silent-failure-detection

Name: silent-failure-detection
Rating: 5 (2 reviews)
Author: Sandeeprdy1729

A silent failure detection skill that identifies when Claude is confidently wrong, surfacing hidden assumptions, overconfident claims, and hallucinations. It uses specific questioning techniques to reveal actual uncertainty, transforming overconfidence into a detectable signal.

2stars

Updated 17 days ago

View on GitHub ↗License: Apache-2.0

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/plugin marketplace add Sandeeprdy1729/claude-design-skill

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Silent Failure Detection

The most dangerous Claude output is the one that sounds exactly right and is wrong.

Claude is a language model. It predicts plausible next tokens. Plausibility is not accuracy. The output that sounds most confident — specific dates, exact numbers, named causal mechanisms — is often the output most worth probing. Confidence is a stylistic property, not an epistemic one.

This skill operationalizes the interrogation techniques that expose the gap between apparent confi

[Description truncada. Veja o README completo no GitHub.]

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