AI Engineer · Full-Stack & AI/ML Engineer
BRIDGING DATA //
PRODUCTION AI
AI Engineer and 2x Co-Founder/CTO building production AI systems end to end — multi-agent assistants, RAG, MCP tool layers, computer vision, and the full-stack + data platforms underneath.
AI Systems Console
live demo · CV-grounded assistant
ask me anything about Muhammed — his work, Nexhost, his stack — or general AI-engineering questions (agents, RAG, MCP, production architecture). I'll answer in a systems-minded way.
examples:
The stack
AI orchestration
Multi-agent systems with LangChain / LangGraph, tool-calling via a Model Context Protocol (MCP) layer, and RAG-grounded answers — in production, not demos. Resilient multi-provider routing with automatic failover.
Production systems
Python, FastAPI, React / Next.js, TypeScript. Supabase / Postgres with Row-Level Security, multi-tenant design, POS integrations. Config-driven, env for secrets, structured logging, health checks.
Observability
Per-call usage, latency, and cost metering across every model call. Provider health tracking and failover so AI features stay available and economically viable at scale.
Computer vision
Photo-based inventory counting and waste detection with confidence scoring and cost-impact estimation — turning a phone camera into a data-capture pipeline for operations.
Projects
all reposNexhost — Restaurant Operations AI
Production multi-agent AI platform: agents, an MCP tool layer, RAG over operational data, computer-vision inventory/waste analysis, and end-to-end AI observability. My role: Co-Founder / CTO.
Music Store SQL Analysis
SQL analysis of an online music store's dataset to answer key business-performance questions and support data-driven growth decisions.
Vacation Planning Power BI Dashboard
Team project: a Power BI dashboard for a major client to aid vacation planning — data collection, cleaning, transformation, and visualization.
GDP & Internet Usage Analysis
Exploring the relationship between GDP per capita and internet usage across countries using UN data — trends, distributions, and change over time.
UK Crime Data Analysis
Analysis of UK crime data with raw and cleaned datasets, a detailed report, an interactive Power BI dashboard, and a summary presentation.