{"$schema":"https://raw.githubusercontent.com/jsonresume/resume-schema/v1.0.0/schema.json","basics":{"email":"","label":"Dentist & AI Builder, Founder of Ambientwork","location":{"city":"Zug","countryCode":"CH","region":"Switzerland"},"name":"Jeong-Woo Yoo","profiles":[{"network":"LinkedIn","url":"","username":"jeong-woo-yoo"}],"summary":"I am a dentist, born in Korea and raised in Germany. I came to Switzerland and run a dental practice in Zug. I build and manage my own hardware and network in my practice. I find problems and solve them with my agents and my team. I have a very pragmatic approach when it comes to getting things done. No CS background, but very strong at sensing problems from a user's or customer's perspective. My strength lies in leveraging human teams with AI superpowers."},"education":[{"area":"Executive MBA, Business Administration","institution":"University of St. Gallen (HSG)","studyType":"Executive MBA"},{"area":"Dentistry","institution":"University of Ulm","studyType":"Doctor of Dental Medicine"}],"interests":[{"keywords":["AI-native products","Y Combinator","Founder journey"],"name":"Building an AI-native startup (YC ambition)"},{"keywords":["AI agents","MCP","A2A","self-hosting"],"name":"Agentic systems & self-hosted infrastructure"},{"keywords":["Healthcare","KMU","Pragmatic problem-solving"],"name":"Bringing AI into traditional businesses"}],"languages":[{"fluency":"Native","language":"German"},{"fluency":"Native","language":"Korean"},{"fluency":"Fluent","language":"English"}],"projects":[{"description":"Switzerland-first concept for dental emergency triage, first-aid guidance, and referral to cantonal emergency services. Tackles the fragmentation of Swiss dental emergency data. Every canton publishes its on-call roster differently (PDF, phone list, website), none machine-readable. Inspired by NHS 111's API-based dental booking in the UK. PoC Phase","keywords":["healthcare","triage","FHIR","API","gov data","MedGemma"],"name":"PocketDentist"},{"description":"A governance framework for mixed human-agent teams. Two dimensions: Trust Level (Observe \u2192 Assist \u2192 Act \u2192 Own) \u00d7 Role (Apprentice \u2192 Team Member \u2192 Leadership). Trust is earned through outcomes and revoked on errors. Submitted to GitLab AI Hackathon and Agents Assemble hackathon as an MCP server.","keywords":["AI governance","MCP","A2A","trust","agentic AI"],"name":"HPAT: High Performance AI Teams"},{"description":"Designed and built the full infrastructure stack for my practice from bare metal: a multi-GPU AI server (Threadripper, 4\u00d7 RTX GPUs) running 25+ Docker containers for local LLM inference and agent systems, a 10G network, and a complete practice IT environment with 15 virtual machines and 10 workstations on an Active Directory domain.","keywords":["multi-GPU","self-hosted","10G networking","virtualization","Active Directory","Docker","infrastructure"],"name":"Self-hosted AI & Practice Infrastructure"},{"description":"Custom OHIF Docker image with dental panoramic reconstruction (CPR) extensions, an open-source dental imaging tool.","keywords":["medical imaging","OHIF","open source","Docker"],"name":"AmbientCT"},{"description":"Volunteer-built digital platform for the Korean Catholic community in Switzerland. A ~4,700-line WordPress plugin with REST API, Telegram bot integration for community management, and Cloudflare hardening. I manage the community organization alongside my main work.","keywords":["WordPress","REST API","Telegram bot","Cloudflare","community","volunteer"],"name":"KKGS Digital Infrastructure"},{"description":"Self-hosted private photo archive (Immich) with AI vision OCR for Korean handwriting on photo backs, served securely over Cloudflare Tunnel. Built to digitize and preserve family photos with my parents in Seoul.","keywords":["self-hosted","Cloudflare Tunnel","Immich","vision OCR","ROCm"],"name":"FamilyAlbum"}],"skills":[{"keywords":["Dental emergency triage","Clinical workflows","Swiss healthcare regulation","KMU operations"],"level":"Expert","name":"Dentistry & Healthcare Domain"},{"keywords":["MCP","A2A","RAG","LLM fine-tuning (LoRA)","Prompt engineering","MedGemma","UnslothAI","OpenClaw","Autoresearch"],"level":"Advanced","name":"AI Agents & LLMs"},{"keywords":["Python","FastAPI","PostgreSQL","pgvector","Docker","Cloud Run","AI-assisted development","Claude Code"],"level":"Intermediate","name":"Backend Engineering"},{"keywords":["Multi-GPU servers","10G networking","Virtualization (15 VMs)","Active Directory","Cloudflare Tunnel","Linux","Self-hosting"],"level":"Advanced","name":"Infrastructure & Networking"},{"keywords":["Founder","Team leadership","Product strategy","Executive MBA","Go-to-market"],"level":"Expert","name":"Business & Leadership"}],"work":[{"highlights":["Designed HPAT (High Performance AI Teams): a trust-and-role framework for human-agent collaboration, where AI agents earn autonomy over time rather than being statically configured","Built a multi-agent practice system on a self-hosted GPU server: FastAPI backend, PostgreSQL/pgvector, Redis, local LLM inference (Ollama), Whisper STT, agent routing","Deployed a SaaS lead-generation platform on GCP Cloud Run + Supabase that crawled 6,000+ DACH dental practices with 300+ automated quality checks","Integrated MCP (Model Context Protocol) and A2A (Agent-to-Agent) protocols for interoperable agent communication"],"name":"Ambientwork","position":"Founder","startDate":"2025-12","summary":"AI-native operating system for dental practices. Building agentic systems that handle administrative friction so clinicians can focus on patients."},{"highlights":["Run a full clinical practice while building and deploying AI systems used by the team daily","Deep experience with Swiss healthcare administration: insurance, cantonal regulation, social welfare coordination for refugee patients","Built close working relationship with the Zug social welfare office, coordinating dental care for a high volume of refugee patients"],"name":"Smilezone Zug","position":"Dentist & Practice Owner","startDate":"2018-01","summary":"Owner-operated dental practice with 13 employees in Zug, Switzerland."}]}