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RUN_GUIDE.md
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The recorded export parity is likewise **profile-specific**: within each of the two profiles the export reproduced its source exactly, and no claim is made that the two profiles agree with each other, nor that any Transformers, GGUF, ONNX, vLLM or llama.cpp path exists.
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## 9. Before you use output
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This is a research artifact, not a safety- or correctness-certified assistant. In the recorded Python diagnostics the model produced a valid function interface far more often than a correct whole answer. **Do not execute generated code without independent review.** Backend details and the bounded parity evidence live in a separate private evidence archive and are not part of this bundle.
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The recorded export parity is likewise **profile-specific**: within each of the two profiles the export reproduced its source exactly, and no claim is made that the two profiles agree with each other, nor that any Transformers, GGUF, ONNX, vLLM or llama.cpp path exists.
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<!-- ## 9. Before you use output
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This is a research artifact, not a safety- or correctness-certified assistant. In the recorded Python diagnostics the model produced a valid function interface far more often than a correct whole answer. **Do not execute generated code without independent review.** Backend details and the bounded parity evidence live in a separate private evidence archive and are not part of this bundle. -->
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