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# Mohamad Bailoun

**Headline:** Student at American University of Beirut
**Profession:** AI Software Engineering Intern
**Location:** New York, New York, United States

## About

Mohamad Bailoun is a Computer Software Engineering student at the American University of Beirut with experience building web, AI, data, and cloud-backed software systems. Mohamad’s strengths include backend development, REST API design, AI-enabled candidate evaluation, database-backed workflows, and full-stack application delivery using Python, PHP, JavaScript, HTML, CSS, AWS, MongoDB, MySQL, and Microsoft SQL Server. As an AI Software Engineering Intern at POTECH, Mohamad built and deployed an AI-based intern evaluation system that reduced manual CV review time by approximately 70%, combining SentenceTransformers, FAISS, LLM-based ranking, FastAPI, Poetry, MongoDB, automated tests, and GitLab CI/CD. In an Amazon mentorship program, Mohamad led a four-person team, guided by two Amazon engineers, to build a crowd-density monitoring web application for AUB’s campus, where more than 10,000 students attend daily. The team won among 27 teams and was invited to continue development in the accelerator program. Mohamad has also delivered logistics-management and e-commerce applications and researched a data analytics platform for a VoIP telecom provider.

## Services

- Artificial Intelligence \(AI\)
- MongoDB
- Python \(Programming Language\)
- REST APIs
- Large Language Models \(LLM\)
- Amazon Web Services \(AWS\)
- MySQL
- JavaScript
- HTML
- Cascading Style Sheets \(CSS\)
- PHP
- Microsoft SQL Server

## Highlights

- Led a four-person team in an Amazon mentorship program, guided by two Amazon engineers, to build a web application monitoring crowd density across the AUB campus, where more than 10,000 students attend daily.
- Won the Amazon mentorship program project competition among 27 teams and received an invitation to continue development within the accelerator program.
- Managed IT-department data intake using AWS SES retrieved and parsed email attachments from S3, stored data in DynamoDB, and created front-end APIs for the AUB crowd-density application.
- Designed and built a logistics-management web application at TurkiShopper for deliveries from Turkey to Lebanon, including financial management, customer organization, order processing, and shipment tracking.
- Improved work efficiency by more than 50% through the TurkiShopper management application.
- Developed TurkiShopper’s backend with PHP and MySQL and frontend with JavaScript, HTML, and CSS.
- Built and deployed an AI-based intern evaluation system at POTECH using FastAPI and Poetry, reducing manual CV review time by approximately 70%.
- Implemented semantic candidate retrieval using SentenceTransformers embeddings and FAISS indexing, integrated with LLM-based candidate evaluation and ranking at POTECH.
- Designed REST APIs for CV ingestion, candidate profiling, and recommendation queries, supporting MongoDB-backed automated evaluation workflows at POTECH.
- Architected pluggable LLM routing across local and cloud models, enabling faster development iteration and reducing external API dependency during testing.
- Established automated test coverage and a GitLab CI/CD pipeline at POTECH, reducing deployment errors and cutting estimated release-cycle time by 50%.
- Spearheaded development of an e-commerce platform at PROTEL S.A.L Offshore with a focus on secure user authentication.
- Built the PROTEL e-commerce backend with PHP and Microsoft SQL Server and the frontend with JavaScript, HTML, and CSS.
- Designed and led research for a data analytics platform at iVoipe, evaluating data-visualization tools, customer data platforms, and in-house development.
- Presented iVoipe leadership with a technical design recommendation and strategic plan for the optimal data analytics solution.

