A new guide outlines strategies for maintaining clean context windows in LLMs. It focuses on managed infrastructure and desktop application integration to reduce noise. Developers can minimize token waste by pruning irrelevant data. This incremental advice helps practitioners optimize prompt efficiency and lower inference costs for complex agentic workflows.