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AI Agents & Cognition

What machine cognition can and can't do (agents, memory, reasoning), and the human judgement that still has to sit on top of it.

4 pieces
Research

The Cognitive Loop

This paper describes Citadel, a cognitive architecture that gives a large language model persistent memory, causal reasoning, self-modification, and autonomous action across weeks and months of continuous operation.

Research

The Semantic Firewall

This paper describes a reading companion built for one person: a grandfather with Alzheimer's disease who loves books but can no longer follow the page.