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42-True Published

2026 · Apache-2.0

The intent pair: declared intent (Id) is classified (C), matched to a counterparty offer (M), and resolved into a lived outcome (O) supplied by the world, not by an annotator.

42-True: A Large Meaning Model for Declared Human Intent

Resolving what people want, in conditions where nothing is watching.

Contemporary AI is trained on observational data — behaviour recorded under conditions where the subject was, or assumed they were, watched. Nine decades of behavioural science establish that observation distorts behaviour. This paper proposes a complementary class of training data: declared intent paired with verified outcome, gathered where the declarant cannot be identified.

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Profila Research Labs

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