the more you use it,
the better it gets.

Every conversation sharpens it. It learns how you think, remembers what you're working on, and organises itself. No resets, no re-explaining, no limits.

learns from every sessionauto-organises your workno chat length limits

All You Need Is Structure.

How structured memory competes with funded teams and agent frameworks.

LongMemEval-S

90.40%

Gemini 3.1 Pro

88.60%

Gemini 3 Flash

82.80%

GPT-4o

Top 3 overall. Half the tokens. 98% retrieval accuracy. No embeddings.

Read the paper~15 min read