Blog
Notes on data, ML, and things I learned the hard way.
What I Built at Extern for Wayfair: AI Agents, n8n, and Competitive Intelligence
How I built multi-agent workflows to automate trend detection and competitor tracking for the home goods sector.
Building a Two-Stage Pothole Detection Pipeline with YOLOv11
From annotating 1,982 images to a two-stage detection-classification pipeline. What worked, what broke, and what Blender taught me.
Fine-Tuning BERT for Stress Detection: Notes from the Trenches
Why BERT outperformed RNNs and Transformers, what the confusion matrices revealed, and how transfer learning saved a small dataset.