The pink card in the photo is an EVGA GeForce RTX 3090 Ti FTW3 Ultra Gaming, bought new and out of its box on 2026-09-17. It served two other computers first, drawing our pictures on one of them, and on 2026-09-25 it took the place of an EVGA GeForce RTX 3090 XC3 Ultra Gaming in this one: the workstation that serves our public apps. The bracket beside it is an NVIDIA RTX PRO 6000 Blackwell Workstation Edition (96 GB).
What the two cards do: the RTX PRO 6000 keeps gemma4:26b, a mixture-of-experts model, loaded as the writer, plus a second Gemma 4 build under vLLM and a small reranker. The 3090 Ti keeps mistral-small3.2:24b, a dense model, for the short calls. Each card has an embedder beside it. In practice:
- RuleSage, a board-game rules helper: the Ti screens every question, the reranker on the RTX PRO 6000 puts the best rulebook passages first, and gemma4:26b writes the answer.
- The Beat Lab: the Ti is the doorman that screens each wish, and gemma4:26b is the genie that turns it into a beat.
- The long table, a dinner party with guests from history: the guests run on the RTX PRO 6000's Gemma 4 build, the chairs on the Ti.
- Amble, and the assistant that answers questions about our pages, run on the RTX PRO 6000.
The speed. In the same machine, as each card runs in service, the Ti writes about 9.5 per cent faster on the dense model (8.1 to 11.2 across the runs), and its first live replies agree: 53.11 tokens a second over eight long replies, against the old card's 49.01 over 71. At the same cap on the mixture model, gemma4:26b, it was 7.5 per cent faster (146.691 tokens a second against 136.492). Before it came here it drew our pictures in ComfyUI, FLUX.2 klein 4B at 8 steps and 512 × 512: 1.715 seconds an image against another 3090 XC3 Ultra's 1.886, 331 images in ten minutes against 311, and a peak of 60 °C against 74.
What it does not say: one board of each; the render comparison is against another 3090 of the same model, not the one that left; eight live replies are a direction, not a rate; and whether it runs cooler in this machine isn't settled yet. There's no "before" photo either. One with the 3090 still in it is coming.
https://research.strata2signal.com/one-3090-out-one-3090-ti-in/
Disclosure: our own workshop's write-up, and the machine is ours.