# Physics-guided deep learning

A deep-learning approach that integrates first-principled physical knowledge into data-driven methods.

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## Physics AI research that's shaping the industry.

DevFeed: [Physics AI research that's shaping the industry.](<https://devfeed.tech/articles/physics-ai-research-that-s-shaping-the-industry-7102.md>)

Original publisher: [Read original article](<https://mistral.ai/news/physics-ai-research/>)

Published: 2026-05-27T12:00:05Z

Content type: news

Language: en

Sources: [Mistral AI Blog](<https://devfeed.tech/sources/mistral-ai-blog.md>)

Topics: [AI Research](<https://devfeed.tech/topics/ai-research.md>), [Physics-guided deep learning](<https://devfeed.tech/topics/physics-guided-deep-learning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [data](<https://devfeed.tech/topics/data.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [AI Foundation Models](<https://devfeed.tech/topics/ai-foundation-models.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-research](<https://devfeed.tech/tags/ai-research.md>), [data](<https://devfeed.tech/tags/data.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [deep-learning](<https://devfeed.tech/tags/deep-learning.md>), [design](<https://devfeed.tech/tags/design.md>), [energy](<https://devfeed.tech/tags/energy.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [industry](<https://devfeed.tech/tags/industry.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [models](<https://devfeed.tech/tags/models.md>), [performance](<https://devfeed.tech/tags/performance.md>), [physics](<https://devfeed.tech/tags/physics.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [research](<https://devfeed.tech/tags/research.md>)

### AI overview

Mistral describes its acquisition of Emmi AI and its focus on Physics AI for industrial engineering. The article surveys published work on CFD, neural surrogates, foundation models, datasets, plasma turbulence, and real-time industrial simulation across aerospace, automotive, semiconductors, and energy.

### Source excerpt

Published breakthroughs pushing the state of the art.