You may be paying for a full model and receiving a compressed copy. The only tell is a benchmark against the model maker direct, and it is cheap to run.
The feature that makes inference cheap, prefix caching, is the side channel that reveals who really serves your prompt. Two resellers can be one basket in two coats.
The headline was that the safety-first lab scored zero. That is one cell of thirty. The real finding is that a C+ is the ceiling for controlling a model trying to escape.
A model can raise its safety score simply by refusing more. Ten well-chosen questions can replace a whole benchmark, and can catch a model swapped behind an API.
Anthropic called its own shot, warning in writing that its retention policy posed risks if competitors did not follow. Days later OpenAI appeared not to, and Anthropic softened to bring-your-own-cloud.
The AI did not make this actor more capable, it made them more organised. Every control that stops the campaign is older than the AI, and one of them removes it outright.
The outbound alert carries category and severity only. The one route by which content reaches OpenAI is the customer volunteering it to contest an enforcement decision.
Discovery on 16 March, data determined on 24 June, letters from 25 July. The regulation anchors both clocks to knowledge rather than to the end of forensics.
Monitoring now costs roughly 20% of the inference compute it watches. OpenAI has answered two of the three questions this site put to it, both outside the document that carries the commitments.
Rotation and registration are different activities. Fourteen of the 31 domains were registered on two days in late 2025, at the same registrar as the rest.
Microsoft's advisory sets customer action required to false. That is correct about the vulnerability and wrong about the incident, and the difference is a memory entry no runbook clears.