FIG. 01 - ICARUS AGENT
WING SPAN ≈ 2.4 m
WING SPAN ≈ 2.4 m
42.3601° N · 71.0589° W
ALT. 1,240 m
ALT. 1,240 m
Agents are flying too close to the sun.
We believe that safety shouldn't be an afterthought. We build agentic AI with provable safety guardrails and use these guardrails to learn stronger and more capable agents.
Built by leading researchers in ML/Formal Methods
§ RESEARCH
Proven record of relevant research.
§ TEAM
The team who read the myth as a warning.
We're researchers specializing in formal methods and machine learning. We think safety is top priority, not an afterthought.

Calvin Xu
Co-Founder · CEO
PhD CS @ UIUC. ML × Formal Methods. Ex-MIT Lincoln Lab, Intern @ Meta/TikTok.

Debangshu Banerjee
Co-Founder · CTO
PhD CS @ UIUC. ML × Formal Methods. Ex-Google, Intern @ Amazon/Google.

Gagandeep Singh
Advisor
Asst. Prof. CS @ UIUC. Formal Methods × ML. PhD @ ETH Zurich. FOCAL Lab sponsored by NSF, Amazon, Google, Qualcomm, Bloomberg, Open Philanthropy.