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Applied AI·July 9, 2026·1 min read

The AI security paradox: Why are organizations trusting what they can’t fully see?

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AI is being treated like SaaS while behaving more like a black-box supply chain. If you’re shipping AI into production faster than you can map data flows, model lineage, and third-party dependencies, you’re building latent security debt that will surface as soon as regulators or attackers show up.

Applied AI

‘The gap between AI ambition and infrastructure reality is widening’ Google Cloud report finds 83% of organizations must overhaul their infrastructure in order to maximize the agentic AI opportunity

If 83% of orgs need infra overhauls for agentic AI, the constraint isn’t ideas — it’s plumbing. CIOs should freeze net-new ‘agent’ pilots until there’s a clear plan for data access, orchestration, and observability that can handle continuous, autonomous workflows.