Agent systems
LangGraph · MCP · tool use
AI & automation engineer
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.
Flagship case studies first, followed by selected and earlier work.
Multi-tenant SaaS platform
proxy-expert
I built a SaaS platform with tenant isolation, explicit security boundaries, a typed dashboard, and evaluation infrastructure.
Tenant boundary in the public architecture
- 01Typed dashboard
- 02FastAPI service
- 03Row-level security
OutcomeA working end-to-end platform foundation across backend, frontend, security, persistence, and evaluation concerns.
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.
Research question
- 01Larger MCP tool pool
- 02Retrieve and activate
- 03Smaller active toolset
OutcomeAn experiment-oriented system with explicit baselines and planned measures for task success, prompt efficiency, latency, retrieval quality, and tool-use effectiveness.
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.
Evaluation path
- 01LoRA adaptation
- 02FAISS context
- 03Benchmark error analysis
OutcomeReported combined accuracy improved from 0.47 to 0.78 on the project benchmark.
Read the case studyMore selected work
Clinical 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 studyMore projects from earlier work3 further case studiesShow projects+
Experience
Where I have applied this engineering work.
A chronological view of working-student, research, part-time, freelance, and backend roles.
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.
Context
Education & Languages
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.
Ask about my work and projects. Answers are grounded in approved public notes, with sources you can inspect.
AI answers · approved public sources only
Single-turn answers use retrieved public portfolio notes only. No browsing, tools, or conversation history.
Contact
Let’s discuss what you’re building.
Based in Germany