cibisounder.com/ai-safety

AI safety

Notes on alignment.

  1. Introducing Atlas ResearchAn ASI alignment research organization working on one question. When a model keeps training, what keeps its alignment intact?research · Oct 19, 2026
  2. Robust SuperalignmentHow long a model's alignment lasts may be a property in its own right, separate from how aligned it looks today. How I'd measure it, with correctability scored alongside.research · Jul 21, 2026
  3. Latent Invariant AlignmentCan the internal structure that carries a model's alignment be shaped early in training so it stays in place, and keeps doing its job, as the model keeps training?research · Sep 21, 2026
  4. Yoga for AIAlignment may last longer when a model's sense of who it is stays steady under pressure, and that steadiness may be trainable.research · Aug 24, 2026
  5. Extinction is not erasureToday's fixes for misalignment may suppress a disposition without removing it. Learning science predicts when it comes back, and what would remove it.research · Aug 10, 2026
  6. Automating alignment researchOnce agents can run a week of experiments overnight, progress depends on how many of their results someone can trust. How I'd measure that, and Crux, the reviewer I'm designing for it.research · Sep 28, 2026
  7. Scalable oversight for AI-written researchOversight evidence is strongest where a judge can check something specific. AI-written alignment research is where it's thinnest. What I'd test first.research · Oct 12, 2026
  8. Introducing CruxAn early concept for checking alignment research done by AI, before anyone relies on it.project · Oct 5, 2026
  9. The Atlas research agendaRobust Superalignment first, starting with Latent Invariant Alignment. Then automated alignment research, then scalable oversight.research · Jul 2, 2026