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Updated: 42 min 30 sec ago

Show HN: Velda – Run jobs with serverless GPUs, without container images

Thu, 05/14/2026 - 3:53pm

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

# Comments: 0

Categories: Hacker News

Classic Trollyology but you've been Ransomwared

Thu, 05/14/2026 - 2:55pm

Article URL: https://actlikeabreach.online/

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

Points: 1

# Comments: 1

Categories: Hacker News

Show HN: Visualizing Tiny LLMs from OpenAI's Parameter Golf

Thu, 05/14/2026 - 2:52pm

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

# Comments: 0

Categories: Hacker News

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