Safe, reliable AI for small and regulated organizations.
We help small businesses and regulated industries get AI that is safe, reliable, and cost-conscioushrough applied research, evaluation frameworks, and methods built for resource-limited and compliance-heavy environments.
Current research focus: evaluation frameworks, reliability testing, governance, deployment constraints. Research themes →
Founding Sponsors
Founding sponsor. Additional slots available.
Support the LabResearch highlights
Published outputs, methodology notes, and fellowship deliverables will appear here as they are released.
Research & outputs →Mission
Advance safe, reliable, and cost-conscious AI system design through evaluation frameworks, reliability testing, governance, and deployment constraints for resource-limited and compliance-heavy environments.
Full Research Charter →Research-first
All activity is structured as research with documented outputs. Fellows do not access client or production systems; we maintain a strict firewall between research and commercial work.
Fellowship
Structured 6-month research terms with mentorship, clear expectations, and at least one substantive output per fellow. 20+ hours/week. International students: confirm eligibility with your Designated School Official (DSO) before applying.
Apply to the Fellowship
Submit by the cohort deadline. Join structured research with mentorship and documented outputs.
Application guidelinesSupport the Lab
Visibility, recruiting access, thought leadership, early access to publications—without directing research.
Sponsors