AI Infrastructure Security

We're building systems to protect AI models from theft, manipulation, and adversarial attacks. Currently in private research. Selective partnerships only.

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Currently in research

Focus

What we're building

Early-stage research into defensive systems for enterprise AI infrastructure. Three core areas of exploration.

Model Hardening Protecting LLM weights and inference endpoints from extraction
Adversarial Detection Identifying anomalous inputs designed to manipulate model behavior
Failure Prediction Anticipating model degradation and security incidents before they occur

Approach

Stability over hype

We work with organizations where AI failure carries significant cost. No experimental deployments. No speculative features. Only validated, tested systems.

Target sectors

Financial infrastructure, defense technology, critical systems operators

Current status

Pre-product. Validating concepts with design partners. Not accepting general inquiries.

Work with us

We're selectively partnering with organizations facing real AI security challenges. If that's you, reach out.

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