Your AI system is deployed. Or you're about to deploy it. The technical team says it works. Compliance approved the documentation. Leadership is expecting results.
And something feels off.
Maybe stakeholders
You're evaluating AI tools. The demos are impressive. The sales engineers are confident. The case studies are compelling. The pricing seems reasonable.
And you're about to buy something that
Your governance documentation looks comprehensive. You have policies, procedures, risk assessments, validation protocols. Your internal stakeholders signed off. Legal reviewed it. Compliance approved it.
And it will still fail external audit.
This isn&
What This Challenge Reveals About the Limits of Large Language Models
When OpenAI patched a critical vulnerability in ChatGPT's Deep Research feature in December 2025, it exposed something more fundamental than
Everything that lasts, from a cell to a brain to a civilization, survives by reducing uncertainty.
This isn’t philosophy; it’s physics. Entropy always increases in the universe, and anything that wants
