Agent systems
LangGraph · MCP · tool use
AI systems · backend · evaluation
I build AI systems that stay inspectable.
I am an AI and automation developer working across agent workflows, backend systems, evaluation, and engineering tools. I care about the contracts around a model as much as the model call itself.
Open to AI, backend, platform, and automation engineering opportunities in Germany.
Backend platforms
FastAPI · data contracts · APIs
Evaluation
Benchmarks · regression · observability
Applied ML
Retrieval · adaptation · ranking
Selected work
Systems, research, and products I have built.
A curated set of case studies across agent architecture, backend platforms, applied machine learning, evaluation, and product engineering.
Multi-tenant SaaS platform
proxy-expert
I built a SaaS platform with tenant isolation, explicit security boundaries, a typed dashboard, and evaluation infrastructure.
Read the case studyMaster's thesis - LLM agents
Dynamic Active Toolset Management
I am researching how an LLM agent can retrieve and manage a smaller active toolset from a larger MCP-based tool pool.
Read the case studyLoRA, retrieval, and evaluation
Cultural Question Answering
I built a cultural QA system combining Llama 3 8B, LoRA fine-tuning, FAISS retrieval, constrained outputs, and benchmark-driven error analysis.
Read the case studyClinical ML · B.Sc. graduation project
Breast Cancer Metastasis Prediction
I contributed the ML modelling, feedback-tracking web application, and deployment for a clinical metastasis-prediction system.
Read the case studyTechnical assignment - agent workflow
Financial Research Search Agent
I built a streaming research agent that routes financial questions between direct educational answers and web-search-backed synthesis with citations.
Read the case studyAgent-neutral workflow architecture
Evidence-Backed Career System
I maintain a private, file-backed operating system for evidence, job intake, evaluation, CV generation, and immutable application records.
Read the case studyExperience
Where I have worked and what I built there.
May 2025 - Present
JOYNEXT GmbH
AI & Automation Developer (Working Student)
I build LLM workflows, backend services, retrieval and ranking components, evaluation paths, and engineering-tool integrations for automotive workflows.
Nov 2025 - Present
ScaDS.ai
Research Student
I work on structural and ontology-informed knowledge-graph analysis, benchmark construction, and evaluation workflows.
Jul 2023 - Jul 2024
Valeo Egypt
Embedded Linux Software Engineer (Working Student)
I developed Python and C# engineering applications and Bash-based test automation over embedded Linux and Yocto workflows.
Aug 2024 - Sep 2024
_VOIS
Backend Java Engineer
I developed, tested, and documented a Spring Boot REST API with JWT access control, validation, database-backed service logic, Postman testing, and Swagger documentation.
Mar 2024 - Nov 2024
padelhub eg
Freelance Full-Stack React Developer (On Call)
I delivered intermittent frontend and backend features, APIs, MongoDB data models, and maintenance fixes for a React reservation platform.
Aug 2022 - Jul 2024
Codex Egypt
Web Development Team Leader (Part-Time)
I built and deployed web solutions using React, TailwindCSS, Node.js, MongoDB, WordPress, and AWS EC2 while working in a part-time team-lead role.
Background
Education and working context.
Education
I am enrolled in an M.Sc. Computer Science at TU Dresden and hold a B.Sc. Engineering in Software and Healthcare Engineering from Cairo University. My Master's thesis is in progress.
Languages
I speak Arabic natively, English at C1, and German at A2.
Public knowledge, precise boundaries
Ask me about my work.
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From evidence to working systems
Looking for an engineer who can connect models, software, and evaluation?
Germany · Open to AI, backend, platform, and automation engineering opportunities in Germany.