The 2026 Playbook for Scaling LLM Inference: VRAM Math, Hardware, and Bare-Metal Economics

Getting an open-weight model like Llama 3.3 70B or DeepSeek running in a staging environment is relatively straightforward. Keeping it responsive and economically sustainable under production traffic