ReasonOS Research Labs
AI beyond the transformer. Starting from the mathematics.
Exploring the foundations and architectures that come after the current generation — and building the infrastructure to try them.
Research
talks, writing, and results — newest first
Active programs
where the work is happening now
Mathematical foundations
Novel frameworks beyond transformer architectures — topological data analysis and algebraic geometry applied to neural computation.
Next-gen architectures
Building and testing non-transformer architectures that challenge the assumption that scale is the only path forward.
HPC infrastructure
High-performance computing that makes cutting-edge research accessible to independent researchers and startups.
Open research
Published findings, open-sourced tools, and compute for people outside corporate walls.
Our philosophy
why we think differently about AI
LLMs made a huge leap — but we see an LLM as the UI of AI. A powerful interface, not the end goal.
The next major innovation will come from non-transformer architectures: new mathematical foundations, not just more scale.
We build tools that enable crazy new ideas, funded or not. The next leap will come from people outside big tech.
We start from the mathematics behind it all, and build the infrastructure needed to explore from there.
The team
who is doing the work
Vamsi Pandari
FounderLeads the platform the research runs on: the RBS build system, branch nodes, and the HPC substrate every experiment schedules onto.
Background in AI infrastructure and high-performance computing.
Chris Leggett
ResearcherDrives the next-gen architectures program — building and testing the non-transformer models the lab bets on.
Previously at Scale AI and Meta Reality Labs.
Dr. Ehsan Ardjmand
AI ResearcherLeads the mathematical foundations work: the search for frameworks beyond the transformer, starting from the mathematics itself.
PhD; mathematician and AI researcher.
Collaborate with us
compute, funding, and partnerships
For researchers
Compute and infrastructure access for independent researchers pushing past the current architectures.
For innovators
From sourcing seed funding to infrastructure support, we back bold ideas that challenge convention.
Collaborate
Tell us who you are, what you are working on, and what you need — the mail opens with those three questions ready.