AI agents act like 'drunk interns' with access to data, compute, and networking — expanding attack surface exponentially. Defenders need purpose-built, low-cost models (not generic frontier…

Frontier model intelligence is commoditizing; the differentiator is the harness — the reasoning loop that calls tools, orchestrates red/blue learning, and contextualizes with proprietary pr…

Adversaries leverage open-weight models (e.g., 'obliterated' models on Hugging Face) to generate attacks at near-zero marginal cost. Defenders win by running high-volume, low-cost specializ…