.99998967e-01 1.03288211e-06]

Step 422 | τ=3.384 | t̂=10.353 | Now=0.038 | Entropy=0.00423 | Belief=[0.99577219 0.00422781]

Step 423 | τ=3.392 | t̂=10.384 | Now=0.035 | Entropy=0.03095 | Belief=[9.99998968e-01 1.03179251e-06]

Step 424 | τ=3.400 | t̂=10.384 | Now=0.039 | Entropy=0.00000 | Belief=[9.99998936e-01 1.06436058e-06]

Step 425 | τ=3.408 | t̂=10.384 | Now=0.051 | Entropy=0.00000 | Belief=[9.99998940e-01 1.06022099e-06]

Step 426 | τ=3.416 | t̂=10.384 | Now=0.047 | Entropy=0.00000 | Belief=[9.99998940e-01 1.05954487e-06]

Step 427 | τ=3.424 | t̂=10.402 | Now=0.052 | Entropy=0.01803 | Belief=[0.98211805 0.01788195]

Step 428 | τ=3.432 | t̂=10.558 | Now=0.048 | Entropy=0.15617 | Belief=[9.99998930e-01 1.06978128e-06]

🔥 HIGH ENTROPY EVENT

Step 429 | τ=3.440 | t̂=10.569 | Now=0.045 | Entropy=0.01103 | Belief=[0.98901673 0.01098327]

Step 430 | τ=3.448 | t̂=10.572 | Now=0.037 | Entropy=0.00292 | Belief=[0.99519689 0.00480311]

Step 431 | τ=3.456 | t̂=10.608 | Now=0.029 | Entropy=0.03570 | Belief=[9.99998951e-01 1.04852751e-06]

Step 432 | τ=3.464 | t̂=10.609 | Now=0.028 | Entropy=0.00149 | Belief=[0.99850253 0.00149747]

Step 433 | τ=3.472 | t̂=10.615 | Now=0.022 | Entropy=0.00601 | Belief=[0.98963337 0.01036663]

Step 434 | τ=3.480 | t̂=10.630 | Now=0.017 | Entropy=0.01496 | Belief=[9.99004212e-01 9.95788383e-04]

Step 435 | τ=3.488 | t̂=10.636 | Now=0.019 | Entropy=0.00585 | Belief=[9.99998973e-01 1.02659410e-06]

Step 436 | τ=3.496 | t̂=10.646 | Now=0.019 | Entropy=0.01014 | Belief=[0.98989775 0.01010225]

Step 437 | τ=3.504 | t̂=10.729 | Now=0.021 | Entropy=0.08262 | Belief=[9.99998951e-01 1.04878394e-06]

🔥 HIGH ENTROPY EVENT

Step 438 | τ=3.512 | t̂=10.729 | Now=0.014 | Entropy=0.00000 | Belief=[9.99998972e-01 1.02792974e-06]

Step 439 | τ=3.520 | t̂=10.731 | Now=0.012 | Entropy=0.00255 | Belief=[0.99744157 0.00255843]

Step 440 | τ=3.528 | t̂=10.731 | Now=-0.002 | Entropy=0.00009 | Belief=[0.99671007 0.00328993]

Step 441 | τ=3.536 | t̂=10.731 | Now=-0.003 | Entropy=0.00003 | Belief=[0.99714419 0.00285581]

Step 442 | τ=3.544 | t̂=10.751 | Now=-0.002 | Entropy=0.01988 | Belief=[9.99999002e-01 9.97827410e-07]

Step 443 | τ=3.552 | t̂=10.751 | Now=0.003 | Entropy=0.00000 | Belief=[9.99998996e-01 1.00395368e-06]

Step 444 | τ=3.560 | t̂=10.768 | Now=0.000 | Entropy=0.01676 | Belief=[0.98337254 0.01662746]

Step 445 | τ=3.568 | t̂=10.771 | Now=-0.002 | Entropy=0.00323 | Belief=[0.99166543 0.00833457]

Step 446 | τ=3.576 | t̂=10.772 | Now=0.000 | Entropy=0.00081 | Belief=[0.9874722 0.0125278]

Step 447 | τ=3.584 | t̂=10.774 | Now=0.002 | Entropy=0.00169 | Belief=[0.99288003 0.00711997]

Step 448 | τ=3.592 | t̂=10.830 | Now=0.006 | Entropy=0.05600 | Belief=[9.99998991e-01 1.00881876e-06]