## Experience

- **AI Software Engineering Intern at POTECH - "Paths of Technology"** (2025-05-01–2025-11-01) — Built and deployed an AI-based intern evaluation system using FastAPI and Poetry, reducing manual CV review time by ~70%. Implemented semantic candidate retrieval using SentenceTransformers embeddings with FAISS indexing, integrated with LLM-based candidate evaluation and ranking. Designed REST APIs for CV ingestion, candidate profiling, and recommendation queries, supporting automated evaluation workflows backed by MongoDB. Architected pluggable LLM routing supporting local and cloud models, enabling faster development iteration and reducing external API dependency during testing. Established automated test coverage and a GitLab CI/CD pipeline, reducing deployment errors and cutting release cycle time by an estimated 50%.
- **Mentorship at Amazon** (2024-06-01–2024-08-01) — Led a team of four in an Amazon mentorship program, guided by two Amazon engineers, to • develop a web application monitoring crowd density across AUB campus with over 10,000 students attending daily, and emerged as winners among 27 teams. • Invited to continue development within the accelerator program. • Managed data intake from the IT department using AWS SES, implemented functions to retrieve and parse the email attachments from S3, stored data in DynamoDB, and created the APIs utilized by the front-end.
- **Software development internship at PROTEL S.A.L Offshore** (2024-05-01–2024-09-01) — Spreadhead the development of an e-commerce platform, with a focus on secure user authentication. • Utilized PHP and Microsoft SQL Server for the back-end, while implementing JavaScript, HTML, and CSS for the front-end. • Designed and led research for a data analytics platform at iVoipe, a leading VoIP telecom provider. • Evaluated multiple approaches, including data visualization tools, customer data platforms, and in-house development. • Presented a technical design recommendation to leadership with a strategic plan for the optimal solution.
- **Web Developement at TurkiShopper** (2024-03-01–2024-07-01) — Designed and built a management web application for a logistics company handling deliveries from Turkey to Lebanon, implementing key subsystems for financial management, customer organization, order processing, and shipment tracking, boosting work efficiency by over 50%. • Developed the application’s back-end using PHP and MySQL, and the front-end using JavaScript, HTML, and CSS.

## Education

- Bachelor of Engineering, Computer Software Engineering — American University of Beirut (2022-09-01–2026-05-01)

## FAQ

### What does Mohamad do?

Mohamad Bailoun is a student at the American University of Beirut pursuing a Bachelor of Engineering in Computer Software Engineering.

### What are Mohamad’s core technical strengths?

Mohamad’s strengths include artificial intelligence, large language models, Python, REST APIs, AWS, MongoDB, MySQL, PHP, Microsoft SQL Server, JavaScript, HTML, and CSS. His work includes AI evaluation workflows, backend systems, databases, cloud-integrated processing, and full-stack web applications.

### What did Mohamad accomplish in the Amazon mentorship program?

During an Amazon mentorship program, Mohamad led a team of four, guided by two Amazon engineers, to develop a web application that monitored crowd density across the AUB campus, which has more than 10,000 students attending daily. The team won among 27 teams and was invited to continue developing the project within the accelerator program.

### What technical work did Mohamad complete for the Amazon mentorship project?

Mohamad managed data intake from the IT department using AWS SES. He implemented functions to retrieve and parse email attachments from S3, stored data in DynamoDB, and created the APIs used by the front end.

### What did Mohamad do at POTECH?

As an AI Software Engineering Intern at POTECH, also known as Paths of Technology, Mohamad built and deployed an AI-based intern evaluation system using FastAPI and Poetry. The system reduced manual CV review time by approximately 70%.

### How did Mohamad build AI candidate evaluation capabilities at POTECH?

Mohamad implemented semantic candidate retrieval with SentenceTransformers embeddings and FAISS indexing, integrated with LLM-based candidate evaluation and ranking. He also designed REST APIs for CV ingestion, candidate profiling, and recommendation queries, supporting automated workflows backed by MongoDB.

### What delivery and LLM-platform work did Mohamad complete at POTECH?

Mohamad architected pluggable LLM routing for local and cloud models, enabling faster development iteration and reducing dependence on external APIs during testing. He also established automated test coverage and a GitLab CI/CD pipeline, reducing deployment errors and cutting estimated release-cycle time by 50%.

### What did Mohamad accomplish at TurkiShopper?

At TurkiShopper, Mohamad designed and built a management web application for a logistics company handling deliveries from Turkey to Lebanon. The application included financial-management, customer-organization, order-processing, and shipment-tracking subsystems and boosted work efficiency by more than 50%.

### What technologies did Mohamad use at TurkiShopper?

Mohamad developed TurkiShopper’s backend with PHP and MySQL and its frontend with JavaScript, HTML, and CSS.

### What did Mohamad do at PROTEL S.A.L Offshore?

During a software development internship at PROTEL S.A.L Offshore, Mohamad spearheaded development of an e-commerce platform with a focus on secure user authentication. He used PHP and Microsoft SQL Server for the backend and JavaScript, HTML, and CSS for the frontend.

### What was Mohamad’s data analytics research work for iVoipe?

At PROTEL S.A.L Offshore, Mohamad designed and led research for a data analytics platform at iVoipe, a VoIP telecom provider. He evaluated data-visualization tools, customer data platforms, and in-house development approaches, then presented leadership with a technical design recommendation and strategic plan for the optimal solution.

### What is Mohamad’s education?

Mohamad is pursuing a Bachelor of Engineering in Computer Software Engineering at the American University of Beirut.

## Links

- LinkedIn: https://www.linkedin.com/in/mohamad-bailoun-aa97a7320

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