VAIR Labs is a two-division research studio. We build production AI/ML systems and the cryptographic, threat-aware security that protects them — under one roof.
Model development, agentic systems, retrieval pipelines, and ML deployed into real products — measured, evaluated, and shipped.
Threat hunting, detection engineering, applied cryptography, and blockchain/protocol security for systems that can't afford to fail.
From paper to prototype to production — we turn frontier ideas into systems that run.
Engineering signals that catch what matters and cut the noise that doesn't.
Protocol design and review, key management, and verifiable trust models.
Rigorous benchmarking and red-teaming so claims are backed by evidence.
AI and security woven into your existing stack, not bolted on after.
Hardened, monitored, and maintained — we ship and we keep it running.
Tell us what you're building or defending. We'll tell you how we'd approach it.