Bahgat Ahmed

I build production AI that ships, and I work where business meets AI.

This channel covers what actually works in production AI, on both sides of the line.

The engineering: evaluation that catches what scores miss, RAG and agentic systems that survive real data, and the system design that separates the 20% of AI projects that ship from the 80% that do not.

The business: where AI actually fits in a company, what drives real ROI, and how to tell a genuine AI  investment from an expensive demo.

Through the 6 AM LLM Club I mentor software engineers into production AI roles. Several have moved into Principal AI Engineer and AI Team Lead positions by learning to think in systems, not tutorials.

The Business Map (how a company works and where AI fits):
https://llm.learnbeneficial.com/blog/business-map/

Blog: https://llm.learnbeneficial.com/blog/

SHIP Framework: https://llm.learnbeneficial.com/blog/why-ai-projects-ship/
6am LLM Club: https://llm.learnbeneficial.com/english