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Ah, just one step closer to a model with it's own weights file can bootstrap and run itself.

This is cool! I tried it out, running outside my agent with `cloudrouter start .` and got a password request to auth into the server. Opened an issue[1].

[1] https://github.com/manaflow-ai/manaflow/issues/1711

Freaking wow.

It's a cool idea, but personally I don't like the implementation. I usually don't use monolithic tools that cram a lot of different solutions into one thing. For one thing, especially if they're compiled, it's very hard to just modify them to do one extra thing I need without getting into a long development cycle. For two, they are usually inflexible, restricting what I can do. Third, they often aren't very composeable. Fourth, often they aren't easily pluggable/extensible.

I much prefer independent, loosely coupled, highly cohesive, composeable, extensible tools. It's not a very "programmery" solution, but it makes it easier as a user to fix things, extend things, combine things, etc.

The Docker template you have bundles a ton of apps into one container. This is problematic as it creates a big support burden, build burden, and compatibility burden. Docker works better when you make individual containers of a single app, and run them separately, and connect them with tcp, sockets, or volumes. Then the user can swap them out, add new ones, remove unneded ones, etc, and they can use an official upstream project. Docker-in-docker with a custom docker network works pretty well, and the host is still accessible if needed.

As a nit-pick: your auth code has browser-handling logic. This is low cohesion, a sign of problems to come. And in your rsync code:

   sshCmd := fmt.Sprintf("ssh -o StrictHostKeyChecking=no -o UserKnownHostsFile=/dev/null -o ProxyCommand=%q", proxyCmd)

I was just commenting the other day on here about how nobody checks SSH host keys and how SSH is basically wide-open due to this. Just leaving this here to show people what I mean. (It's not an easy problem to solve, but ignoring security isn't great either)

What stops just mentioning AWS/Azure/GCP CLI tools to agents?

Nice, we build something similar at dstack

We recently also added support for agents: https://skills.sh/dstackai/dstack/dstack

Our approach though is more tide-case agnostic and in the direction of brining full-fledged container orchestration converting from development to training and inference

Awesome demo!!!

Thanks for such an enjoyable read!