v0.1.0

First standalone TurboQuant release extracted and matured beyond the original
GoSX implementation.

Highlights:

• Hadamard rotation is the default fast path for MSE and IP quantizers.
• Zero-allocation caller-owned APIs for hot quantize, dequantize, and prepared
  query scoring paths.
• SIMD-accelerated CPU kernels for dot products and grouped QJL projection.
• Portable serialization and stricter public API validation.
• Experimental WebGPU scorer for js/wasm and native CUDA scorer behind
  -tags cuda.
• KV cache page APIs, checkpointable session primitives, and the first native
  OpenAI-compatible tqserve runtime surface.
• GoSX is expected to pin github.com/odvcencio/turboquant v0.1.0 and can
  keep a local replace during active co-development until the tag is pushed.