Writing
Field notes on shipping SaaS solo, working with AI as a force multiplier, and what I've learned running affiliate programs. Honest, sometimes wrong, occasionally useful.
2026 · 05 · 12
Trcker had a security bug live in production for months. Sentry logged the warnings. Nothing blocked. Here's what happened, why I missed it, and what I changed.
2026 · 04 · 18
Stripe Radar scores transactions. Sift scores accounts. For affiliate platforms, both are too late. The 7-signal click-scoring rubric Trcker uses, with real weights from the actual rule set.
2026 · 03 · 22
Most MCP server implementations sit on Lambda or Vercel Functions. Cold start compounds when agents chain tool calls. The architectural reasoning behind Pulse, the tradeoffs, and when edge is the wrong call.
2026 · 02 · 26
The Ezra SEO buildout, end to end. Templates, MDX, the things I deliberately cut to ship fast, and the numbers four weeks in.
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