# Mahmoud Hesham Elkholany

Applied AI Engineer
Egypt · mahmoud.dev.ai@gmail.com · https://www.ai-mahmoud.tech
GitHub: https://github.com/ai-mahmoud
LinkedIn: https://linkedin.com/in/mahmoud-elkholany

## Summary

Applied AI engineer and Data Science student at Horus University \(expected graduation: 2028\). Own architecture and PR review for an 11-person engineering team at HUNA. Built a clinical AI assistant with structured output and physician review, multilingual RAG, and Flutter/Kotlin telecom tools used on client devices. Previously evaluated AI-generated code at Outlier AI and analyzed telecom data at Orange Egypt.

## Experience

**AI Software Engineer — HUNA**
May 2026 – Present

- Founding technical member of the Technology sector; own architecture and PR review for an 11-person engineering team across backend, frontend, and DevOps. Reviewed 60\+ PRs and led technical training for interns.
- Built a Gemini-backed clinical AI assistant with validated structured output, physician review, voice dictation, and per-user rate limiting.
- Built environmental question answering with multi-hop retrieval and cross-lingual Arabic/English semantic search.

**Technical Head — Microsoft Learn Student Club, Horus University**
Aug 2026 – Present

- Promoted from Data Science Lead. Manage the club’s GitHub organization across Data Science, AI, Cybersecurity, and Embedded Systems for 200\+ members.
- Support track heads in delivering practical exercises and projects alongside sessions.

**Microsoft Student Ambassador — Microsoft**
Jul 2026 – Present

- Reached 400\+ students across six campus sessions introducing Microsoft developer and AI tools.

**Data Science Lead — Microsoft Learn Student Club, Horus University**
Sep 2025 – Aug 2026

- Built the BI curriculum and taught 50\+ students Python data processing, multi-table SQL, regression, clustering, and Power BI using business scenarios.

**AI Code Reviewer / Data Analyst — Outlier AI · Remote**
Jun 2024 – Oct 2024

- Reviewed AI-generated Python across ML and NLP tasks, evaluated reasoning and output quality, and documented factual accuracy and safety issues.

**Data Analyst, Telecom — Orange Egypt · Damietta**
Jul 2023 – Jan 2024

- Cleaned and restructured telecom operational data in Excel and SQL, wrote analysis queries, and contributed to internal documentation.

## Selected projects

**Clinical AI assistant** — HUNA · delivered work
Structured AI assistance for prescription workflows, with a physician reviewing every suggestion.
- Delivered a clinical AI assistant with mandatory physician review.
- Fixed model reasoning leaking into structured fields through prompt/configuration changes and an independent validation layer.

**Arabic / English environmental RAG** — HUNA · implemented
Environmental question answering with multi-hop retrieval and cross-lingual semantic search.
- Implemented retrieval for compound questions across Arabic and English content.
- Developed the supporting business plan, including market research, SaaS pricing, and infrastructure cost projections.

**Bulk USSD & Bulk Caller** — Client work · in use
Two Flutter/Kotlin tools for telecom campaigns and on-device call-outcome classification.
- Installed and running on 10\+ client devices across the two applications.
- Shipped signed releases with license activation and tamper detection.

**AtmoTwin** — Independent project · simulated sensors
An environmental sensor digital twin with anomaly detection and what-if simulation.
- Implemented sensor ingest, real-vs-twin overlays, and what-if scenarios.
- The documented sensor stream is simulated; this case study does not claim a production hardware deployment.

## Skills

- **Applied AI:** Python, PyTorch, scikit-learn, Gemini API, Anthropic API, RAG, Structured output
- **Backend and delivery:** TypeScript, FastAPI, React, SQL, Docker, Git, Linux
- **Data and connected systems:** Pandas, Power BI, InfluxDB, Grafana, MQTT, Flutter, Kotlin

## Education

B.Sc. Data Science — Faculty of Artificial Intelligence and Informatics, Horus University of Egypt (2024–2028, expected)

## Selected credentials

- HCCDA-AI, Developer Associate — Huawei Cloud
- HCCDA-Tech Essentials, Developer Associate — Huawei Cloud
- Artificial Intelligence Fundamentals — IBM SkillsBuild
- Practical Machine Learning for Data Scientists — ITI Mahara-Tech
- Data Analysis with Python — freeCodeCamp
- Microsoft Student Ambassador · 2026 — Microsoft