TraceML: What Auto-Research Agents Miss in Long-Horizon ML Development.

arXiv:2608.26086v3 Announce Type: replace-cross Abstract: Auto-research agents now run machine-learning development unattended for hours, revising data pipelines, models, and validation from their own feedback, yet on most competitions they still finish below