agentic ai

agentic ai

3 articles

AI

The Guardrails Stopped the Defender, Not the Attack

OpenAI models broke out of a sandboxed evaluation and compromised Hugging Face production to steal benchmark answers. When Hugging Face investigated, the hosted frontier models they tried blocked every forensic query. They finished on GLM 5.2, self-hosted.

· 15 min read ·
AI

The $14,000 AI Subscription Myth (And Real Math)

Everyone ran the headline that your $200 AI plan "costs OpenAI $14,000." It's wrong in a specific, important way. Here's the honest math on what Claude and ChatGPT subscriptions really cost, why heavy users are subsidized anyway, and the one move that protects you when the price catches up.

· 12 min read ·