Mobilize security teams across hundreds of connected systems. Discover AI pipeline flaws, infrastructure misconfigurations, and privilege cascades, then assign verifiable defense playbooks before attackers pivot.
Click any node to inspect exposure, lateral propagation risk, and linked playbooks.
| Domain / Asset | Identify | Protect | Detect | Respond | Recover |
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Check off implemented defensive controls to decrease attack surface in real-time.
Key architectural lessons learned when mobilizing multi-disciplinary teams across hundreds of production systems.
Traditional static analysis misses non-standard trust boundaries. Fine-tuned cyber evaluation models identify edge-case deserialization and cross-tenant leakage in inference clusters before manual red teams can reach them.
Pairing specialized security researchers with systems engineers allows patches to land simultaneously in container base images, infrastructure-as-code manifests, and kernel eBPF monitoring pipelines.
Assume breach at every tier. Enforce short-lived credential exchange, cryptographic workload identity (SPIFFE/mTLS), and immutable storage guarantees for weights, telemetry, and customer datasets.