# How Jua delivers the world's most accurate physics simulations 3x faster with ClickHouse Cloud

DevFeed: [How Jua delivers the world's most accurate physics simulations 3x faster with ClickHouse Cloud](<https://devfeed.tech/articles/how-jua-delivers-the-world-s-most-accurate-physics-simulations-3x-faster-with-clickhouse-cloud-5361.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/jua-physics-foundation-model>)

Author: ClickHouse

Published: 2026-06-30T00:00:00Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [data](<https://devfeed.tech/topics/data.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [World models](<https://devfeed.tech/topics/world-models.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Compression](<https://devfeed.tech/topics/compression.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>), [Google](<https://devfeed.tech/topics/google.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [compression](<https://devfeed.tech/tags/compression.md>), [compute](<https://devfeed.tech/tags/compute.md>), [cost](<https://devfeed.tech/tags/cost.md>), [data](<https://devfeed.tech/tags/data.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [global](<https://devfeed.tech/tags/global.md>), [google](<https://devfeed.tech/tags/google.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [net-11](<https://devfeed.tech/tags/net-11.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [renewables](<https://devfeed.tech/tags/renewables.md>), [speed](<https://devfeed.tech/tags/speed.md>), [world-model](<https://devfeed.tech/tags/world-model.md>)

## AI overview

Jua uses ClickHouse Cloud to deliver physics simulation data for energy forecasting faster and more efficiently. The platform reduced forecast delivery time from one hour to 20 minutes, cut compute costs by a third, and reduced historical query times from hours to seconds. Jua's EPT-2 physics foundation model learns atmospheric physics from observational data and can transfer to other fluid-dynamics problems with minimal fine-tuning.

## Source excerpt

Jua replaced a file-based forecast pipeline with ClickHouse Cloud, cutting data delivery time from one hour to 20 minutes and historical query times from hours to seconds -- giving energy traders a faster edge.