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One of the use cases I found for @DevinAI is that it can help you if you plan to train…

One of the use cases I found for @DevinAI is that it can help you if you plan to train your models, it can be the…

This is a vibe coding post classified by AGK Intelligence as Agent infra & costs (a workflow), kept by the Vibe Coding Radar because it carries real work, not commentary.

One of the use cases I found for @DevinAI is that it can help you if you plan to train your models, it can be the management layer coordinating, managing and keeping an eye on the whole process. The setup: >one always-on VPS. i call it the factory. it runs everything that doesn't need a GPU: the task sets, docker sandboxes where agents work and verifiers grade, the Harbor harness, a model gateway that logs every call with cost and timing, the audit, the dataset build, eval reports, budget caps and automatic GPU shutdown. > GPUs get rented by the hour only when needed. RunPod / http://Vast.

Posted by Chris W (1.8k followers) 1 days ago · 14 likes · 1.1k views · view the original post on X. Kept by the Vibe Coding Radar as Agent infra & costs.

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