PaperAgent

Jan 4, 2026 · Artificial Intelligence

How Sophia’s System 3 Turns LLM Agents into Persistent Learners

The article presents Sophia, a System 3‑enabled persistent agent framework that adds a meta‑cognitive layer to LLM‑based agents, enabling identity continuity, self‑scheduled learning, real‑time self‑checks, and autonomous task generation, and validates its benefits through a 24‑hour continuous‑run experiment.