🔥 HIGH ENTROPY EVENT

Step 449 | τ=3.600 | t̂=10.830 | Now=0.000 | Entropy=0.00000 | Belief=[9.99999002e-01 9.97867157e-07]

Step 450 | τ=3.608 | t̂=10.835 | Now=0.007 | Entropy=0.00538 | Belief=[0.99462396 0.00537604]

Step 451 | τ=3.616 | t̂=10.841 | Now=0.009 | Entropy=0.00575 | Belief=[0.98264489 0.01735511]

Step 452 | τ=3.624 | t̂=10.993 | Now=0.005 | Entropy=0.15185 | Belief=[9.99998979e-01 1.02077115e-06]

🔥 HIGH ENTROPY EVENT

Step 453 | τ=3.632 | t̂=10.993 | Now=0.016 | Entropy=0.00000 | Belief=[9.99998984e-01 1.01624721e-06]

Step 454 | τ=3.640 | t̂=10.998 | Now=0.009 | Entropy=0.00497 | Belief=[0.99503424 0.00496576]

Step 455 | τ=3.648 | t̂=11.035 | Now=0.011 | Entropy=0.03720 | Belief=[9.99998977e-01 1.02282213e-06]

Step 456 | τ=3.656 | t̂=11.042 | Now=0.010 | Entropy=0.00723 | Belief=[0.99279042 0.00720958]

Step 457 | τ=3.664 | t̂=11.049 | Now=0.010 | Entropy=0.00655 | Belief=[0.99872009 0.00127991]

Step 458 | τ=3.672 | t̂=11.056 | Now=0.007 | Entropy=0.00786 | Belief=[9.99998983e-01 1.01712942e-06]

Step 459 | τ=3.680 | t̂=11.058 | Now=-0.001 | Entropy=0.00183 | Belief=[0.99816309 0.00183691]

Step 460 | τ=3.688 | t̂=11.070 | Now=0.010 | Entropy=0.01197 | Belief=[9.99999001e-01 9.99372005e-07]

Step 461 | τ=3.696 | t̂=11.070 | Now=0.015 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00632952e-06]

Step 462 | τ=3.704 | t̂=11.088 | Now=0.017 | Entropy=0.01777 | Belief=[0.9823811 0.0176189]

Step 463 | τ=3.712 | t̂=11.089 | Now=0.013 | Entropy=0.00113 | Belief=[0.98792884 0.01207116]

Step 464 | τ=3.720 | t̂=11.090 | Now=0.007 | Entropy=0.00120 | Belief=[0.99252382 0.00747618]

Step 465 | τ=3.728 | t̂=11.149 | Now=-0.005 | Entropy=0.05907 | Belief=[9.99998978e-01 1.02189030e-06]

🔥 HIGH ENTROPY EVENT

Step 466 | τ=3.736 | t̂=11.151 | Now=-0.002 | Entropy=0.00113 | Belief=[0.99886066 0.00113934]

Step 467 | τ=3.744 | t̂=11.157 | Now=-0.004 | Entropy=0.00687 | Belief=[9.99998992e-01 1.00763454e-06]

Step 468 | τ=3.752 | t̂=11.158 | Now=-0.003 | Entropy=0.00103 | Belief=[0.99896203 0.00103797]

Step 469 | τ=3.760 | t̂=11.165 | Now=-0.008 | Entropy=0.00618 | Belief=[9.99999009e-01 9.91186250e-07]

Step 470 | τ=3.768 | t̂=11.174 | Now=-0.005 | Entropy=0.00892 | Belief=[0.99111129 0.00888871]

Step 471 | τ=3.776 | t̂=11.245 | Now=-0.003 | Entropy=0.07187 | Belief=[9.99998988e-01 1.01150072e-06]

🔥 HIGH ENTROPY EVENT

Step 472 | τ=3.784 | t̂=11.245 | Now=0.009 | Entropy=0.00000 | Belief=[9.99998989e-01 1.01110879e-06]

Step 473 | τ=3.792 | t̂=11.245 | Now=-0.002 | Entropy=0.00000 | Belief=[9.99998992e-01 1.00830870e-06]

Step 474 | τ=3.800 | t̂=11.245 | Now=-0.003 | Entropy=0.00000 | Belief=[9.99999007e-01 9.93041784e-07]

