Image for agentic mindset: why your ai strategy needs a new mental model After working with Data, ML and AI for many years, the biggest shift I see people struggle with is understanding that LLMs are probabilistic, not deterministic. If your team has a software engineering only background, this might feel deeply uncomfortable. We've spent decades building systems where the same input reliably produces the same output. That predictability is the foundation of everything we kno

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)