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ModelConfidenceValidator

7.5
ai profitable added: Tuesday August 2026 11:33

A utility that analyzes the output of on-device LLMs, specifically flagging instances where the model exhibits high confidence but produces factually incorrect or fabricated information. Provides a warning system to prevent reliance on inaccurate model outputs.

100h
mvp estimate
7.5
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1
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technology stack

Rust Medium

inspired by

I put a 45M-parameter LLM on a phone. It was 100% confident about a number it invented.