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AI capability scaling does not correlate with adversarial robustness, necessitating explicit safety training and dedicated guardrail architectures.

Impact: Enterprises must budget for specialized safety layers rather than relying on base model updates, creating a sustained commercial market for third-party AI security providers.

— from AI Security Infrastructure: Guardrails, Red Teaming, and Enterprise Risk · Latent Space: The AI Engineer Podcast· Jun 22, 2026