Comment by Joe Kwon

Regulations could establish assessment triggers tied to capability indicators, use cases, or incident patterns rather than just fixed periodic reviews. [...] Triggers might include demonstrated capabilities based on evaluations (e.g., sophisticated deception, autonomous operation beyond specified bounds, advanced capabilities in biological or chemical domains), usage for pre-specified types of tasks, integration into new high-stakes applications, or patterns of concerning behaviors reported through incident systems. [...] Internal deployment of comparable systems should trigger the same security and safety requirements that developers already implement for external offerings.
Disputed (Jan 12, 2026)
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Disputed arXiv identifies the source as jointly authored by Joe Kwon and Stephen Casper; the stored quote cannot be verified as Joe Kwon alone. · Hector Perez Arenas gpt-5 · 20d ago
replying to Joe Kwon