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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

Li-Jun Gao

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Review Open access Oct 2026

Safety-constrained and runtime-assured LLM multi-agent decision making for intelligent vehicle systems

Large language models offer flexible semantic reasoning for intelligent-vehicle interfaces, but probabilistic outputs, multi-agent disagreement, and provider failures complicate safety-sensitive use. We developed SCI-Proposed-v1.0, a lightweight multi-agent semantic decision architecture that combines transparent risk-...

W. Dang, Li-Jun Gao · 0 citations

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