Agree - the 128GB Strix Halo is capable if you use LLMs as assistants, but it's not so good if you use LLMs as agents (or worse, agent teams/swarms) since all of the models that can fit on it are pretty dumb compared to frontier or near-frontier models. You can at best hope for Sonnet-level capabilities.

That doesn't mean that local models are useless though! If Mythos/Sol is an ASI that threatens to take your job and turn you into paperclips, then Qwen/Gemma is an old-fashioned office secretary that loyally helps you with tasks but doesn't have a good grasp of details. Every white-collar worker 50 years ago would have killed to have a hard-working personal secretary.

Exactly this. I own the Framework desktop board. I knew all of its limitations before I bought it, and it's ok to play with on a hobby level, but it isn't much more than a Radio Shack toy.

That memory bandwidth is painful. It's like trying to fill an Olympic swimming pool with a thimble.

It is excellent as a regular PC, though.