Why it matters
Cloudflare article on accountability models as AI assistants and privacy proxies blur bot and human distinctions. Relevant to agent identity, abuse prevention, and web access controls.
My takeaway: Moving past bots vs. humans is a red-team signal. The practical read is to turn the failure mode into concrete test cases, containment checks, and regression coverage before similar systems reach production.