LLM Inference Optimization — Quantization, Speculative Decoding, and the 10x Cost Reduction Playbook

80% of AI GPU spend is now inference, not training. Here's the layered optimization playbook — quantization, KV cache compression, continuous batching, speculative decoding, and prompt caching — that delivers 10x cost reductions for Malaysian enterprises.