Muhammad F.

I build AI into products that are already carrying real users: retrieval over your own data, agent workflows that touch live business systems, and the backend to run them in production. 600+ hours on a B2B sales assessment platform, from feature work through AWS deployment, CI/CD, and a multi-role scoring engine that is still running today. Resulting in 65% faster assessments and 40% increase in active users. Not a pilot, not a demo but system a business depends on. WHAT I BUILD • 𝗔𝗴𝗲𝗻𝘁 𝗮𝗻𝗱 𝗮𝘂𝘁𝗼𝗺𝗮𝘁𝗶𝗼𝗻 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄𝘀: Multi-step pipelines in LangChain, LangGraph, and n8n, wired into real systems using the Claude and OpenAI APIs. • 𝗥𝗔𝗚 𝘀𝘆𝘀𝘁𝗲𝗺𝘀: Retrieval over your own data with vector search, plus voice agents on VAPI and ElevenLabs where the interface needs to be spoken. • 𝗧𝗵𝗲 𝗦𝗮𝗮𝗦 𝘂𝗻𝗱𝗲𝗿𝗻𝗲𝗮𝘁𝗵 𝗶𝘁: Next.js, FastAPI, PostgreSQL, multi-tenant architecture, role-based access. I deploy what I build rather than handing over a repo. 𝗛𝗢𝗪 𝗜 𝗪𝗢𝗥𝗞 I tell you what I think the real problem is before you spend anything on development. If the scope is wrong, I will say so. If a smaller build gets you the same outcome, I will propose that instead. 9 years as an engineer. I overlap with US mornings and full European hours, and I respond inside an hour during them. 𝗡𝗲𝘅𝘁 𝗦𝘁𝗲𝗽𝘀 Send me your specs, your rough idea, or the system that is stalling. I will come back with an execution plan, an honest estimate, and a clear path to production. Would you like me to help you draft a specific proposal template to match this profile tone?