A new guide outlines specific strategies for maintaining clean context windows in LLMs. It focuses on managed infrastructure and desktop application workflows to reduce noise. Practitioners can use these techniques to lower token costs and improve output accuracy. This is a tactical resource for developers optimizing prompt efficiency.