About Mahmoud
Most documents are still read by humans. I'm working to change that by building production-grade AI systems that read documents the way experts do: catching what's crossed out, extracting what matters, and automating the rest.
I bring a rare mix of research depth, engineering execution, and customer-facing experience spanning LLM training and fine-tuning, inference optimisation, prompt engineering, RAG, API development and NLP. From running experiments on 1000+ GPU clusters to shipping end-to-end pipelines in production, and from advising customers on AI integration to owning full technical workflows, I operate comfortably across the entire AI stack.
With a solid academic background in computer engineering, specialising in human-machine interactions, I bring strong technical skills in Python, machine learning, LLM, Git, Docker and more.
German
Native or bilingual
English
Native or bilingual
French
Conversational
Arabic
Native or bilingual
Remote only
Primarily works remotely
Experience
- FINNOFLEET P-D-F GmbH BerlinAI/LLM EngineerBANKING AND INSURANCEMarch 2026 - Today (3 months)Berlin, Germany
- Building end-to-end intelligent document processing pipelines for financial and legal documents, combining locally deployed LLMs (Mistral, Qwen, Llama, ...) with computer vision to extract structured data, detect visual annotations and automate post-processing workflows.
- Workist GmbH BerlinAI SOLUTION ENGINEERLOGISTICS AND SUPPLY CHAINFebruary 2025 - March 2026 (1 year and 1 month)Berlin, Germany
- Designed and customized Al-driven solutions to expand use case coverage on the Workist Al platform.
- Developed intelligent automation agents using n8n/Make.com, integrating LLMs and APIs to streamline internal workflows and boost productivity.
- Delivered Al-centric technical support across pre-sales and post-sales stages, advising on optimal Al integration strategies.
- Integrated customer IT systems with the Workist Al platform via API development, data import/export automation, and custom Al workflows.
- Own the Customer Onboarding process, including the project management.
- Max Planck Institute for Human Development - Center Humans & MachinesMACHINE LEARNING RESEARCHERRESEARCHJuly 2023 - January 2025 (1 year and 6 months)Berlin, Germany
- Trained, evaluated, and optimized Large Language Models on an in-house computing cluster with over 1000 GPUs.
- Improved LLM evaluation metrics through comprehensive quantitative and qualitative assessments.
- Integrated and managed high-volume API requests to OpenAl/Azure, handling over 1000 requests per minute in parallel.
- Specialized in prompt engineering for high-value projects, enhancing LLM responsiveness and accuracy by more than 25%.
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Education
- M.SC. IN COMPUTER ENGINEERINGTU Berlin2024M.SC. IN COMPUTER ENGINEERING
- B.SC. IN COMPUTER ENGINEERINGTU Berlin Berlin2023B.SC. IN COMPUTER ENGINEERING