Open research initiative for AI security

Building Secure AI
By Design

Empowering a global collective of researchers, engineers, and defenders to build AI systems that are secure and ethical by design, leveraging AI in defensive innovation and adversarial resilience.

Our Ecosystem

Three interconnected pillars that form the foundation of our research and engineering initiatives.

Secure by Design

Frameworks and methodologies for building AI systems with security embedded at every layer, from data ingestion to model deployment.

Defensive Innovation

Research exploring AI-driven defensive technologies that anticipate, detect, and neutralize emerging threats to intelligent systems.

Adversarial Resilience

Strategies for anticipating and mitigating attacks on AI systems, including adversarial inputs, data poisoning, and model extraction.

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Open Issues

Trusted by leading research institutions

MIT CSAIL
Stanford HAI
CMU CyLab
Oxford Internet Institute
ETH Zurich
Georgia Tech
UC Berkeley
DARPA

Join the mission to secure AI

Whether you are a researcher, engineer, or security practitioner, there is a place for you in The Collective. Contribute to open research, build defensive tools, and shape the future of AI security.

Get Involved