Engineering the Future of Human-AI Interaction
I'm Bilal, an AI Engineer and Data Scientist focused on turning messy real-world problems into reliable, production-grade AI systems. My work sits at the intersection of LLM infrastructure, agent orchestration, and data/ML engineering—building systems that are scalable, observable, and safe to operate.

My journey in AI started with a fascination for systems thinking—understanding how complex systems work together to create emergent behaviors. With a background in Bioinformatics from the Lebanese American University, I bring a unique perspective that bridges biological systems and artificial intelligence.
At Marr Labs, I'm tackling some of the most challenging problems in voice AI: making conversations feel natural, handling the unpredictability of real-world speech, and building systems that can scale to millions of interactions. I design LLM frameworks for real-time inference, routing, and dialogue control.
I value building technology that's useful, ethical, and improves people's lives. When I'm not coding, I'm exploring new ideas at the intersection of AI and human experience, writing about what I learn, and building tools that benefit others.
Experience
AI Engineer
Marr Labs
January 2024 - Present
San Francisco, California (Remote)
Building AI voice agents for real customer conversations. Working on core LLM services and orchestration layer for reliable, scalable agent behavior. Designing LLM frameworks for real-time inference, routing, and dialogue control with low latency.
Data Scientist
Lucky ONE
August 2022 - April 2024
Egypt (Remote)
Developed credit default and spend modeling systems. Built automated workflows on Databricks, designed dashboards for strategic decision-making, and ensured data integrity and fairness in predictive analytics.
Freelancer
Upwork
April 2020 - January 2024
Remote
5-star rated freelancer delivering projects in data analysis, RNA-Seq analysis, ML projects, and programming tutoring. Worked with clients across bioinformatics, data science, and educational domains.
Private Tutor
Self-employed
January 2020 - January 2024
Lebanon
Mentored students at Lebanese American University in Data Structures & Algorithms. Taught students across Computer Science, Computer Engineering, and Bioinformatics majors, both locally and internationally.
Education
Bachelor of Science in Bioinformatics
Lebanese American University
September 2019 - July 2022
Skills & Expertise
AI & ML
- Voice AI
- LLM Orchestration
- Prompt Engineering
- Model Evaluation
- RAG Systems
Data Science
- Credit Modeling
- Data Visualization
- ETL Pipelines
- Databricks
- Analytics
Development
- Python
- TypeScript
- Next.js
- FastAPI
- PostgreSQL
Tools
- AWS
- Docker
- Git
- Bitbucket
- Workflow Automation