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@@ -114,6 +114,16 @@ chmod +x test.sh run.sh
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  python3 test.py
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  ```
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  ## Files in the Bundle
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  | File | Description |
 
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  python3 test.py
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  ```
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+ ## How the Quantum Oscillators Work for Next Tokens
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+ The "4x quantum harmonic oscillator superposition" in microd_v2 does not process token prediction step-by-step during inference. Instead, it functions strictly at the end of the training pipeline to establish a deterministic seed.
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+ Component Operational Role
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+ Simulated Superposition The mathematical engine runs an algorithmic simulation of 4 waves/oscillators with assigned frequencies (ω = 1, φ, 2, π).
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+ Wavefunction Collapse When training finishes, these overlapping wave equations are collapsed down to a single integer value (the Harmonic seed: 1251963776).
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+ Deterministic Initialization This seed locks in the pseudorandom states needed to output reproducible transition probabilities inside model.json.
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  ## Files in the Bundle
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  | File | Description |