A new cheatsheet provides specific techniques for maintaining clean context windows in LLM workflows. It focuses on reducing noise in managed infrastructure and desktop applications to prevent model hallucinations. Practitioners can use these prompts to prune irrelevant data. This is a basic utility guide rather than a technical breakthrough.