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
The current culture war demands you pick a team: "woke" or "anti-woke." Both sides claim to fight for truth and against harm. Both are wrong in specific, identifiable ways—
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
All enduring systems are physical systems, and energy is the most honest feedback there is.
Every living process unfolds under a simple condition: to persist, a system must predict; to predict, it must
