Mahmoud El Hage

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.

- Designed and customized Al-driven solutions to expand use case coverage on the 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.

- 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 OpenAI/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%.

Specialisation in Human-Machine interactions and Cognitive Systems.