Muhammad H.

I help businesses turn AI from a demo into a working system, one that reads data, makes decisions, and takes action without a human clicking "next." Over the past few years I've built and deployed: 1. Multi-agent workflows using LangChain and LangGraph that handle approval chains, fraud checks, onboarding, and compliance automation end to end 2. MCP (Model Context Protocol) integrations that connect AI directly to Slack, Notion, GitHub, CRMs, and internal tools, so the AI doesn't just answer, it updates records and triggers real actions 3. Production chatbots and semantic search systems using GPT-4o and Claude, built for accuracy and long-context reasoning, not just quick demos 4. Custom automation pipelines with Python, FastAPI, and vector databases (Pinecone) that replace hours of manual work with a single workflow What sets my work apart isn't just knowing these tools. It's designing systems that hold up in production: proper error handling, monitoring, and clear documentation so you're not stuck depending on me to keep things running. I work async, communicate clearly, and give realistic timelines. No overpromising, no disappearing after the contract starts. If you have a workflow that's still manual, a chatbot that needs to actually do things instead of just chat, or an AI idea you're not sure how to scope, message me. I'll tell you honestly whether it's a good fit before we start.