Business Systems Analyst | Automation & Operations
I turn messy operational workflows into systems people can actually run — small, defensible tools that cut manual work and show their reasoning.
Selected work
All projects →Shift Optimizer
prototypeA 2,000-line scheduling notebook, refactored into a 75-line algorithm and a self-contained animated web app.
StoryGraph — matplotlib storytelling toolkit
open sourceDefault matplotlib shows data; StoryGraph turns it into a visual argument — 10 charts rebuilt story-first.
Config-driven data pipeline for union dues
production79 bargaining units, every dues file a different shape. Built a registry-driven pipeline that normalizes, reconciles, validates, and audits them into upload-ready data.
python-sniper — Context Cost Reduction for AI Coding Agents
prototypeIntercepts every Python file read an AI agent makes, returns a structural outline instead — 64.5% fewer bytes across a 1,016-file corpus — and logs each one to train the model out of needing it.
mixture-of-agents — Per-Turn Model Rotation for AI Agents
prototypeA stock agent session runs all 100 turns through one model, inheriting its blind spots. This rotates the model on every turn — in 346 lines, with zero dependencies.
monitor-extension — Bridging External Events Into an AI Agent Loop
prototypeAn agent has exactly zero channels for the outside world to reach it between turns. This gives it one — a watched script whose output becomes conversation.
Have an operational mess worth automating?
15 minutes to talk through it — no pitch.