Tommy Lee — AI Builder & Systems Thinker

Open to AI / Engineering Roles

TOMMYLEE

AI Engineer · Passionate Learner

A business-school student who builds real AI systems on the side. Voice apps, agentic pipelines, and time-tracking platforms — not demos, not slides. Working software.

Live Workspace

Startup Prep

Laying foundations for AI startup

2026

Job App MAS

5-agent autonomous pipeline · Claude Code

Feb 26

Pathfinder

Time-tracking · Next.js + MCP Server

Oct 25

Now Learning

Claude Architecture CertMCP DevelopmentLangGraphEvaluation FrameworksAI Agents

May 2026Villanova Graduation

3.51GPA / 4.00

Korea & USABilingual · Bicultural

Locked InBuilding Mode

About

Who I Am

Tommy Lee

Business foundation.
Builder’s mindset.

I’m Seungjin (Tommy) Lee — a South Korean, Villanova MIS senior graduating May 2026. Most business students talk about AI. I’m building it end-to-end: voice inference systems, multi-agent pipelines, and time-tracking platforms with custom MCP servers.

Before Villanova, I served as an Operation Specialist in the Republic of Korea Army at the Joint Security Area — the DMZ between North and South Korea. That experience forged a systems-first mindset and a tolerance for high-stakes execution that no classroom can teach.

I also publish an open-source AI curriculum at basicsofaiandagent.xyz — teaching while learning, because explaining is the fastest way to understand.

Degree

BBA, MIS + Business Analytics

Work Auth

OPT Eligible (3 yrs)

Languages

Korean (native) · English (near-native)

Certifications

FINRA SIE · Claude Code · Tableau · Bloomberg

What People Say

Words That Matter

Dr. Stephen Andriole

Professor, Villanova University

Tommy Lee is smart, curious and productive! He’s hands-on — not theoretical. As my student, his work was exceptional — and went way beyond the requirements of the course!

Verified

Your Name Here

Future Collaborator

Have we worked together? I’m always looking for honest feedback. Your experience would be a valuable addition here.

Reserve This Spot

Industry Professional

I value the connections I make. If you’d like to share a few words about our professional interaction, let’s connect.

Dr. Stephen Andriole

Professor, Villanova University

Tommy Lee is smart, curious and productive! He’s hands-on — not theoretical. As my student, his work was exceptional — and went way beyond the requirements of the course!

Verified

Your Name Here

Future Collaborator

Have we worked together? I’m always looking for honest feedback. Your experience would be a valuable addition here.

Reserve This Spot

Industry Professional

I value the connections I make. If you’d like to share a few words about our professional interaction, let’s connect.

Open for Testimonial

Manager / Mentor

Worked with me at SAP or JSO? I’d love to feature your perspective on our collaboration here.

Your Voice Matters

Peer / Teammate

Built something together? Studied together? Your honest words help me grow and help others understand who I am.

Let’s Connect

Client / Partner

Interested in providing a testimonial? Your experience and perspective would be a valuable addition to this section.

Open for Testimonial

Manager / Mentor

Worked with me at SAP or JSO? I’d love to feature your perspective on our collaboration here.

Your Voice Matters

Peer / Teammate

Built something together? Studied together? Your honest words help me grow and help others understand who I am.

Let’s Connect

Client / Partner

Interested in providing a testimonial? Your experience and perspective would be a valuable addition to this section.

Builder Portfolio

What I’ve Built

Active

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▶ Watch Demo

Job App MAS

Autonomous 5-agent pipeline: scout → tailor → QA → form-fill → outreach. Each agent has full situational awareness via a structured context layer.

Claude CodePlaywrightMulti-AgentPython

Active

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▶ Watch Demo

Speakly

Low-latency voice-to-text app. Whisper Large-v3-Turbo runs locally on CUDA — no external API. OS-level hotkeys inject cleaned text directly into any active window.

TauriReactWhisperCUDAQwen 2.5

PATHActive

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▶ Watch Demo

Pathfinder

Personal time-tracking + insight platform. Visualize how you spend time, identify productive patterns. Custom MCP server enables AI-driven tracking inside Claude Code.

Next.jsTypeScriptSupabaseMCP

Deployed

🖼

🖼 View Screenshots

Notion Article Automation

Automated workflow that collects, summarizes, and stores articles in Notion every morning. Replaced a slow manual process with a fully hands-off pipeline.

PythonNotion APIAutomation

Active

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🖼 View Screenshots

PickUp

Basketball matching platform that connects players by skill, schedule, and vibe. Create a profile, post games, invite friends — less hassle, more balanced runs.

SupabaseVercelPlatform

Tools & Technologies

Python

Claude

Supabase

n8n

VS Code

Notion

GitHub

Vercel

Figma

MCP

Obsidian

HuggingFace

Perplexity

DataCamp

Python

Claude

Supabase

n8n

VS Code

Notion

GitHub

Vercel

Figma

MCP

Obsidian

HuggingFace

Perplexity

DataCamp

ChatGPT

Gemini

AI Studio

LM Studio

ComfyUI

NotebookLM

Lovable

Gamma

Antigravity

Stitch

Mixboard

ChatGPT

Gemini

AI Studio

LM Studio

ComfyUI

NotebookLM

Lovable

Gamma

Antigravity

Stitch

Mixboard

Professional Experience

Where I’ve Worked

Professional

May 2025 – Aug 2025

Blue Bell, PA

JSO

Wealth Management Intern

JSO Partners

—Analyzed $1M+ AUM client accounts by exporting Redtail CRM + Fidelity Wealthscape data into Excel to uncover patterns by age, asset type, and risk profile
—Built an Excel-based advisory fee calculator that auto-calculates client fees by AUM tier, reducing errors and saving director time during onboarding

Redtail CRMFidelity WealthscapeData AnalysisExcel + BigQuery

Professional

Jul 2024 – Dec 2024

Newtown Square, PA

SAP

Customer Engagement Advisory Intern

SAP America, Inc.

—Optimized customer data retrieval for front-office teams, reducing processing time and improving client service workflows
—Gained hands-on exposure to SAP S/4HANA Cloud ERP, understanding how enterprise systems integrate AI to accelerate business processes

SAP S/4HANACloud ERPProcess Optimization

Military

Sep 2021 – Jul 2022

Paju, Republic of Korea
Joint Security Area (DMZ)

ARMY

Operation Specialist, S3

Republic of Korea Army

—Operated the Army Tactical Command Information System, processing real-time operational data to support the Battalion Commander’s decisions during critical DMZ missions
—Coordinated 100+ US-Korea joint missions, building trust across US and Korean officer corps under high-pressure conditions

Operations100+ Joint MissionsUS-Korea CommandReal-time Systems