Your Data is Garbage and Your AI Agents Know It: The 2025 Data Crisis

ABSTRACT

The biggest bottleneck for enterprise Agentic AI isn't model reasoning or GPU limits; it's the catastrophic state of corporate data pipelines. Barr Moses argues that while simple chatbots can hallucinate over bad data safely, autonomous agents that take action (like sending emails or issuing refunds) weaponize bad data instantly. This post explores the rise of 'Data Observability' as the mandatory precursor to deploying any autonomous swarm, detailing why companies must fix their data debt before hiring their first digital employee.