I build AI products that ship.
Technical Founder | Production LLM Engineer | Healthcare AI
Why I Build with Claude
When I was building Birth2Death - an AI mental health platform where user safety is literally life-or-death - I had to choose between GPT-4 and Claude. I chose Claude.
Not because it was trendy. Because when a vulnerable user is having a crisis at 3am, I need a model I can trust. Claude's safety, reliability, and steerability aren't marketing points to me. They're why my product works.
This is why I want to join Anthropic. I've experienced firsthand how thoughtful AI safety decisions translate into real product benefits.
Safety-First Engineering
In healthcare AI, I implemented multi-layer safety guardrails: input validation, response filtering, and human-in-the-loop escalation for high-risk scenarios.
Live Products
Proof I ship. Real users, real systems, real consequences.
TaskFlow AI
LIVEAI task management with Triple-Tier model routing
Technical Deep Dives
How I think, not just what I built.
Model Routing Architecture
How I achieved 92.6% API cost reduction while maintaining quality
RAG Pipeline Optimization
From pgvector to Qdrant: 10x search performance journey
Healthcare AI Safety
Building PHI-compliant AI with safety guardrails
Model Routing: 92.6% Cost Reduction
The Problem
Using GPT-4 for every request was burning through API costs. But downgrading everything to a cheaper model hurt quality. I needed smart routing.
My Approach
- 1.Classify task complexity (simple, medium, complex)
- 2.Route to appropriate model tier
- 3.Implement semantic caching for repeated queries
The Code
// Triple-tier model routing
function selectModel(task: Task): Model {
const complexity = analyzeComplexity(task);
if (complexity === 'simple') {
return 'gpt-3.5-turbo'; // $0.002/1K
}
if (complexity === 'medium') {
return 'gpt-4-turbo'; // $0.01/1K
}
return 'gpt-4'; // $0.03/1K
}
// Result: 92.6% cost reduction
// Quality maintained at 98.2%Metrics That Matter
Real numbers from real systems.
From Arts to AI to Medicine (and back to AI)
My unusual path is my strength. I can translate between technical and non-technical, between art and science, between builders and users.
Seoul Institute of the Arts
Digital Art
Where I learned to think creatively
San Francisco Bay University
Computer Science, Full Scholarship
Where I learned to build
St. George's Medical School
Accepted
Where I learned to care about human impact
University of the People
Health Science
Where I bridge tech and healthcare
Get In Touch
Let's collaborate on your next project
I'm always interested in hearing about new projects and opportunities. Whether you have a question or just want to say hi, feel free to reach out!
Open to relocation