# Abdalrahman Ibrahim

**Head of AI Products Development · Linz, Austria**

*Open to consulting, advisory, and full-time opportunities.*

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## Bio

At AGILOX I lead AI products development. The core platform is a private LLM microservices stack serving 250+ employees — paired with an internal AI gateway that issues virtual API keys for developer and agentic-coding workflows, with routing, fallbacks, and per-team cost dashboards. In November 2025 the gateway handled 12,970 requests and 27.3M tokens at 93.5% success. Commercial API spend dropped ~80% per month, with data staying entirely on-premise. On top of the platform, I run hybrid Graph+Vector RAG for technical documentation and connect LLMs to live ROS 2 telemetry through VAgent using the Model Context Protocol (MCP) for natural-language fleet diagnostics. The inference layer uses vLLM with AWQ quantization on private GPU clusters.

I graduated first of class from Misr University for Science and Technology with a B.Sc. in Mechatronics Engineering (CGPA 3.96/4.0, 2018), then spent a year at Infineon Technologies researching Graph Neural Networks for automated analog circuit recognition — improving accuracy 15% and cutting compute time 30% on small-data constraints. An M.Sc. in Autonomous Systems and Robotics at the University of Klagenfurt followed in 2022. I joined AGILOX as Senior Research Engineer, became AI Lead Engineer in May 2023, and was promoted to Head of AI Products Development in January 2026.

In parallel I maintain open-source C++ inference tooling built around one constraint: it must drop in without dragging a framework. YOLOs-CPP is the largest — a header-only library running YOLO v5 through v12 on ONNX Runtime and OpenCV, covering detection, segmentation, oriented bounding boxes, and pose estimation, with no Python in the inference path. The strategy-pattern design means switching task types or YOLO versions is a one-line change. The same philosophy carries through ros2_yolos_cpp, Depths-CPP, and the rest of the ecosystem: production-ready inference engines, minimal dependency footprint.

I am a part-time Ph.D. candidate at the University of Klagenfurt, focused on Agentic AI for Robotics/Transportation. Open to consulting, advisory, and full-time opportunities.

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## Experience

### Head of AI Products Development — AGILOX

2026-01 – present · Linz, Austria

- Leading AI products and platform across the company. Scope spans private LLM infrastructure, agentic platforms, and on-robot AI.

### AI Lead Engineer — AGILOX

2023-05 – 2026-01 · Linz, Austria

- Architected a private LLM microservices platform serving 250+ employees.
- Migrated commercial APIs to private-hosted models — ~80% monthly LLM cost reduction with full data privacy.
- Built an internal AI gateway issuing virtual API keys for developer and agentic-coding workflows; routing, fallbacks, usage controls, per-team cost dashboards. 7-day window in Nov 2025: 12,970 requests, 27.3M tokens, 93.5% success.
- Custom agentic orchestration layer for intent-aware routing and sub-200ms token streaming.
- Hybrid Graph + Vector RAG for technical documentation, with evaluation-driven tuning loops.
- vLLM + AWQ quantization for high-throughput 70B+ model serving on private GPU clusters (Runpod).
- VAgent: integrated LLMs with ROS 2 telemetry via the Model Context Protocol (MCP) for natural-language fleet diagnostics.

### Senior Research Engineer — AGILOX

2022-10 – 2023-05 · Linz, Austria

- Production LiDAR + Camera perception stacks.
- Edge-hardware model deployment; simulation data cut physical sensor testing time by ~40%.

### Researcher — Infineon Technologies

2021-10 – 2022-10 · Villach, Austria

- Graph Neural Networks for automated analog circuit recognition; +15% accuracy via small-data augmentation, -30% compute time.

### Robotics & AI Engineer — Zewail City / iRobotX

2018 – 2021 · Egypt

- ROS-based social robots and deep learning pipelines for medical CT imaging.
- Evaluated Visual SLAM and reinforcement-learning control for humanoid robotics.

