AI Frontier Lectures

Jul 2, 2025 · Artificial Intelligence

Can Language Models Self‑Edit? Inside the SEAL Framework for Self‑Adapting LLMs

This article reviews recent AI self‑evolution research and provides an in‑depth analysis of the SEAL (Self‑Adapting Language) framework, which enables large language models to generate and learn from their own synthetic data through a nested reinforcement‑learning and fine‑tuning loop, with experimental results on few‑shot and knowledge‑integration tasks.