Same prompt. A closer look.
What stayed the same? What changed? What did the answer add that we never asked for?
The welcome experiment shows excerpts from Qwen, Claude, and Gemini responding to the same review brief. The other tasks show two Qwen runs and an edited teaching example. Histories and conditions differ: this is a learning demonstration, not a fair model ranking.
The exact user prompt
Loading recorded prompt…
What to notice
How these examples were made
LM Studio’s remaining sampling defaults were not pinned. There is no meaningful cross-provider speed comparison here. A few examples do not establish general reliability.