Multi-evaluator consensus and performance-impact methodology.
The Taloton does not leave a scenario result to a single model verdict. Nousaxis brings together anonymous evaluator seats so quality, consistency, and explainability signals can be reviewed in one report.
Each round is scored by anonymous evaluator seats running on different models. Evaluators do not see which model wrote which answer. The number of seats can vary with the session's budget.
Each evaluator proposes a margin; the final result uses the median of these proposals, so a single outlier cannot decide the round.
If evaluator proposals diverge beyond the configured threshold, the system marks the split and exposes the conflicting rationale in the report. When evaluators split, the round's impact is reduced.
"Reliable evaluation is not a single score; it is a traceable consensus between different reasoning styles."