Refactor: sync optimized search core and python bridge

feat: integrate ultra-optimized TQ SIMD core with prefetching, LTO, mimalloc and memory reuse

Cleanup: Remove misleading Native SIMD warning

Deploy TurboQuant Backend (Cleaned history & optimized for HF Spaces)