Data · Operations · Strategy
Turning complexity into clarity.
Building systems that work.
A portfolio of projects, analyses, and artifacts — showing not just what I've built, but how I think.
Selected Projects
View all →systems that deliver results
Infrastructure
AA-016Portfolio Context Builder
Python tool that mines 3 years of ChatGPT exports (1,195 conversations, 27,689 messages) for portfolio-worthy project candidates through heuristic scoring, 5-theme classification,…
Business Intelligence
AA-015Workforce ROI Dashboard
FastAPI-powered workforce education dashboard computing 7 financial KPIs across programs and cohorts — with an API-first architecture that serves the HTML dashboard,…
Automation
AA-014Job Apply Assistant
Semi-automated job application pipeline with 5 stages and 3 human decision gates — Playwright scrapes postings across ATS platforms, analyzes requirements against…
Latest Writing
View all →notes on systems, data & process
Philosophy
On Finite Tokens and Infinite Tasks
Working under a hard token budget teaches something that soft constraints never do: intention is not a metaphor.…
Philosophy
Doing Academic Philosophy in the Age of AI
The philosopher's crisis in the age of AI is not that machines can write — it's that writing…
Philosophy
The Case for Boring Automation
The most impactful projects in my portfolio aren't the flashiest. They're the ones that replaced a manual process…
Data
Building a Data Intelligence Pipeline from SEC Filings
How I turned 36,791 SEC filings into a validated enterprise prospect database — and what the 58% false…
Current Build
What I'm Working On
active builds & research
KalmSkills — Career Intelligence Platform
Full-stack career intelligence platform integrating O*NET occupational data (1,016 occupations, 35K+ skill descriptors), SEC EDGAR…
Excel Dashboard Converter
Drag-and-drop web app that transforms Excel files into interactive KPI dashboards entirely client-side — with…
Job Apply Assistant
Semi-automated job application pipeline with 5 stages and 3 human decision gates — Playwright scrapes…