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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Peter Liggesmeyer

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2 papers indexed here

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Review Aug 2026

From Safety Documentation to Safety Knowledge Support: An Evidence-Grounded LLM Framework for Medical Devices

It is argued that the central research problem is not safety-text generation, but source-linked safety-knowledge support, and an evidence-grounded framework is proposed that connects device artifacts, controlled knowledge storage and retrieval, method-specific generation of candidate safety items, critique and uncertai...

Tuhinangshu Gangopadhyay, Rasmus Adler, Peter Liggesmeyer et al. · 0 citations
Conference Jul 2026

Connecting Uncertainty Quantification to Safety Engineering: Uncertainty Gate Framework for Safe ML Decision Making

Deploying Machine Learning (ML) models in safety-critical domains requires connecting their behavior to safety engineering standards such as IEC 61508. These standards focus on mitigating systematic failures in software, yet ML models also exhibit failures that are better treated as random and thus fall outside this sc...

Mateus Molina, A. Günther, Peter Liggesmeyer · 0 citations

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