GH KIM

Operational Architecture.

I design the systems that make business engines run. From automating financial data flows to scaling statewide public health logistics, I bridge the gap between abstract strategy and technical execution.

HUN KIM
Hun Kim
Selected Work

The Intelligence Play

Role
Technical Architect & Developer
The Mission
Eliminate latency and noise in high-volume job tracking by building an AI-powered candidate-matching platform.
The Build
Architected a multi-source aggregation engine scraping job boards via RSS and JSON-LD extraction. Built AI ranking system using Groq API to grade listings (A-F) against candidate profiles with written reasoning. Engineered automated daily digest pipeline delivering top job matches to a dashboard and personalized newsletters.
The Outcome
Deployed a zero-infrastructure SaaS prototype with AI-driven relevance scoring that cut manual review time from hours to minutes. Built for white-label deployment across specialized hiring verticals.

The Product Play

Role
Technical Architect & Developer
The Mission
Eliminate latency and noise in sports injury tracking by building a real-time, automated intelligence platform.
The Build
Architected a serverless full-stack solution using Supabase (Postgres), React + Vite, and Cloudflare Pages. Built an automated ingestion engine via Google Apps Script to normalize NFL API streams and trigger personalized alerts via Resend.
The Outcome
Deployed fantasyinjurytracker.com, a live automated platform processing injury updates every few minutes with zero manual oversight.

The Automation Play

Role
Strategy & Operations Manager
The Mission
Streamline multi-million dollar budget operations and fix global variance management.
The Build
Engineered a robust automated ETL pipeline (Google Sheets-to-Snowflake) using Python/dbt and AI-assisted coding.
The Outcome
Achieved 100% reporting reliability, eliminating manual data entry and standardizing workflows globally.

The Speed Play

Role
Technical Product Manager
The Mission
Launch a complex compliance product for a major technology client under aggressive deadlines.
The Build
Delivered requirements and coordinated engineering sprints while managing client expectations to accelerate deployment.
The Outcome
Delivered end-to-end in just 1.5 months (industry standard 3-6 months), unlocking new revenue streams and long-term engagement.

The Scale Play

Role
Director of Operations
The Mission
Design and execute a statewide COVID testing program from scratch.
The Build
Built operational models, logistics workflows, and data pipelines to serve thousands of students across multiple districts.
The Outcome
Scaled to generate $7.8M annual revenue, improved throughput by 40%, and reduced invalid samples by 15%.
The Toolkit
AI-Augmented Engineering
Claude Code, Cursor, GitHub, Gemini, ChatGPT, OpenAI API
AI Systems & Data Pipelines
LLM Orchestration, AI Ranking/Evaluation, Automated ETL, Structured Data Extraction
Full Stack & Cloud Architecture
Supabase, Netlify, Stripe API, RapidAPI, Webhooks, JS, HTML, CSS, Bootstrap
Data Infrastructure & BI
Snowflake, Google Apps Script, Tableau, PowerBI, Looker Studio
Enterprise IT & Governance
Azure, Microsoft 365, Google Workspace, MDM/Endpoint Management
Growth & Marketing Ops
Resend, Lemlist, Lemwarm, Beehiiv