About

Realm Labs was founded by AI researchers from three traditions that converged on the same problem: adversarial machine learning, AI safety and explainability, and large-scale systems and supply-chain security. Between them, the founding team holds 20 patents and more than 5,000 academic citations across more than a decade of work on how AI systems fail and how they can be defended.

What came out of that work was a research breakthrough the team calls Deep Neural Inspection. What linked the three traditions was a shared finding: an LLM's true intent is visible only inside its own mathematical representations, not in the language it produces. DNI reads a model's internal manifolds as it processes a request, catching prompt injection, jailbreaks, data exfiltration, and unsafe behavior at the source. It is the only inspection point in an AI system that the model itself cannot forge.

Experts in AI security, trust and explainability

Realm Labs brings together researchers, engineers, and product leaders focused on bringing accountability and disciplined oversight to AI systems.
Saurabh Shintre
CEO & Founder

AI Security Leader at Symantec and

Splunk. PhD CMU.

IIT Bombay

Akash Mukherjee
Head of Engineering

Security Lead for SLSA (Google),
PCC (Apple). A Prominent AI Security
Author. USC, IIT BHU

Piotr Mardziel
Head of AI

Expert in Trustworthy ML, AI Interpretability.

Ex-TruEra & Snowflake.

CMU. PhD UMD

Saahil Agrawal
Founding ML Engineer

AI/ML Lead at Abnormal AI and Walmart.

Stanford University.

IIT Madras

Freyam Mehta
Founding Engineer

AI/ML Engineer Leading Security

Frameworks and AI Interpretability.

IIIT Hyderabad

Nina Wei
Founding Designer

Founding designer at Lamini,

AI Fund, Baidu Research.

University of Washington

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Join us!

We believe that as AI becomes embedded in products, workflows, and decision-making, trust will be the factor that determines how far it can go. We exist to ensure that progress doesn’t come at the cost of control, clarity, or accountability.
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Backed by visionaries

Our investors and advisors are long-term partners who understand the technical and enterprise implications of building trustworthy AI. Their support reflects confidence in the systems and standards enterprises depend on.
Jason Clinton
Deputy CISO, Anthropic
Paul Kocher
Inventor, Marconi Prize Winner
Nicole Perlroth
Cybersecurity Journalist, Author
Hugh Thompson
Executive Chairman, RSAC
Greg Clark
Managing Partner, Crosspoint Capital
Investors
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