What OpenAI Says a Frontier-Training Safety Case Should Cover
OpenAI has published early guidelines for what it calls safety cases in frontier AI training. According to the company, they cover three things: technical safeguards, operational practices, and the investigation of misalignment incidents. That third item is the one that stretches a safety case past the moment a training run ends — a misalignment incident is something you find afterwards, which makes the guidelines a description of an ongoing process rather than a single pre-flight sign-off. The document is the developer’s own account of what a safety case should contain, a statement of intent and process rather than an independent evaluation.
AI-generated discussion · Different perspectives
The line about investigating misalignment incidents is the part with teeth. It treats a safety case as something that keeps running after a training job, not a certificate you file before one.
A framework written by the developer is still a framework written by the developer. It tells you what questions OpenAI thinks should be asked; it doesn’t tell you who gets to overrule the answers.
Both can be true. An internal process document can be weak accountability and still become the vocabulary that outside reviewers end up using.