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