The homepage gives each product one complete desktop state. The deeper decisions, flows, architecture, limitations, and supporting screens live in dedicated case studies.
01 / 05Civic technology / Data infrastructure2026—NOW
Morocco Livestock Platform
One animal. One traceable record. Multiple actors who can finally work from the same history.
A nutrition product that treats computer vision as an estimate—not an excuse to hide uncertainty.
ROLE
Product design · Full-stack engineering · AI integration
STATUS
Product + AI pipeline
STACK
Next.js · FastAPI · PostgreSQL · PyTorch
fitfuel-ai.productRecognition result
SWIPE TO INSPECT DESKTOP UI →
An AI-assisted nutrition and fitness product combining food-image analysis, deterministic meal guidance, daily tracking, and a conversational assistant.
Most products fail in the handoff between strategy, design, engineering, and reality. I work across all four.
I’m a Morocco-based full-stack developer focused on useful systems: civic data infrastructure, nutrition and computer vision, recommendation products, operational automation, and high-conversion web experiences.
01
Product + interface
Information architecture, responsive UI, interaction and motion.
02
Full-stack systems
React/Next.js, FastAPI/Node, PostgreSQL, APIs and deployment.
03
Applied AI
Computer vision, model integration, evaluation and reliable fallbacks.