Posts: 23
Threads: 3
Joined: Aug 2026
Reputation:
0
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 tokens/sec.
Maybe obvious to some of you, but it clicked for me this week.
For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.
VRAM first, aesthetics later
Posts: 49
Threads: 4
Joined: Sep 2026
Reputation:
0
Good point. That matches what I saw on 5090. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.
Posts: 54
Threads: 4
Joined: Aug 2026
Reputation:
0
Thanks, that helps. The pattern around VRAM headroom has been pretty similar for me. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.
Posts: 30
Threads: 6
Joined: Aug 2026
Reputation:
0
I'd approach it in a boring order. On GB200, the easiest win is often to back off the aggressive settings and see whether the problem survives. Not glamorous advice, but repeatable baselines save a lot of time.
Posts: 48
Threads: 7
Joined: Sep 2026
Reputation:
0
My first guess would be this: If you're on Ollama, I'd confirm the version first and then reduce variables until the behavior is obvious.
retrieval before vibes
Posts: 41
Threads: 4
Joined: Aug 2026
Reputation:
0
A couple questions before I guess too hard. Is this local-only or are you routing anything externally?
Posts: 211
Threads: 21
Joined: Sep 2026
Reputation:
0
I hit almost the same issue last night.
7900 XTX / ROCm / somehow still optimistic
Posts: 68
Threads: 9
Joined: Sep 2026
Reputation:
0
My first guess would be this: Before rebuilding anything, I'd test one clean baseline with Phi and compare from there.
Posts: 58
Threads: 6
Joined: Sep 2026
Reputation:
0
What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at structured output. Not glamorous advice, but repeatable baselines save a lot of time.
Posts: 53
Threads: 5
Joined: Sep 2026
Reputation:
0
Quote:What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at structured output. No
I hit almost the same issue last night.
small models can still be good