When the benchmark is the safety case
Plan (drafter input)
Evergreen take on the benchmark theater problem, grounded in something specific: the labs grade their own capability thresholds, set their own benchmarks, and publish model cards that the press treats as capability evidence. Aaron has covered RSP self-grading recently, so this needs a fresh angle: what happens when the benchmark is the safety case. If your RSP says 'we will pause at capability level X' and the only evidence of capability level X is a benchmark your team designed, you have not made a commitment. You have made a document. Button: the document is not nothing. It is also not a commitment.
Structural dread pillar. Recent RSP piece was about self-grading thresholds; this goes one level up to the epistemics of what a benchmark-as-safety-trigger actually means. Different enough to run.
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Body
There is a specific structure to how responsible scaling policies work in practice. A lab writes down a capability threshold. Above that threshold, deployment pauses or significant mitigations kick in. This sounds like a commitment. It is structured like a commitment. The press covers it like a commitment.
The threshold is measured by a benchmark. The benchmark was designed by the lab. The model card — which describes how the model performed on that benchmark — was written by the people who built the model and want to ship it. The external auditor, if one exists, is reviewing the card, not the training run. Nobody outside the building has seen the weights. When the model clears the threshold, the lab concludes the threshold has not been crossed. This is the complete loop.
The document is not nothing. It creates a record. It creates some internal friction. It is better than no document. What it is not is a commitment with external enforcement, independent measurement, or any mechanism that would produce a different outcome if the incentives pointed the other way. A commitment you can grade yourself is a prior. The prior happens to be that your model is safe to ship.
Caption
if the only evidence for your safety threshold is a benchmark your team designed, that's a prior, not a commitment #ai #aisafety #alignment #machinelearning
Pipeline
- Hero image done fal · fal-ai/flux-pro/v1.1-ultrae5tXJC_rc-At_hero.png$0.06api 19.5sMay 11, 5:54 PM
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