Future of AI: Sophisticated Memory Concepts

Today's models don't remember. They re-attend over a flat context window. We're building a memory hierarchy modeled on biological cognition — sensory, working, episodic, semantic, procedural — with routing between layers.

Why memory is the unsolved problem in AI.

Every dominant AI architecture — from RNNs to Transformers — makes the same implicit choice: treat memory as a flat, undifferentiated space. Human cognition does no such thing.

Human intelligence is strongly related to working memory capacity.

Human intelligence is strongly related to working memory capacity.

Memory is the key mechanism on the path to artificial general intelligence.

Memory is the key mechanism on the path to artificial general intelligence.