I've spent 7+ years shipping production software, and the last two building AI systems that run inside real businesses. I've built an LLM data platform for a US healthcare AI company, an AI document-intelligence engine that turned hours of manual review into minutes, a multi-model AI assessment platform live in production, and a custom MCP server that lets AI agents query live operational data in plain English.
Most AI builders hand you a workflow and disappear. I ship the agent and the product around it: the app, the integrations, the dashboard, the data layer. The AI is usually the easy half. The value is in systems that write into your actual database, book into your actual calendar, and hold up when real users hit them at 2am.








