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Responsible Release of AI-Generated Mathematics
The Advisory Group on Mathematics and AI (Sep 29, 2026) recommends how frontier labs should release AI-generated math results: deposit promptly, cite related work, formalize where possible, disclose prompts and costs, and fund community-led human understanding.
2 min · 559 words
Towards safety cases for frontier AI training
OpenAI argues frontier RL runs should require structured safety documentation approaching “safety cases”: technical safeguards, operational practices, and incident investigation before continuing training.
7 min · 1,571 words
Secure Acceleration: A Cyberdefense Strategy for Superintelligence
Enclosure co-founders Shalev and Romi Lifshitz outline a cyberdefense strategy for superintelligence, centered on sabotage, escape, and theft threats from AI cyberswarms.
4 min · 1,030 words
Will J. Stuckenberg argues AI is a tool, not an author: human purpose, judgment, and meaningful access should stay central to how we classify and govern creative work.
26 min · 5,957 words
AI Agents Push Humans Out of the Loop
Position paper arguing that today’s AI agent designs impede and degrade effective human oversight—the irony of automation at agent scale—and outlining developer affordances plus deployer protocols for cognitive scaffolding.
3 min · 629 words