Ahmed Bahaj

Hi, I'm Ahmed Bahaj

AI & Software Engineer | 3x AWS Certified

I build autonomous AI agent systems, full-stack applications, and the automation that keeps them running. Currently pursuing a Master of Applied Computer Science at Concordia University.

GitHub

About Me

AI & Software Engineer | 3x AWS Certified

A software engineer who builds AI systems and the infrastructure that keeps them running. Currently pursuing a Master of Applied Computer Science at Concordia University, with over 3 years of prior experience delivering solutions across enterprise systems, migrations, and customer platforms.

Most recent work centres on autonomous AI agents: a self-hosted fleet of fourteen specialist agents that write, review, and test code across live repositories, coordinated through a task orchestrator with backtracking review chains, evidence-based verdicts, and permissions enforced outside the model. It routes reasoning to a paid API and mechanical work to self-hosted models to control cost. Built in TypeScript and Node.js with a React dashboard, Redis, and PostgreSQL.

That sits alongside conventional engineering: full-stack applications in Java and Spring Boot and in TypeScript, Node.js and Next.js, and machine-learning pipelines in Python and scikit-learn. As a 3x AWS Certified engineer, the emphasis is on shipping properly — containerized with Docker, deployed through CI/CD with automated testing, vulnerability scanning, health checks and rollback.

Core Competencies

  • AI Systems: Multi-Agent Architecture, LLM Integration, Prompt Engineering, Self-Hosted Models
  • Full-Stack Development: Java, Spring Boot, React, Next.js, TypeScript, Node.js
  • Machine Learning: Python, scikit-learn, Clustering & Classification, Model Evaluation
  • Cloud & DevOps: AWS, Docker, CI/CD, Automated Testing & Security Scanning

Education & Certifications

Academic background and professional qualifications

Academic Education

Master of Applied Computer Science Co-op

Concordia University2025 - 2027 (Expected)

Montreal, QC

Bachelor of Information Technology • Information System Security

Asia Pacific University2016 - 2020

Kuala Lumpur, Malaysia

Certifications

AWS Solutions Architect – Associate
AWS Developer – Associate
AWS Cloud Practitioner

Work Experience

Professional career and key achievements

Account Migration Specialist

IO Solutions

May 2024 - Mar 2025

Montreal, QC

  • Delivered support to customers across services, including account setup, billing, & troubleshooting
  • Supported retail inquiries and escalations with a focus on quality resolution and fast response
  • Collaborated with cross-functional teams to address customer concerns
  • Documented recurring issues and process improvements, reducing migration errors by 15%
  • Facilitated account migrations between Fido and Rogers systems to ensure seamless customer transitions

IT Support Specialist

Al-Rimizan

Dec 2020 - Nov 2023

Jeddah, Saudi Arabia

  • Installed and configured desktops and devices, updated software and OS, and applied Security patches
  • Diagnosed and resolved system errors, failures, and connectivity issues, improving uptime by 30%
  • Administered Active Directory for 20+ users, managing password resets, permissions, and group policies
  • Deployed endpoint security tools, reducing malware incidents by 25%
  • Documented incidents, solutions, and processes to enhance the knowledge base for the IT team

Skills & Technologies

Technologies I work with to build exceptional applications

AI & Machine Learning

AI Agents & Multi-Agent SystemsLLM Integration (OpenAI, DeepSeek)Prompt Engineeringscikit-learn (PCA, K-Means, SVM, MLP)Model Training & EvaluationSelf-Hosted Models (Ollama)

AI Developer Tools

Claude / Claude CodeGitHub CopilotMicrosoft CopilotCursorAI-Assisted Development

Programming & Scripting

PythonTypeScriptJavaScriptJavaSQLBash Scripting

Backend & Web

Node.js / ExpressSpring BootReact / Next.jsRESTful APIsPostgreSQL / RedisPrisma ORM

Cloud & DevOps

AWS (3x Certified)Docker & Docker ComposeCI/CD (GitHub Actions)Linux (Ubuntu/Bash)n8n Workflow AutomationGit & GitHub

Security & Quality

JWT & BCrypt AuthenticationTrivy (CVE Scanning)CodeQL Static AnalysisAutomated TestingContent Security Policy

Featured Projects

AI agent systems, full-stack applications, and machine learning pipelines

Coding

Coding Agent Fleet

Self-hosted fleet of 14 specialist AI agents that write, review, and test code across real repositories.

Parking

Parking Reservation System

Full-stack parking platform ported from legacy ASP.NET Web Forms to Java Spring Boot and React.

NewsBot

NewsBot - WhatsApp News Service

AI-powered WhatsApp bot delivering personalized daily news summaries.

Hermes

Hermes Agent Fleet

Self-hosted fleet of three always-on AI agents that automate research and daily tasks.

Loan

Loan Default Risk Engine

End-to-end ML pipeline that segments loan applicants, predicts default risk, and returns a lending decision.

Customer

Customer Recommendation System

Machine learning system that segments customers and recommends targeted marketing strategies.

Shorts

Shorts Production Pipeline

Automated video production line that turns a written script into a scheduled upload, with a human approval gate.

Get In Touch

Have a project in mind? Let's work together to bring your ideas to life