The 20 Percent Monitoring Bill
OpenAI says monitoring Astra costs roughly 20 percent of the compute being monitored. That figure shows effort, not effectiveness.
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OpenAI says monitoring Astra costs roughly 20 percent of the compute being monitored. That figure shows effort, not effectiveness.
Anthropic called a Claude Opus 4.6 sabotage evaluation under-elicited. Before a low score becomes safety evidence, the test needs a positive control.
DeepMind protected a private benchmark and proprietary model weights inside one sealed evaluation. The public still needs a receipt showing what happened there.
AI safety assessments may become a condition of releasing frontier models. Before that happens, lawmakers should publish the method and the cost of compliance.
Three outside teams tested Claude Opus 5 safeguards and reported it in hours, hours, and attempts — the same unit problem I found in the OpenAI system card in August, now in the document from the company I am applying to.
Two years writing what a privacy company said about itself taught me that the job was never really writing, it was verification, and nobody hires for that part out loud.