Discrete Kakeya cover for LLM KV cache: D4/E8 nested-lattice quantisation realising a Kakeya-style tube-cover over the direction sphere. 2.4x-2.8x compression at <1% perplexity loss on Qwen3, Llama-3, DeepSeek, GLM-4, Gemma. Drop-in transformers.DynamicCache. pip install kakeyalattice.

BIHE Protocol - Next-generation vector quantization combining E8 lattice geometry with Lloyd algorithm optimization. Achieves 16× compression ratio while maintaining 88.5% recall on real-world datasets. Validated on Stanford SQuAD v2.0 (5,000 texts) and Microsoft MS MARCO (6,000 texts). Features NSM below Shannon theoretical limits.

Loop Quantum Gravity midisuperspace quantization for warp drive spacetimes with constraint implementation, coherent states, lattice refinement, exotic matter quantization, and GPU acceleration

A hierarchical geometric optimizer for non-convex loss landscapes featuring C++ Hessian sensing and E8 lattice-based knowledge grounding.