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

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

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