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Scaling Group: Blogs

Research overviews, technical explainers, and longer-form updates from the group.

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In-Context Operator Networks: Toward Scientific Foundation Models

Yang Liu · Mar 9, 2026

An overview of In-Context Operator Networks (ICON), why we view them as a path toward scientific foundation models, and how the recent papers in the group fit together.

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Software 3.0 and Evolutionary Ensemble (EvE) of Agents

Yang Liu, Yu Zongmin · May 9, 2026

Sharing our observations on how AI is reshaping the software development paradigm, along with our reflections and practices within this wave.

From PI-GANs and B-PINNs to ICON: A Research Path

Yang Liu · Mar 9, 2026

A short account of the research path leading to the current work, from uncertainty quantification and Bayesian inference for PDEs, to optimal transport, particle dynamics, and eventually ICON.