← All work

Enterprise · MENA language services · current role

AI automation inside a real enterprise

The problem

A large multi-product platform serving many roles needed to scale delivery, stay maintainable, and adopt AI to automate operational work.

What I built

Architecture

AI agentsMCP serverPermission checkCore business systems

Out-of-scope calls fail safely· fails safely

The outcome

Faster, more autonomous product delivery, and a real path from “AI chat” to “AI that safely does operational work” inside a large enterprise.

What this proves

I operate at senior/lead level on a large platform and bring production-grade AI automation into a real enterprise, safely.

Platform work is team work, I lead where stated and contribute elsewhere. Accuracy over inflation, always.

Stack

ReactTypeScriptNext.jsNode.jsPython/FastAPIMCPDifyRAGPostgreSQLRedis

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