The intent compression paradox: How LLM developers are solving semantic erosion to keep human intent alivemyappsplusOctober 31, 2026 As people delegate more abstract reasoning to large language models (LLMs), the precise meaning and nuance of our words can get lost in endless interpretation as LLMs repeatedly process, summarize, and recirculate these words.