# skypilot

SkyPilot is an AI compute platform and orchestration layer for managing AI workloads across Kubernetes, Slurm, virtual machines, and multiple clouds.

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## H Company's new Holo2 model takes the lead in UI Localization

DevFeed: [H Company's new Holo2 model takes the lead in UI Localization](<https://devfeed.tech/articles/h-company-s-new-holo2-model-takes-the-lead-in-ui-localization-7009.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/Hcompany/introducing-holo2-235b-a22b>)

Author: Ramzi De Coster; Hamza Benchekroun; Aurélien Lac; Tony Wu; Pierre-Louis Cedoz; Kai Yuan; Mart Bakler; Antoine Bonnet; Aleix Cambray; Ronan Riochet

Published: 2026-02-03T17:40:14Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Localization (l10n)](<https://devfeed.tech/topics/localization.md>), [Model Development](<https://devfeed.tech/topics/model-development.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [skypilot](<https://devfeed.tech/topics/skypilot.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [company](<https://devfeed.tech/tags/company.md>), [development](<https://devfeed.tech/tags/development.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [jobs](<https://devfeed.tech/tags/jobs.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [model](<https://devfeed.tech/tags/model.md>), [model-development](<https://devfeed.tech/tags/model-development.md>), [models](<https://devfeed.tech/tags/models.md>), [performance](<https://devfeed.tech/tags/performance.md>), [release](<https://devfeed.tech/tags/release.md>), [research](<https://devfeed.tech/tags/research.md>), [scale](<https://devfeed.tech/tags/scale.md>), [skypilot](<https://devfeed.tech/tags/skypilot.md>), [training](<https://devfeed.tech/tags/training.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

H Company introduces Holo2-235B-A22B Preview, a research model for localizing UI elements in high-resolution interfaces. Its agentic mode iteratively improves predictions and achieves state-of-the-art results on ScreenSpot-Pro, while SkyPilot supports large-scale training across cloud providers and Kubernetes clusters.

### Source excerpt

Two months since releasing our first batch of Holo2 models, H Company is back with our largest UI localization model yet: Holo2-235B-A22B Preview. This model achieves a new State-of-the-Art (SOTA) record of 78.5% on Screenspot-Pro and 79.0% on OSWorld G. Available on Hugging Face, Holo2-235B-A22B Preview is a research release focused on UI element localization. Agentic Localization High-resolution 4K interfaces are challenging for localization models.

## How Shopify uses SkyPilot to route machine-learning workloads across multi-cloud GPU clusters

DevFeed: [How Shopify uses SkyPilot to route machine-learning workloads across multi-cloud GPU clusters](<https://devfeed.tech/articles/skypilot-at-shopify-multi-cloud-gpus-without-the-pain-1622.md>)

Original publisher: [Read original article](<https://shopify.engineering/skypilot>)

Author: Javier Moreno

Published: 2026-01-26T14:49:55Z

Content type: article

Language: en

Sources: [Shopify Engineering](<https://devfeed.tech/sources/shopify-engineering.md>), [Shopify Engineering - Shopify Engineering](<https://devfeed.tech/sources/shopify-engineering-shopify-engineering.md>)

Topics: [skypilot](<https://devfeed.tech/topics/skypilot.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [InfiniBand](<https://devfeed.tech/topics/infiniband.md>)

Tags: [cloud](<https://devfeed.tech/tags/cloud.md>), [development](<https://devfeed.tech/tags/development.md>), [distributed-training](<https://devfeed.tech/tags/distributed-training.md>), [infiniband](<https://devfeed.tech/tags/infiniband.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-clusters](<https://devfeed.tech/tags/kubernetes-clusters.md>), [multi-cloud](<https://devfeed.tech/tags/multi-cloud.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [shopify](<https://devfeed.tech/tags/shopify.md>), [skypilot](<https://devfeed.tech/tags/skypilot.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

Shopify describes using SkyPilot to run machine-learning workloads across existing Kubernetes clusters on multiple clouds. A custom plugin routes jobs based on requested hardware and workload needs, while supporting multi-team management, cost tracking, fair scheduling, and policy enforcement.

### Source excerpt

GPUs are annoying. Shopify uses SkyPilot to make them less so: one YAML file, multiple clouds, clean development ergonomics.

## Mistral 7B

DevFeed: [Mistral 7B](<https://devfeed.tech/articles/mistral-7b-6977.md>)

Original publisher: [Read original article](<https://mistral.ai/news/announcing-mistral-7b/>)

Published: 2023-09-27T08:00:00Z

Content type: release

Language: en

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

Topics: [Language models](<https://devfeed.tech/topics/language-models.md>), [llama](<https://devfeed.tech/topics/llama.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [skypilot](<https://devfeed.tech/topics/skypilot.md>), [vllm](<https://devfeed.tech/topics/vllm.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Code](<https://devfeed.tech/topics/code.md>), [math](<https://devfeed.tech/topics/math.md>)

Tags: [apache](<https://devfeed.tech/tags/apache.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [code](<https://devfeed.tech/tags/code.md>), [inference](<https://devfeed.tech/tags/inference.md>), [llama](<https://devfeed.tech/tags/llama.md>), [math](<https://devfeed.tech/tags/math.md>), [mistral](<https://devfeed.tech/tags/mistral.md>), [model](<https://devfeed.tech/tags/model.md>), [performance](<https://devfeed.tech/tags/performance.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [skypilot](<https://devfeed.tech/tags/skypilot.md>), [vllm](<https://devfeed.tech/tags/vllm.md>)

### AI overview

Mistral AI announces Mistral 7B, a 7.3-billion-parameter language model released under the Apache 2.0 license. The article reports benchmark results exceeding Llama 2 13B in several areas, describes GQA and SWA for inference efficiency, and outlines local, cloud, and Hugging Face deployment options.

### Source excerpt

The best 7B model to date, Apache 2.0