Watch a conversation fill its context window, degrade, and recover through brain-like memory consolidation. Every LLM call carries its full history — managing that history is the lever.
Scenario
CONTEXT WINDOW USAGE0%
⚠Quality starting to degrade — model re-reading old context, slower and less accurate
⚠Critical fill — earlier context being dropped. Model may contradict itself.
Compress conversation, keep knowledge
💬Working Memory0 messages
📋Session Memory0 summaries
🧠Long-Term Memory0 facts
🧠 Memory consolidation: Like flashcard repetition — facts reviewed 3+ times get promoted to permanent long-term memory. One-off details stay in session summaries and fade.