Advanced LLM Parameter Tuning for Production Workloads

TL;DR This guide covers advanced parameter tuning techniques beyond basic temperature and top-p settings. For foundational concepts, installation, and basic parameter explanations, see our Complete Guide to Running Local LLMs. Advanced topics covered: dynamic temperature scheduling based on task type, repeat penalty optimization for long-form content, mirostat sampling for consistent output quality, batch processing configuration, and A/B testing parameter combinations in production. ...

February 26, 2026 · 7 min · Local AI Ops