This keeps coming up in conversation so I figured I'd start a thread.

One thing I keep noticing is that people underestimate HBM constraints until they actually try to run this stuff for more than one afternoon.

Curious whether that lines up with what other people are seeing.

This keeps coming up in conversation so I figured I'd start a thread.

The more I work with local setups, the more it seems like prefix caching decides everything downstream.

Maybe obvious to some of you, but it clicked for me this week.

Spent some time on this today and wanted to compare notes.

Two paths both seem viable, but they break down differently once consumer GPUs becomes important.

What would you pick if you had to live with it for a few months?

This keeps coming up in conversation so I figured I'd start a thread.

It feels like the conversation has shifted hard toward inference and serving details lately, and honestly that makes sense once you start dealing with VRAM headroom.

Wondering if this is just where the whole space is heading now.

For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.

I expected the biggest difference to come from the model, but the stack around it mattered at least as much.

Wanted to compare notes with people doing similar things.

I'm trying to decide whether to keep the current stack or change course. Main question is how people here are handling reranking.

If you've tested something similar, what did you keep and what did you stop bothering with?

Posting this in case it saves someone else a little time.

I'm helping a small team set up a local workflow. We don't need a giant stack, but we do care about INT4.

Would rather learn from your scars than collect my own all at once.

Thought I'd post a small recipe because a lot of threads ask similar things.

This isn't revolutionary, but the combination of LM Studio and Threadripper box felt surprisingly usable once I tuned around VRAM headroom.

Feel free to tear it apart if you see something dumb.

This is mostly for local work rather than public serving.

Curious what people here are seeing.

I'm trying to decide whether to keep the current stack or change course. Main question is how people here are handling MoE serving.

Would appreciate practical advice rather than theory.

This is mostly for local work rather than public serving.

Has anyone else run into this?

I'm trying to decide whether to keep the current stack or change course. Main question is how people here are handling INT4.

Not looking for the perfect answer, mostly what worked in real use.

I'm trying to sanity-check my setup.

I'm mostly working with FLUX in Ollama on B200. The part I'm trying to understand is KV cache pressure.

Not looking for the perfect answer, mostly what worked in real use.