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What is dstack?

dstack is a powerful orchestration platform that unifies GPU management for machine learning workflows across cloud, Kubernetes, and on-premise environments. Instead of requiring teams to manage complex Helm charts, Kubernetes operators, or manual infrastructure setups, dstack offers a simple declarative interface to handle clusters, tasks, and environments. It natively integrates with top GPU cloud providers for automated provisioning, while also supporting hybrid setups through Kubernetes and SSH fleets. Developers can easily spin up containerized dev environments that connect to local IDEs, allowing them to test, debug, and iterate faster. Scaling from small single-node experiments to large distributed training jobs is effortless, with dstack handling orchestration and ensuring optimal resource efficiency. Beyond training, it enables production deployment by turning any model into a secure, auto-scaling endpoint compatible with OpenAI APIs. The proprietary design ensures lower GPU costs and avoids vendor lock-in, making it attractive for teams balancing flexibility and scalability. Real-world users highlight how dstack accelerates workflows, reduces operational burdens, and improves access to affordable GPUs across multiple providers. Teams benefit from faster iteration cycles, improved collaboration, and simplified governance, especially in enterprise setups. With open-source availability, enterprise support, and quick setup, dstack empowers ML teams to focus on research and innovation rather than infrastructure complexity.

What is Helm?

Helm is designed to work seamlessly with GNU/Linux, Mac OSX, and Windows operating systems. You have the option to use Helm either as a standalone synthesizer or as a plugin compatible with formats like LV2, VST, VST3, and AU, available in both 32-bit and 64-bit versions. This versatility means you can enjoy Helm without worrying about digital rights management (DRM), allowing you to explore, modify, and share the source code freely, whether in its original state or after making alterations. Serving as a software synthesizer, Helm provides users the capability to create electronic music directly from their computers. Its guiding principle of being "free as in freedom" signifies that you retain full control over the software, rather than being governed by it. Financially, Helm follows a "pay what you want" model, enabling you to use it at no cost if that is your preference. Additionally, any sounds generated by Helm are the property of the user, giving you copyright ownership over each sound you create. The interface features small power buttons in the top left corner that allow you to easily toggle various modules on or off. Among these essential modules, the SUB module acts as a key sound generator, handling a single oscillator that usually produces a note an octave lower than the one being played. This user-friendly design encourages experimentation, making it easy for you to develop and refine your own distinctive sounds. You can explore endless sonic possibilities and unleash your creativity with Helm's intuitive layout.

Media

Media

Integrations Supported

Google Cloud Platform

Integrations Supported

Amotus
Control Plane
Curity
Earthly Lunar
Google Cloud Artifact Registry
InformationGrid
JFrog Container Registry
Jovu
Lowcoder
NVIDIA Cloud Functions
NVIDIA Morpheus
Ndustrial Contxt
NexaStack
Radar
Resurface
Shoreline
Snapper
StackGen
StreamNative

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided
Free Version

Supported Platforms

SaaS

Supported Platforms

Windows
Mac
Linux

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub

Training Options

Documentation Hub

Company Facts

Organization Name

dstack

Date Founded

2022

Company Location

Germany

Company Website

dstack.ai/

Company Facts

Organization Name

Helm

Company Website

tytel.org/helm/

Categories and Features

AI Control Planes

Not specified

AI Development

Not specified

Categories and Features

Audio Editing

Not specified

Software Synths

Not specified

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