Data Management for Agentic Systems

Chapter 1. High-Stakes Data—Why Quality, Governance, and Real-Time Management Matter for AI

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The AI (and Agentic) Imperative

Imagine walking into your office one morning to find that your most capable assistant has evolved overnight. Yesterday, they could only answer questions and draft documents when you asked. Today, they’ve begun anticipating your needs, scheduling meetings before you realize you need them, and resolving problems while you sleep. This isn’t science fiction. It’s the shift we’re experiencing as artificial intelligence evolves from a sophisticated tool into an autonomous partner. In November 2022, ChatGPT introduced the world to AI that could generate human-like responses to any prompt. Less than three years later and at the time of the writing of this book, we’re witnessing the emergence of agentic systems that don’t just respond but actively pursue goals, make decisions, and take actions on our behalf. This transformation is as profound as the leap from calculators to computers, and it’s happening at unprecedented speed.

The numbers ...