techniques

A practical, step-by-step outline to optimize and deploy large language models (LLMs) to edge devices, produce a concise PDF reference, and validate results. Includes prerequisites, exact sequences, checkpoints, common mistakes, rollback, and troubleshooting — anchored to the state of tools as of March 2026.