Continuous Learning FOR AI Agents: NOT YET

The Problem w/ AI Was Never Intelligence. It Was Learning. Continual Learning on the job. Frontier AI fails in new benchmark on real world tasks. Continuous Learning FOR AI Agents: NOT YET In-Context Learning ICL Beats Claude Code AI Is Smart. So Why Doesn’t It Learn? All rights w/ authors: CONTINUAL LEARNING BENCH: Evaluating Frontier AI Systems in Real-World Stateful Environments Parth Asawa∗ UC Berkeley Christopher M. Glaze Snorkel AI Gabriel Orlanski University of Wisconsin-Madison Ramya Ramakrishnan Snorkel AI Benji Xu UC Berkeley Asim Biswal UC Berkeley Vincent Sunn Chen Snorkel AI Frederic Sala University of Wisconsin-Madison, Snorkel AI Matei Zaharia UC Berkeley Joseph E. Gonzalez UC Berkeley #airesearch #aiexplained #aicode #aiagents