Frontier safety needs a public evidence layer

Frontier developers increasingly publish safety frameworks, system cards and capability thresholds. That is better than silence, but public evidence must be more than a company’s description of its own test.

Independent review does not require every detail to be disclosed. It does require enough method, scope and result for outsiders to understand what a claim means. Safety improves when the public record can distinguish a policy designation, an internal evaluation and a reproducible result.