AI & Machine Learning Engineer building production-grade Generative AI, NLP, and agentic systems.
Currently an AI Intern at GBG, where I develop LLM applications and multi-agent workflows with a focus on scalable, real-world impact.
I bridge advanced research with practical deployment, combining an Mechatronics Engineering background with a strong interest in robotics, edge AI, and intelligent automation.
🎯 Currently focused on:
LLMs RAG Pipelines LangGraph Multi-Agent Systems Multimodal AI Production Observability
Production-grade medical triage platform. Hybrid BM25/pgvector retrieval, confidence gating, citation-grounded LLM responses, and audit logging. Zero tolerance for hallucination — because reliability in healthcare is non-negotiable. 
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Orchestrates three specialized agents — database design, schema modification, and NL-to-SQL — under a strict state machine with human-in-the-loop approval. Built at GBG. Cut manual SQL effort by 90% and schema design time by 80%.
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Multimodal pipeline processing audio, video, and documents into structured summaries. Speaker diarization, ASR, key-frame extraction, and VLM converging via LangGraph. Cross-meeting RAG querying with automated n8n report delivery.
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Multi-CV RAG system for talent intelligence. Qdrant vector DB, hybrid BM25/dense retrieval, cross-encoder reranking, iterative RAG loops, adaptive-K selection, and citation-aware generation — production-grade from day one. 
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2026 ──▶ AI Trainee @ Global Brands Group (GBG)
└─ Multi-agent systems · RAG · Azure AI Stack · Langfuse · Arize Phoenix
2026 ──▶ Software Trainee @ SEITech Solutions
└─ Embedded Linux · Functional Safety · SCADE · Automotive SDV
2025 ──▶ AI Trainee @ National Telecommunication Institute (NTI — Hire-Ready)
└─ LLMs · CNNs · Vision Transformers · Fine-tuning (LoRA / PEFT)
2025 ──▶ Data Science & Gen AI @ Digital Egypt Pioneers Institute (DEPI)
└─ RAG Medical Assistant · LLMs · Semantic Search · Multilingual NLP
2020–2025 B.Sc. Mechatronics Engineering · Fayoum University
└─ GPA 3.08 · Graduation: Gloves Teleoperation Robot — A+ · ITIDA/ITAC Sponsored
Vice Chairperson 
Organized 30+ events across Egypt Managed 500+ volunteers Coordinated international meetups & competitive programs |
Head of Public Relations
Recruited 50+ university students Built high-performing teams Shaped strategic proposals & external partnerships |
Head of Speaking & Curation 
Mentored 15+ speakers Refined scripts & narratives Guided stage presence & idea development |
| 🧩 | Agent Orchestration | Robust state machines, HITL approval, multi-agent fallback recovery |
| 📐 | RAG Evaluation | Retrieval quality metrics, confidence gating, hallucination detection frameworks |
| 🌐 | GraphRAG | Neo4j + Leiden algorithm + community-aware retrieval for knowledge graphs |
| 🏭 | Production MLOps | Observability-first pipelines with Langfuse, Arize Phoenix, and structured logging |
| 🎙️ | Multimodal Pipelines | Audio, video, and document intelligence — failure-mode-aware architecture |
"I don't stop at a working prototype.
I iterate until I understand the trade-offs, the failure modes,
and why a choice is better than its alternatives."