Clean context management reduces hallucination rates and lowers token costs. Ben's Bites outlines specific strategies for managing infrastructure and desktop applications to maintain prompt hygiene. These techniques prevent noise from degrading model performance. Practitioners should implement these filtering methods to ensure LLMs maintain focus during complex, multi-turn interactions.