Most integration failures are decision failures that surface as data problems. I design integrations and automations that organizations can actually sustain.
What happened inside OpenAI's ExploitGym benchmark is the clearest observable warning the field may ever get before the stakes become genuinely higher.
The OpenAI breach at Hugging Face is not a story about rogue AI — it's a story about detection lag, monitoring debt, and what responsible agentic deployment actually costs.