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Short paper

Detecting Silent Tool Failures from Output Distributions

Carlos Medina, Kofi Mensah

RTUA 2026 · pp. 19–24 · 3 July 2026 · 10.xxxx/ctm.pr.2026.0003

Some tool failures return plausible but wrong output and raise no error. We detect such silent failures by comparing the distribution of tool outputs against a rolling reference and flagging shifts. On three deployed tools the detector finds 71% of injected faults with a 2% false-alarm rate.

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