// #exploit-development

The 13-Hour Problem: Your AI Inference Infrastructure Is Already a Tier-One Target

LMDeploy was exploited 13 hours after its RCE vulnerability was disclosed. Langflow took 20 hours. Marimo lasted days. The pattern is not bad luck — it is the predictable consequence of treating AI inference infrastructure as development tooling while exposing it like a production web server. The window for getting ahead of this has closed.