Step 475 | τ=3.808 | t̂=11.245 | Now=-0.005 | Entropy=0.00000 | Belief=[9.99998992e-01 1.00817969e-06]

Step 476 | τ=3.816 | t̂=11.245 | Now=-0.013 | Entropy=0.00000 | Belief=[9.99999014e-01 9.85826551e-07]

Step 477 | τ=3.824 | t̂=11.258 | Now=-0.008 | Entropy=0.01243 | Belief=[0.98763725 0.01236275]

Step 478 | τ=3.832 | t̂=11.362 | Now=-0.011 | Entropy=0.10395 | Belief=[9.99998979e-01 1.02063573e-06]

🔥 HIGH ENTROPY EVENT

Step 479 | τ=3.840 | t̂=11.370 | Now=-0.010 | Entropy=0.00837 | Belief=[0.99165201 0.00834799]

Step 480 | τ=3.848 | t̂=11.373 | Now=-0.020 | Entropy=0.00312 | Belief=[0.98230572 0.01769428]

Step 481 | τ=3.856 | t̂=11.528 | Now=-0.016 | Entropy=0.15503 | Belief=[9.99998971e-01 1.02858319e-06]

🔥 HIGH ENTROPY EVENT

Step 482 | τ=3.864 | t̂=11.535 | Now=-0.018 | Entropy=0.00664 | Belief=[0.99337165 0.00662835]

Step 483 | τ=3.872 | t̂=11.542 | Now=-0.019 | Entropy=0.00694 | Belief=[0.97884334 0.02115666]

Step 484 | τ=3.880 | t̂=11.547 | Now=-0.013 | Entropy=0.00528 | Belief=[0.99044213 0.00955787]

Step 485 | τ=3.888 | t̂=11.547 | Now=-0.015 | Entropy=0.00000 | Belief=[0.99062778 0.00937222]

Step 486 | τ=3.896 | t̂=11.548 | Now=-0.016 | Entropy=0.00037 | Belief=[0.9930178 0.0069822]

Step 487 | τ=3.904 | t̂=11.548 | Now=-0.023 | Entropy=0.00039 | Belief=[0.99041917 0.00958083]

Step 488 | τ=3.912 | t̂=11.626 | Now=-0.030 | Entropy=0.07815 | Belief=[9.99998985e-01 1.01517977e-06]

🔥 HIGH ENTROPY EVENT

Step 489 | τ=3.920 | t̂=11.626 | Now=-0.011 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00556779e-06]

Step 490 | τ=3.928 | t̂=11.626 | Now=-0.013 | Entropy=0.00000 | Belief=[9.99999017e-01 9.83194896e-07]

Step 491 | τ=3.936 | t̂=11.626 | Now=-0.017 | Entropy=0.00012 | Belief=[9.99879262e-01 1.20737739e-04]

Step 492 | τ=3.944 | t̂=11.628 | Now=-0.026 | Entropy=0.00143 | Belief=[0.99811511 0.00188489]

Step 493 | τ=3.952 | t̂=11.640 | Now=-0.023 | Entropy=0.01233 | Belief=[9.99998997e-01 1.00279889e-06]

Step 494 | τ=3.960 | t̂=11.640 | Now=-0.015 | Entropy=0.00000 | Belief=[9.99998994e-01 1.00560566e-06]

Step 495 | τ=3.968 | t̂=11.640 | Now=-0.018 | Entropy=0.00000 | Belief=[9.99999011e-01 9.88715578e-07]

Step 496 | τ=3.976 | t̂=11.640 | Now=-0.007 | Entropy=0.00000 | Belief=[9.99999011e-01 9.88616509e-07]

Step 497 | τ=3.984 | t̂=11.640 | Now=-0.016 | Entropy=0.00000 | Belief=[9.99998986e-01 1.01433485e-06]

Step 498 | τ=3.992 | t̂=11.640 | Now=-0.007 | Entropy=0.00000 | Belief=[9.99999012e-01 9.88375033e-07]

Step 499 | τ=4.000 | t̂=11.640 | Now=0.005 | Entropy=0.00000 | Belief=[9.99999010e-01 9.90074028e-07]


===== SIMULATION COMPLETE =====

Proper time elapsed (τ): 4.000000000000003

GUI time elapsed (t̂): 11.639948788205592

Worldline length: 501

Memory depth: 500

Final belief state: [9.99999010e-01 9.90074028e-07]


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