Mira Okoro

Non-technical workers are delegating execution inside systems they don't fully understand.

MCP collapses N×M integration sprawl into a stateful protocol for AI-tool interop.

Organizations that confuse AI add-ons with architectural redesign will fall a generation behind.

Treat MCP servers like production infrastructure with LLM-driven attack surfaces.

Enterprise AI inherits human access controls that can't track what autonomous systems actually do.

Granting AI tools access to corporate systems creates security risks companies often underestimate.

Most enterprises skip critical stages and book expensive failures 18 months later.

As enterprise AI agents scale, unsecured MCP deployments have become a direct path to breach.