I built a JAX-accelerated Manifold that simulates 100% Unitary Information Conservation (Solving the Black Hole data paradox via orbital decay. [R]

Reddit r/MachineLearning / 4/27/2026

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Key Points

  • The author describes a JAX-accelerated simulation framework (“String-Star Manifold”) aimed at reconciling classical relativity with quantum mechanics for the black hole information (unitarity) problem.
  • The approach combines relativistic orbital decay (via gravitational-wave dynamics rather than arbitrary friction), a holographic conversion of swallowed matter into discrete “surface bits,” and a ledger-like mechanism where leaked bits are recombined.
  • The model is reportedly run on a TPU V5 Lite for 100 epochs, tracking 1,000 discrete microstates.
  • The reported result is that the total information complexity deviates by exactly 0.00%, which the author presents as evidence of 100% unitary information conservation.
  • The author shares a GitHub repository and asks the computational physics community for feedback on N-body efficiency and possible ER=EPR entanglement tracking.
I built a JAX-accelerated Manifold that simulates 100% Unitary Information Conservation (Solving the Black Hole data paradox via orbital decay. [R]

https://preview.redd.it/qm2pkbdopqxg1.png?width=944&format=png&auto=webp&s=5558ea2ccbed965593b3c48225b75e2572a8e5b7

For a while, I’ve been trying to computationally bridge the gap between classical relativity and quantum mechanics. The issue with standard simulations is that when black holes evaporate, information is lost (violating Unitarity).

I built the String-Star Manifold to fix this. It uses a tripartite loop (The Bandyopadhyay-Cycle) that lets classical gravity bend the spacetime, while forcing quantum mechanics to balance the books.

How it works:

  1. Relativistic Decay: Particles spiral in via the Quadrupole formula for Gravitational Waves (no arbitrary "friction").
  2. Holographic Shift: Matter swallowed by a "Fuzzball" is converted into discrete surface bits (S = A/4).
  3. The Ledger: As Hawking Radiation spikes the temperature, bits leak back into the vacuum and are recombined by Dark Matter nodes.

I ran this on a TPU V5 Lite for 100 epochs, tracking 1,000 discrete microstates. The total information complexity deviated by exactly 0.00%.

GitHub Repo (JAX Code, Visuals, & Integrity Logs): https://github.com/Rupayan52/String-Star-Manifold

Would love any feedback from the computational physics community on the N-body efficiency or the ER=EPR entanglement tracking!

submitted by /u/Comfortable-Ear114
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