A new cheatsheet provides specific tactics for maintaining clean context windows in LLM workflows. It focuses on reducing noise and managing token overhead to prevent model hallucination. Developers can use these techniques to improve prompt reliability. This is an incremental guide for practitioners already familiar with basic prompt engineering.