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Almost all cloud job frameworks rely on containers. But building, pushing, and pulling images is slow and forces you to maintain a separate environment from your local dev setup. The maintenance of images is challenging as well: version drift, custom libraries & integrations, complex manifests.

We believe containers create too much overhead during development. We built Velda to let you launch jobs directly in the cloud by mirroring your Velda managed dev-environment, all with just a command prefix. That way, you only need to allocate GPUs when you're running your training jobs, with no change to your workflow.

How it works:

* No manifests or custom libraries: You don't need to rewrite your code or define YAML. Just prefix your command with vrun.

* Zero Restrictions: Use any tool, binary, or library already on your machine.

* Instant Launch: We built a custom streaming file system. Instead of waiting for a 5GB image to pull, we stream only the necessary bits to the cloud instance, allowing jobs to start in seconds after the machine boots.

The core is open source: https://github.com/velda-io/velda and can be deployed on AWS/GCP/Nebius

If you want to try the hosted version, we’re giving free credits for your first GPU jobs: https://cloud.velda.io

Comments URL: https://news.ycombinator.com/item?id=48140339

Points: 1

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Lesson one for aspiring dark web kingpins: don't have your laundered gold bars shipped to your home address. Read more in my article on the Hot for Security blog.

The next installment of the Grand Theft Auto series is poised to dominate 2026. Here's what we know so far.

You'll be able to watch the July event from home.

Article URL: https://www.nytimes.com/2026/05/14/us/politics/green-cards-immigration-deportation-trump.html

Comments URL: https://news.ycombinator.com/item?id=48139775

Points: 2

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Article URL: https://www.biorxiv.org/content/10.64898/2026.03.25.714070v1

Comments URL: https://news.ycombinator.com/item?id=48139752

Points: 1

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Article URL: https://blog.simonrodriguez.fr/articles/2026/05/a_frame_analysis_of_dishonored_2.html

Comments URL: https://news.ycombinator.com/item?id=48139722

Points: 1

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Article URL: https://danielmiessler.com/blog/the-main-path-to-truly-creative-ai

Comments URL: https://news.ycombinator.com/item?id=48139716

Points: 1

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Article URL: https://github.com/microsoft/microsoft-ui-xaml/discussions/11096

Comments URL: https://news.ycombinator.com/item?id=48139704

Points: 1

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Article URL: https://www.gov.uk/government/news/cma-launches-strategic-market-status-investigation-into-microsofts-business-software-ecosystem

Comments URL: https://news.ycombinator.com/item?id=48139693

Points: 3

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Article URL: https://news.broadcom.com/mainframe-software/when-novels-meet-postcards-xcom-teaches-distributed-to-speak-z-os

Comments URL: https://news.ycombinator.com/item?id=48139680

Points: 1

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Article URL: https://ipvm.com/reports/flock-review-dunwoody

Comments URL: https://news.ycombinator.com/item?id=48139646

Points: 1

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Article URL: https://therecord.media/hackers-earning-millions-from-hijacked-cargo-fbi

Comments URL: https://news.ycombinator.com/item?id=48139614

Points: 2

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Article URL: https://actlikeabreach.online/

Comments URL: https://news.ycombinator.com/item?id=48139611

Points: 1

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Article URL: https://www.anthropic.com/research/2028-ai-leadership

Comments URL: https://news.ycombinator.com/item?id=48139587

Points: 2

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The two from parameter golf (one I trained, one was the baseline) are just 16MB each! They produce barely plausible English

Comments URL: https://news.ycombinator.com/item?id=48139581

Points: 1

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Article URL: https://www.forbes.com/councils/forbestechcouncil/2026/05/14/the-ai-layoff-bill-is-coming-due-and-ctos-are-going-to-pay-it-twice/

Comments URL: https://news.ycombinator.com/item?id=48139553

Points: 6

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Article URL: https://www.gamedeveloper.com/programming/video-codecs-are-a-nightmare-for-game-developers-but-there-s-no-solution-in-sight

Comments URL: https://news.ycombinator.com/item?id=48139551

Points: 1

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Article URL: https://www.dw.com/en/german-intelligence-offices-snub-us-based-palantir-software/a-77160897

Comments URL: https://news.ycombinator.com/item?id=48139547

Points: 5

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