I see some tools like this that keep popping up (don't mean that in a bad way! it's clearly exciting and the README itself compares itself to similar tools). however, for coordination strategies like this, aren't you always having to use token-based pricing via some API Key? that's the largest think that holds me personally back from getting into something like these frameworks. With a claude code max plan, all my delegation and coordination has to be done within a session (between some agents) with persisted artifacts. Unless I'm missing something that has changed?

Perhaps it's all moot as the usage you get from a subscription plan will eventually no longer be subsidized. Also, I have to wonder about what layers of coordination done externally to a model can be persistently better than within tool coordination? Like, with an anthropic feature like agent teams, I feel like it might be tough to beat anthropic native coordination of various Claude sessions because they might have better internal tool and standards awareness, which makes feeling like plugging something like this more difficult unless one's goal is to plug something like this into an open source model.

Geniunely curious how other people are thinking about this!!

Edit: I actually see that this tool claims that it can run within your existing Claude Code subscription, so now I'm extra interested.

The bottleneck is quality. Underlying AI models aren't good enough for fully autonomous systems. Every task I assign to Claude, I have to review and steer it in a certain direction. Until underlying models get better, all these "teams of AI coworkers" will not work.

Sort of feels like gastown enterprise edition

Does anyone have an example of input, output, and cost?

Interesting, what are the benefits and drawbacks you've found developing and using it yourself?

Nifty, looks like the enterprise edition of OpenClaw, kinda. Also, it looks token hungry!

But does it work? and well?