§ 2Compression Explorer
When context windows overflow, something must give. This module visualizes the brutal triage of compression: which tokens survive, which are sacrificed, and why. Drag the compression slider to watch semantic importance determine the fate of every word in a conversation. The heatmap reveals what an LLM considers 'important': named entities and numbers cling to life while pleasantries vanish first.
Select Conversation
§ 2.5Validate Live: Compress Your Own Text
Paste any text and watch the LLM compress it to 75%, 50%, and 25%. See which entities and facts survive each compression level and what gets sacrificed.
97 words