In a groundbreaking experiment, the Agents4Science conference will feature papers entirely generated and peer-reviewed by AI agents. This sandbox event tests whether autonomous AI systems can conduct legitimate scientific research while providing crucial data on their limitations and potential. The October gathering forces academia to confront fundamental questions about AI's evolving role in knowledge creation.