I am a Software Engineering graduate moving from evaluating AI systems to building applied AI products.
Since June 2025, I have worked on Arabic and English AI-quality projects involving prompt creation, LLM response evaluation, instruction-following, safety, image and voice review, transcription, segmentation, map validation, URL verification, and data collection.
I want to grow inside a technology-first team that experiments, learns, and builds useful new systems.
A bilingual workspace for creating evaluation datasets, comparing multiple OpenRouter models, reviewing responses, and combining automatic scoring with human judgment.
Try the live app → · Read the source →
| AI evaluation | Product thinking | Technical execution |
|---|---|---|
| Arabic/English quality judgment | Turn a rough problem into a workflow | Python, FastAPI, APIs, Git |
| Rubrics, failure modes, safety | Pseudocode and acceptance criteria | React, TypeScript, Docker |
| Text, image, voice and map tasks | Human-in-the-loop design | Testing, debugging and deployment |
Build small → test clearly → inspect failures → improve the system → document what changed
- Applied AI systems with real APIs and structured evaluation
- Stronger independent Python, testing, Git, and debugging
- Arabic-English model quality and localization
- Reliable, understandable AI product workflows
How I use AI-assisted development
I use coding assistants heavily. I define the product problem, workflow, data model, evaluation logic, test cases, and acceptance criteria; then I review, test, debug, and iterate on generated code. I am also rebuilding the ability to implement important parts independently instead of hiding behind generated output.
Earlier experience
- Programming instructor: Python, Unity, and web-development fundamentals
- AI data evaluation: freelance Arabic/English and multimodal quality work
- Business systems: IT support, document control, reporting, and workflow digitization in the UAE
I am open to junior Applied AI, AI Product Engineering, LLM Evaluation, and AI Quality Engineering opportunities worldwide.

