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Generative AI Engineer with 3+ years in LLMs & scalable AI platforms
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Assessing your cultural and operational fit
Generative AI Engineer with hands-on experience designing, fine-tuning, and deploying production LLMs, RAG systems, and AI infrastructure. Specialized in building scalable AI platforms using PyTorch, FastAPI, vLLM, AWS, and GCP. Passionate about transforming cutting-edge AI research into production-ready systems that solve real-world problems.
Al-Azhar University
B.Sc. in Systems & Computer Engineering · Systems & Computer Engineering
January 1, 2019 – January 1, 2024
Tuba
AI Developer
July 1, 2025 – Present
Cairo, Cairo Governorate, Egypt
Freelance
AI / Machine Learning Engineer
June 1, 2023 – July 1, 2025
India
Flexi Transformer
June 27, 2026 – Present
Developed a modular Transformer framework supporting interchangeable positional encoding strategies (including ALiBi), reusable encoder-decoder architectures, and rapid experimentation with BERT- and GPT-style models.
Intelligent AI Research Agent
June 27, 2026 – Present
Built a ReAct-based AI agent with persistent memory, web retrieval, tool calling, and automated research capabilities for multi-step reasoning workflows.
Enterprise RAG Platform
June 27, 2026 – Present
Designed and deployed an end-to-end Retrieval-Augmented Generation platform supporting PDF ingestion, semantic search (Qdrant), multi-LLM orchestration, FastAPI APIs, and Docker deployment on Hugging Face Spaces.
View ProjectCultural Fit Analysis
The candidate's project diversity (RAG platform, Transformer framework, AI research agent) and experience across different roles (AI Developer, Freelance AI/ML Engineer) demonstrate a broad interest in AI and a proactive approach to learning and application. Their involvement in securing cloud resources and defining AI roadmaps aligns with a growth-oriented and strategic mindset, fitting well into innovative and fast-paced environments. The open-source project (Flexi Transformer) also indicates a collaborative and community-minded spirit.
Soft Skills & Operational Fit
The candidate's experience in leading architecture, defining strategies, and collaborating with executive leadership suggests strong leadership, strategic thinking, and communication skills. Their freelance experience and diverse project portfolio indicate adaptability and problem-solving capabilities. The role at Tuba, starting in the future, shows proactive career planning and ambition.