llama.cpp: Inference of LLaMA model in pure C/C++

Implemented pure C/C++ zero-dependency quantized inference with AVX2/AVX-512, ARM NEON, and Metal GPU offloading, creating the GGUF file format for universal on-device LLM execution.

Serves as qualified reference for implementing task-text-generation in production systems.

Assumptions

• Underlying computational topology and mathematical bounds adhere to established convexity/smoothness guarantees

Limitations

• Hardware runtime speedups, privacy budgets, and convergence depend on hyperparameters and network communication limits