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ORGANIZATION
@blockbrain-labs
Australian lab working on trust and verification for LLMs and agents; publishes Cygnet, a typed-decision readout over frozen Gemma-4-12B-it.
Typed decisions from Google's frozen Gemma-4-12B-it, with no fine-tuning. A small shim over unmodified vLLM letters the options, reads the model's own probability for each letter at one answer position and applies one calibration temperature; one output token per decision.