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## Education

### Ph.D. Candidate, Smart Systems
Alpen-Adria-Universität Klagenfurt · In progress, part-time
Focus: Agentic AI for Robotics/Transportation

### M.Sc. Autonomous Systems & Robotics
Alpen-Adria-Universität Klagenfurt · 2022

### B.Sc. Mechatronics Engineering
Misr University for Science and Technology · 2018 · First of class · CGPA 3.96/4.0 · Honor Degree

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## Publications

### FlexiNet: An Adaptive Feature Synthesis Network for Real-Time Ego Vehicle Speed Estimation

**Authors:** Abdalrahman Ibrahim, Kyandoghere Kyamakya, Wolfgang Pointner
**Venue:** IEEE Access (2025)
**DOI:** 10.1109/ACCESS.2025.3562229
**URL:** <https://doi.org/10.1109/ACCESS.2025.3562229>

### A Graph Attention Network Based System for Robust Analog Circuits' Structure Recognition Involving a Novel Data Augmentation Technique

**Authors:** Ali Deeb, Mohamed Salem, Abdalrahman Ibrahim, Joachim Pichler, Sergii Tkachov, Karaj Anjeza, Fadi Al Machot, Kyandoghere Kyamakya
**Venue:** IEEE Access (2024)
**DOI:** 10.1109/ACCESS.2024.3367598
**URL:** <https://doi.org/10.1109/ACCESS.2024.3367598>

### A Comprehensive Generalization of a Graph-Attention-Network GAT Based System Towards Real IP Analog-Mixed-Signal AMS Schematics Structure Recognition

**Authors:** Ali Deeb, Mohamed Salem, Abdalrahman Ibrahim, Witesyavwirwa Vianney Kambale, Joachim Pichler, Fadi Al Machot, Kyandoghere Kyamakya
**Venue:** 30th IEEE International Conference on Electronics, Circuits and Systems (ICECS) (2023)
**DOI:** 10.1109/ICECS58634.2023.10382859
**URL:** <https://doi.org/10.1109/ICECS58634.2023.10382859>

### A Vertical Systematic Generalization Towards Real IP Analog-Mixed-Signal AMS Schematics Structure Recognition

**Authors:** Ali Deeb, Mohamed Salem, Abdalrahman Ibrahim, Witesyavwirwa Vianney Kambale, Joachim Pichler, Fadi Al Machot, Kyandoghere Kyamakya
**Venue:** 27th International Conference on Circuits, Systems, Communications and Computers (CSCC) (2023)
**DOI:** 10.1109/CSCC58962.2023.00053
**URL:** <https://doi.org/10.1109/CSCC58962.2023.00053>

### Study of Massive Floating Solar Panels over Lake Nasser

**Authors:** Mohamed A. Tolba, Abdalrahman Ibrahim, Ahmed M. El-Nahas, Basem Elboshy, Bassem M. Ramzy, Ahmed M. El-Garhy
**Venue:** International Journal of Photoenergy (2021)
**DOI:** 10.1155/2021/6674091
**URL:** <https://doi.org/10.1155/2021/6674091>

### Evaluation of Capacitive Deionization Desalination Technology for Irrigation

**Authors:** Abdalrahman Ibrahim, O.A. Abdullatef, H.F. Abd-Elhamid, A.M. El-Nahas, M.A. Tolba, Bassem M. Ramzy
**Venue:** Desalination and Water Treatment (2020)
**DOI:** 10.5004/dwt.2020.25676
**URL:** <https://doi.org/10.5004/dwt.2020.25676>

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## Contact

- **Email:** <mailto:hi@geekgineer.com>
- **GitHub:** <https://github.com/geekgineer>
- **LinkedIn:** <https://www.linkedin.com/in/abdalrahman-m-amer/>
- **ORCID:** <https://orcid.org/0009-0005-8184-230X>

**Languages:** Arabic (native), English (fluent), German (learning)