1. AIXI (basics https://claude.ai/chat/e79274a9-0ccb-463e-a473-87d3a665f0d0)

    1. Model free universal ai recommended by cole https://arxiv.org/pdf/2602.23242 + https://claude.ai/chat/60135b24-afa2-44a0-80e9-8cf235258cb3
    2. https://ai.meta.com/research/publications/are-scaling-up-agent-environments-and-evaluations/
    3. Cole paper https://arxiv.org/pdf/2508.16245
    4. Google embedded agents paper https://arxiv.org/pdf/2511.22226 this paper is so applicable
  2. Extremely based gemini thread on AIXI, instrumental convergence (“play rock or i kill your family”), and safety/alignment: https://gemini.google.com/app/33869e6590f71ffa

  3. i probably need an intuitive understanding of thompson sampling

  4. https://arxiv.org/abs/2606.12683 new AIXI paper (from AGI to ASI), discusses collective intelligence Google Pi Team