IBM CEO Arvind Krishna says open-weight models are 90% as good as frontier models at 10 to 25% of the token cost, and that two or three racks are enough. I checked it: on the Artificial Analysis index the best downloadable model reaches 80% of the leader. What on-prem really costs (rent vs. buy with list prices), when cloud APIs still win, and the gpu-unlock mod that lifts a tensor speed limit on RTX 30/40/20 cards, with its risks.
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LLM benchmarks
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MiniMax M3.1 Flash: It Trails the Open-Weight Leaderboard. In Our Newsroom Test, It Beat Every Open Model.
MiniMax M3.1 Flash costs $0.15 per million input tokens and was the anonymous Space Bunny on OpenRouter. An independent index puts it a step behind the open-weight leaders. In our newsroom test of 24 real articles, it beat every open model. Here is why both are true, and what it really costs per task.