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@@ -114,6 +114,12 @@ chmod +x test.sh run.sh
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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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  python3 test.py
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  ```
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+ ## How to Add Data & Enhance the Tests
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+ Because microd_v2 is an ultra-compact character model trained on Andrej Karpathy's names.txt corpus, you can directly enhance its test coverage by feeding it alternative datasets or updating the wrapper code.
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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.