Skills & Capabilities
What I bring to the table as a Product Builder
Technical Skills
🤖
AI & Automation
LLM EngineeringAI Agents (LangChain, AutoGPT)AI Workflow (n8n)Vibe CodingPrompt Design
🎨
Product & Design
Conversational Flow DesignAdaptive System DesignData ModellingUser Journey MappingPrototyping
🛠️
DevOps & Tools
PythonCI/CD (GitHub, Vercel, Render)Automated TestingSchema Constraints
Conversation Design Skills
🎯 Multi-turn Conversation Design
- • Define context collection and usage patterns
- • Design branching, sequencing, and decision points
- • Plan fallback and escalation paths
🤖 Understanding LLM Behavior
- • Influence outputs through patterns, examples, and guardrails
- • Understand LLM strengths and limitations
- • Use Schema constraints to ensure output stability
🧪 Experimentation & Iteration
- • Form hypotheses and design tests
- • Iterate based on user behavior data
- • R² correlation to validate design decisions
💬 Adaptive Communication
- • Adjust tone and pace based on user needs
- • Identify real intent vs. literal requests
- • De-escalation and handoff design
Beyond Work

Photography × K-Pop
1
Started with a passion for K-pop culture
2
Picked up photography to capture concerts & events
3
Built skills and portfolio through practice
4
Turned it into a side business
"I don't just have hobbies—I build things from them."
This is my "End-to-End Builder" mindset in action outside of tech!

Baking
Creative experiments in the kitchen. I love the precision and creativity involved in baking — it's like coding, but delicious!
CakesCookiesBreadPastries
"The best way to learn is to build. The best way to grow is to ship."
— My philosophy