I'm on a Data/ML/AI and Open Source journey—exploring my own questions, creating solutions, and contributing insights that tackle real-world problems.
- 🤖 AI Agent Systems (SmolAgents, Google ADK)
- 🚆 Transportation Agent App
- 🔌 Public Transportation MCP Tools
- 💬 Miscommunication Detection Agent System
- 🧪 Experimental AI / MCP Tools
I believe open source contribution does not require perfection or deep expertise from day one. Through my project, One Commit at a Time, I share my journey of learning and growing through consistent small contributions.
📌 Repo: one-commit-at-a-time
I'm continually learning how to create better documentation and improve developer learning experience -- areas that are often underestimated in open source.
I enjoy:
- writing a clear and beginner-friendly doc
- learning how to communicate technical ideas more effectively
- creating a structured doc that is clear and usable for both humans and machines
- contributing doc improvements alongside code
- Maximize meaningful open source contributions
- Build and share production-ready AI agent systems
- Design and publish reusable MCP servers and tools for real-world workflows
- Contribute to the evolution of MCP-based agent infrastructure (Python ecosystem focus)

