My posts on growth.
I write about anything and everything that interests me.

How I automated internal linking with AI
Find internal link opportunities with embeddings and a reranker, make an LLM justify each link, and place links at build time instead of editing MDX.

How to automate LinkedIn outreach?
A step-by-step guide to LinkedIn outreach automation concepts using OpenOutreach, an open-source Playwright-based tool.

How to find verified work emails for cold outreach
Find verified work emails that never made it into public databases, in a way that is cheaper and more effective than Apollo/Hunter.

Scaling highly personalized outbound with AI.
Build a pipeline to enrich leads with LinkedIn data and generate highly personalized cold emails with AI for under $5.

Is cold outreach dying, or are you doing it wrong?
A practical guide to what actually works in 2025: infrastructure, targeting, personalization, and multi-channel strategies that still get meetings.

Building a Newsletter System Without the Headache
How I added a complete newsletter system to my static Astro site using Cloudflare KV, Resend, and MDX - no external CMS required.