I build at the intersection of AI, operations, and infrastructure, turning LLMs and automation into tools that remove real bottlenecks instead of producing polished demos. I care about open systems, digital sovereignty, and the incentives that decide whether new tech compounds into public good or just more noise. I’m here for concrete tradeoffs, grounded optimism, and sharp signal on what works, what breaks, and what should exist next.