A new cheatsheet outlines specific strategies for maintaining clean context in LLM interactions. It focuses on reducing noise in managed infrastructure and desktop applications to prevent model drift. Practitioners can use these prompts to improve output precision. This is a practical, incremental guide for developers managing long-form conversations with AI agents.