VAIR Labs is a two-division research facility. We build production AI/ML systems and the cryptographic, threat-aware security that protects them — under one roof.
Each division runs its own instruments, its own experiments, its own standards — and shares the same insistence on evidence.
Agentic systems, LLM applications, retrieval pipelines, and the evaluation harnesses that keep them honest — deployed into real products.
Threat hunting, detection engineering, applied cryptography, and blockchain/protocol security for systems that can't afford to fail.
A few of the tools always running in the lab. Every readout here is a live simulation — the real ones are busy.
Every model, agent, and rule is benchmarked and red-teamed before it ships.
Rules tuned to catch what matters and stay quiet about what doesn't.
Tell us what you're building or defending. We'll tell you how we'd approach it.