Optimize 1-bit estimator tail path#49
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This PR introduces a tail-padded AVX-512 path:
Full 512-dimensional blocks are processed with 512-bit SIMD loads and popcount, while the final partial block is stored compactly and handled with masked AVX-512 loads. This avoids falling back to scalar-style tail processing and keeps the tail path vectorized.