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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

I. Kumara

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3 papers indexed here

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Conference Open access Sep 2026

Speaking in Dialects: A Reusable Dataset of Real-World TOSCA Orchestration Topologies

The Topology and Orchestration Specification for Cloud Applications (TOSCA) is the OASIS standard for portable cloud orchestration, yet a decade of adoption has produced a fragmented landscape of mutually incompatible dialects and, remarkably, no public dataset with which to study any of it. We address this with a cura...

M. Tonnarelli, Stefano Fossati, I. Kumara et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Tool-Calling LLM Agents Under Realistic MCP Faults: Scale Does Not Purchase Fault Tolerance

LLM agents increasingly rely on external tools exposed via the Model Context Protocol (MCP), yet current benchmarks assume tools respond correctly and on time, leaving agent resilience to realistic tool failures untested. We introduce MCP-Injector, a drop-in, protocol-aware fault-injection middleware that interposes on...

Antonio Ken Iannillo, J. Owotogbe, Roberto Natella et al. · 0 citations
#artificial intelligence Review Oct 2026

Actionable Meta-Requirements for AI Robustness Auditing

Meta-requirements can help organizations implement AI robustness auditing frameworks, assess existing frameworks for completeness, and refine them and are derived from literature and validated and refine it with practitioners.

J. Owotogbe, R. Nasiri, I. Kumara et al. · 0 citations

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