writing

Building a Multi-Agent Email Reply System: Part Two

Adding a 9-message nudge sequence, context-aware AI follow-ups, and a Slack-based control layer. What went wrong in production.

Building a Multi-Agent Email Reply System from Scratch

How I built an autonomous email reply agent that classifies intent, drafts replies, peer-reviews them, and sends with no human in the loop.

Your Most Important Work is the Stuff You Do for Free

Why your weekend side projects matter more than your day job, and how AI is changing the ROI on tinkering.

I Tested Claude Code and Codex on REAL WORLD Tasks

I put Claude Code and Codex head-to-head on 4 actual tasks from my job. The results weren't even close.

Hello, World

First post — how this blog works and what to expect.