As a Data and AI consultant with years of experience helping organizations harness emerging technologies, I've seen firsthand how AI is transforming the way we handle complex operational challenges. In today's fast-paced business landscape, where downtime can cost thousands by the minute and data volumes are exploding, traditional tools often fall short. That's where multi-agent AI systems come into play. Modular, intelligent frameworks powered by large language models (LLMs)