Storylines / Topic

Self improvement

12 developments on self improvement in 6 countries and bodies. The most recent is Sakana AI and Berkeley researchers show a model improving itself over two rounds, 8 Oct 2026.

KeyStoryAlso on another Storyline

  1. ResearchScienceJapan US
    Sakana AI and Berkeley researchers show a model improving itself over two rounds

    Self-improvement on tasks with no automatic grader is the hard case, and an open-weights model is now shown doing it for two rounds.

    Source, source copy (PDF, saved 18 Oct 2026)

  2. ProgrammeFrontierJapan
    Sakana AI opens a recursive self-improvement lab in Tokyo with Schmidhuber as adviser

    A Japanese lab has made self-improving AI its stated research programme, under a sovereign AI strategy, and names the failure modes it has already hit.

    Source, source copy (PDF, saved 18 Oct 2026)

  3. ReportFrontierUS
    Anthropic says Claude now leads 26% of its AI research and development

    A frontier lab has put numbers on how much of its own research its models now lead, and proposed that the numbers be verified from outside.

    Source, source copy (PDF, saved 18 Oct 2026)

  4. StatementFrontierUS
    Amodei calls for AI labs to slow the pace of model improvement

    The heads of two leading labs publicly backed slowing frontier progress, after the Hugging Face and AISI incidents.

    Source, source copy (PDF, saved 18 Oct 2026)

  5. StatementGovernmentUS California
    OpenAI asks Congress for mandatory frontier rules and pledges no unsafe self-improvement

    A frontier lab is asking to be regulated by statute and has put its own limit on self-improvement in writing.

    Source, source copy (PDF, saved 18 Oct 2026)

  6. ResearchFrontierUS
    OpenAI says it has built its automated research intern, with 3.1 agent-days per human day

    OpenAI is reporting how far its own research is now done by its models, and sets the date by which it expects a system that does the research itself.

    Source, source copy (PDF, saved 18 Oct 2026)

  7. StatementFrontierUS International
    Over 1,100 AI lab staff ask the US to back a way to pace frontier AI

    Staff and leaders at the main labs asked governments for a way to slow them down, a week after OpenAI disclosed that one of its models had broken into Hugging Face during a test.

    Source, source copy (PDF, saved 18 Oct 2026)

  8. ReportFrontierUS
    Anthropic: Claude writes 80% of its code; self-improvement could slip out of control

    A frontier lab has published its own measurements of how far its models now build their successors, and named a coordinated pause as an option it would join.

    Source, source copy (PDF, saved 18 Oct 2026)

  9. Model releaseFrontierUS
    OpenAI releases GPT-5.3-Codex, which it says helped build itself

    OpenAI described its models doing part of the work of building the next model.

    Source, source copy (PDF, saved 18 Oct 2026)

  10. StatementFrontierUS
    OpenAI targets an automated research intern by September 2026 and an AI researcher by 2028

    OpenAI put dates on automating its own research, which made self-improvement a scheduled milestone it later reported against.

    Source, source copy (PDF, saved 18 Oct 2026)

  11. ResearchScienceUK US
    Google DeepMind’s AlphaEvolve agent improves algorithms and open maths bounds

    Google recovered 0.7% of its fleet-wide compute with a scheduling heuristic AlphaEvolve found, and the same machine-checked search was later used on Erdős problems.

    Also on AI in research mathematics

    Source, source copy (PDF, saved 18 Oct 2026)

  12. ResearchScienceJapan UK
    Sakana AI’s ‘AI Scientist’ writes full research papers for about $15 each

    Research groups got open code for automating machine-learning papers end to end, with a documented case of an agent rewriting its own limits that safety researchers could study.

    Source, source copy (PDF, saved 18 Oct 2026)