I build AI products that ship.

Technical Founder | Production LLM Engineer | Healthcare AI

2
Live Products
92.6%
Cost Reduction
4+
Years Python/LLM

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

LIVE

AI task management with Triple-Tier model routing

Next.jsTypeScriptAzure OpenAICosmos DB
Microsoft Imagine Cup 2026 Approved
API Cost Reduction92.6%

InterviewMate

LIVE

RAG-based AI interview preparation platform

FastAPIReactQdrantDeepgramWebSocket
Search Performance10x

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%
92.6%
Cost Reduction
98.2%
Quality Maintained
30%
Cache Hit Rate

Metrics That Matter

Real numbers from real systems.

92.6%
API cost reduction through model routing
10x
RAG search performance improvement
68%
Query time reduction with async optimization
30%
Semantic cache hit rate
500+
Clinical scans processed in healthcare AI
2
Live products serving real users today

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.

2018-2020

Seoul Institute of the Arts

Digital Art

Where I learned to think creatively

2022-2024

San Francisco Bay University

Computer Science, Full Scholarship

Where I learned to build

2024

St. George's Medical School

Accepted

Where I learned to care about human impact

2024-Present

University of the People

Health Science

Where I bridge tech and healthcare

2024-Present

Birth2Death LLC

Founded (Wyoming LLC)

Where it all came together

View LLC Certificate

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