Benchmarks & research
Surogate's Rune looks at text, a record or a picture and picks one of your answers, with a probability attached to every option it was offered.
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Version 3 is Google's Gemma 4 26B-A4B retrained for decisions and released under Apache-2.0 as 51.6 GB of weights. Hugging Face asks you to accept terms first, and the repository keeps a GGUF name although it now holds bf16 files. Switch on thinking and the questions it is unsure of get about five seconds of reasoning first.
Rune suits checks a business makes thousands of times, such as which team should take a bank complaint or whether an invoice matches its purchase order, even when the evidence is a scanned form or a photo. Surogate says that at its recommended setting the model's confidence tracks how often it is right, so confident answers can go through and the rest can go to a person.