WRITING
Field notes from building AI for business owners.
Long-form essays, teardowns, and playbooks. Mostly on LinkedIn growth, AI for founders, and what 9+ years across data science, cybersecurity, consulting, cloud, and AI have taught me about building things people actually use.
LinkedIn growth
AI for founders
Building in public
Founder lessons
Marketing teardowns
EDITOR’S PICK
Why LinkedIn Comments Matter More Than Posts
Here’s my stats to prove it. I shifted my focus entirely from posting towards comments, and the algorithm rewarded the change in ways I didn’t expect. A complete teardown of how comment-led growth actually works, with the data.
👏 14.1K claps
💬 116 responses
MORE FROM THE EFFICIENT ENTREPRENEUR
Hand-picked from the archive.
How to Get 100K+ Impressions on LinkedIn in Two Days Using AI
A recruiter goes viral talking about layoffs. 5,000 likes, zero clients. Here is what she should have done differently.
👏 4.5K claps · 💬 89 responses
I Spent 50 Weeks Dissecting LinkedIn’s Algorithm
Last November, I did something that made my friends think I had lost my mind. The full breakdown of what 50 weeks of testing taught me.
👏 3.4K claps · 💬 85 responses