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02Projects

Things I've built

Each one has a write-up: the problem, the decisions that mattered, what the numbers say, and what they don't. Source is linked where it's public.

001Project

Agent Firewall

An MCP tool-call proxy that allows, holds for human review, or blocks each tool call by checking it against what the user originally asked for.

87%recall at a 12% false-positive rate, vs. 50% for a signature baseline

  • ML
  • Backend
  • Security
Read the dossier
002Ongoing

Microbiome IBD Classifier

Can gut microbiome profiles tell Crohn's disease from ulcerative colitis across independent cohorts? A reported 0.91 ROC-AUC turned out to be evaluation leakage; the honest number is 0.64.

0.91 → 0.64ROC-AUC before and after removing cohort leakage from the evaluation

  • ML
  • Data
Read the dossier
003Project

SMS/MMS Campaign Tool

A command-line tool for running text-message outreach waves for a municipal mayoral campaign, with resumable sends, carrier-verified delivery tracking, and opt-out handling.

4,180MMS sent across two waves, 55 lawn sign opt-ins attributed

  • Backend
  • Ops
Read the dossier