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Akash Network

Akash provides a decentralized marketplace for compute, using blockchain technology to match GPU resource providers with developers. This peer-to-peer approach can result in lower costs and a wider variety of available GPU models, though availability may fluctuate.

Developers define their workload requirements (including GPU count, memory, and container images) in a YAML manifest, then deploy through the Akash CLI. Smart contracts handle the bidding and allocation processes. Because the environment is decentralized, the documentation emphasizes container self-sufficiency—your Docker image should include all necessary drivers and frameworks. Akash’s main draw is its transparent, decentralized model, which can be attractive if you prioritize open-source infrastructure and community-driven ecosystems. However, it may require more familiarity with blockchain-based workflows, and you’ll need to pay close attention to resource governance if your application needs specific GPU performance.