AI Integration & Automation Developer, with experience in Operations and Business Process Improvement. My core focus is on automating the boring, day-to-day processes and giving people the time they need to innovate.
Multi-model pipeline design (extraction → validation → QC), prompt engineering & spec design, AI-assisted product architecture, orchestration for automated workflows.
Docker & Linux administration, self-hosted infrastructure, networking (Tailscale, VPN, DNS), automation, mesh & remote access architecture.
Full-stack development, system architecture & spec design, Git / version control, foundations-first engineering practice.
End-to-end ownership from spec to deployment, competitive differentiation strategy, deterministic-vs-AI system boundaries.