Mohamed Khaled Ghareeb

Blog & Insights

I'm currently documenting my engineering journey—focusing on LLM optimization, production-grade RAG pipelines, and MLOps best practices.

In Progress
Architectural Deep Dive

Optimizing RAG Pipelines for Production

A comprehensive guide on balancing latency, cost, and retrieval accuracy in large-scale RAG systems.

Coming Soon
Writing
Machine Learning

Fine-tuning Small Language Models

Why bigger isn't always better. How I fine-tuned 7B models to outperform GPT-4 on specific domain tasks.

Coming Soon
Drafting
Infrastructure

MLOps: Beyond the Notebook

Closing the gap between research and production with automated pipelines, Docker, and AWS.

Coming Soon
Planning
Observability

Real-time AI Observability

Implementing robust monitoring and grounding checks for healthcare and legal AI assistants.

Coming Soon

Want to request a topic?

I'm always open to discussing technical challenges and sharing my findings. If there's something specific you'd like to see covered, let's connect.

Send a Request