AI Integration & Automation Developer. I design pipelines where language models do the reasoning and deterministic systems own the truth — then I build, ship, and host the whole thing myself.
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.