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Hamza Safri

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#artificial intelligence Review Jun 2026

Complexity and Scale in AI-Assisted Workflow Management: A Federated Learning Case Study

This work evaluates three LLM agents, reports end-to-end runs on the FABRIC testbed, and shows how conformance checking against the specification caught three silent errors that failure-driven debugging missed, including one that trained 1,700 jobs on random tensors.

Komal Thareja, Hamza Safri, R. Mayani et al. · 0 citations

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