Inference-Optimization

Visualization of KV cache quantization: large memory matrix compressed through a prism into a compact dense block

KV cache quantization for production agents

KV cache memory kills agent throughput at scale — here’s how to fix it with TurboQuant, FP8 quantization, and H2O eviction in production.

An open wallet with cash bills visible, resting on a wooden surface, representing cost management and budget optimization for LLM infrastructure

Cutting LLM Agent Costs by 50%: A Production Engineer's Playbook

Your LLM bill doesn’t have to scale linearly with usage. This production playbook walks through six battle-tested techniques — from smart model routing to token-efficient RAG — that engineering teams are combining to cut inference spend by 50% or more without degrading quality.