A new cheatsheet provides specific techniques for maintaining clean context windows in LLM interactions. It focuses on managed infrastructure and desktop application integration to reduce noise. Developers can use these prompts to prevent model drift. This is a practical, incremental guide for those optimizing prompt engineering and long-term memory in AI agents.