> If someone put in frontier AI models from like .... last june I guess? in a box and let me run it with "decent" token throughput I would be happy.

You can have that! Qwen 3.8 Flash-Next is ~Opus 4.6 and runs nicely on a DGX Spark. And that’s just an architecture preview. The Qwen 4 family is expected to arrive this fall.

DGX Spark is a biiiiit costly but neat to hear!

Do you know what kinda throughput you’re getting on that kinda setup?

(I have a secondary problem of being “locked into” Claude Code by it being good enough for me, I’d probably need to investigate the other harnesses… my impression is other harnesses are a bit more aggressively OK with nuking your setup from orbit)

It is costly, especially right now. I don’t think you can make a case for it on cost savings!

The throughput in a single stream is about 50 tokens/sec (a bit less for prose, a bit more for code due to speculative draft acceptance rates) and about 2,000 tokens/sec for prefill. Both numbers are flat and stable as context accumulates. That’s what finally tilted me away from the Mac Studio despite its much superior memory bandwidth.

I think these numbers may improve because the model is pretty new and optimizations aren’t done.