Recursive self-improvement as an empirical research program.

The claim under examination is narrow: systems that improve the process by which they themselves improve — not merely agents that retry within a task, and not merely human-supervised iteration at higher throughput. That distinction matters, because most of what is currently labeled RSI sits somewhere between those two.

This session treats the problem as a stack with separable research questions: the models and methods that generate improvement, the feedback and evaluation that verify the improvement is real, and the infrastructure that lets the loop run without a human in the middle.

Talks stay short. Discussion is the point. Papers and materials are circulated in advance. Speakers are researchers operating inside these loops; the room is expected to press on assumptions, measurement, and what would count as decisive evidence.

Co-hosted with The Residency.

The Frontier Research Club is a curated forum for rigorous, technical discussion at the frontier of AI. We convene researchers from the frontier labs, Stanford, Berkeley, and the teams building in production to examine concrete work — papers, methods, and results — with a bias toward assumptions, evaluation methodology, failure modes and convincing evidence.

Presentations are intentionally brief so the majority of time is reserved for questions and critique. Materials are shared in advance so the conversation starts at depth.

Agenda

5:30pm: Doors open5:30pm – 6:30pm: Networking + light dinner6:30pm – 8:00pm: Research presentations + discussion8:00pm – 8:30pm: Networking

Presenters & topics

Talk 1: TBA

Talk 2: TBA

Want to present your work?

If you have a research paper you’d like to discuss at one of our next sessions, please submit it for consideration. ​Submit your paper here!

Who should attend

  • Researchers working on self-improvement methods, automated research, and evaluation of autonomous loops

  • Founders and engineers building AI agents and supporting infrastructure

  • Teams developing autonomous research and model-training workflows

  • Investors focused on AI infrastructure and research-driven companies

Capacity is limited.

We will take photos and short video clips for event recap and promotion. By attending, you consent to being photographed and recorded, and to the use of those images and clips by the organizers on social media and other event marketing channels.

🌐 Connect with Frontier Research Club

Hosted by

Frontier Syndicate is a venture community connecting frontier tech researchers, builders, and investors through curated convenings and early-stage capital. Across the Bay Area, we host a recurring series of research forums, builder nights, and intimate investor dinners — and back exceptional companies emerging from the labs, communities, and technical networks we convene.

The Residency is a network of live-in houses for researchers and founders working full-time on frontier problems, with locations across four continents. This session is hosted at The Inventors Residency of San Francisco, its house dedicated to advanced research, home to several researchers working on recursive self-improvement.