Page 41 - Red Hat PR REPORT - OCTOBER 2025

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based on real-time availability. Unlike external SaaS-based assistants, agentic AI built in-
house can be tightly integrated with internal systems, enforcing strict access controls, data
privacy, and auditability.

Companies are already investing in this future through open frameworks like MCP (Model
Context Protocol) and the Llama Stack, designed to empower enterprises to develop fully
autonomous, auditable AI agents.

A Call for Strategic Ownership

For enterprises and governments in the Middle East, the AI opportunity is immense but only
if pursued with a long-term vision. Building AI in-house by utilizing open source is no longer
a luxury, it’s a strategic necessity as it ensures control, fosters innovation, and safeguards
data, which is the foundation of the digital economy.

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