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# Fast Engine Follow-up Optimizations
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The current fast engine exposes Python wrappers for testing and debugging, but
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serious traversal code should use the Cython `fast.pxd` API directly.
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Deferred work:
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1. Consider direct NumPy or feature-buffer output for RL pipelines instead of
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building Python lists and converting later.
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2. Consider a single contiguous allocation for state arrays after profiling the
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simpler separate-allocation layout.
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