What I Learned Building Co-op Translator MCP
Turning a CLI-first translation tool into an agent-friendly MCP workflow changed how I think about API boundaries.
Teach AI to Answer Questions Based on Your Documents
I started a 2026 series revisiting document-grounded AI systems, beginning with RAG architecture, Azure vs open-source stacks, and when fine-tuning makes sense.
Fixing Broken Markdown in AI Translation
Hardening Co-op Translator after real Markdown failures in multilingual documentation.
Treating Documentation Translations as Versioned Software Assets
Why translation maintenance started to look more like dependency management than content generation.
Experience
- Organization
- Localizeflow
- Role
- Founder / AI infrastructure
- Date
- 2025 – Present
- Organization
- Azure/co-op-translator
- Role
- OSS Maintainer
- Date
- 2024 – Present
- Organization
- Microsoft MVP
- Role
- AI Platform
- Date
- 2025 – Present
- Organization
- Inha University
- Role
- B.Eng. AI & Industrial Engineering