Ahmad Muhammad

I'm an AI Engineer specializing in production-grade agentic systems, healthcare AI, and LLM-powered backends. I currently work full-time at Contech International building real AI systems used in clinical environments daily.

My production work includes an AI doctor platform for IMC Hospital — pulling patient data from Microsoft SQL Server across 6 parallel streams, embedding into Supabase/pgvector, and powering a Claude Sonnet RAG agent for real-time physician decision support. I also built an e-prescription app deploying MedASR and MedGemma locally via FastAPI connected to a Flutter mobile app, enabling real-time voice-to-prescription transcription with AI-generated clinical suggestions.

Beyond healthcare, I've engineered distributed n8n automation architectures processing 500+ records daily across 60+ parallel streams — reducing manual overhead by 70%. I led an omnichannel order management backend consuming Facebook, Instagram, and WhatsApp Business APIs with LLM intent classification — reducing manual order processing by 100%. I also built a 4-agent CrewAI pipeline in Python for autonomous content research, writing, and delivery.

Core stack: Python · FastAPI · CrewAI · LangGraph · n8n · Supabase · pgvector · RAG · Claude API · OpenAI · MedGemma · Node.js · Microsoft SQL · Docker · REST APIs