Neste episódio: agentes de IA descobrem algoritmos matemáticos novos de forma autônoma, e pesquisadores resolvem o problema perigoso de reasoning models serem overconfident. • CliffSearch: Structured Agentic Co-Evolution over Theory and Code for Scientific Algorithm Discovery - https://autopodcast.ai/l/2b2cf7fc?src=web • Online Reasoning Calibration: Test-Time Training Enables Generalizable Conformal LLM Reasoning - https://autopodcast.ai/l/7fee8a89?src=web