A new cheatsheet details specific techniques for maintaining clean context windows in LLMs. The guide focuses on reducing noise and managing token overhead to prevent model hallucinations. Practitioners can use these prompts to improve output reliability. This is an incremental set of tips for power users of desktop apps and managed infrastructure.