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Articles

Essays on product, AI, and what’s changing about how teams build, ship & achieve outcomes.

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One Set of Rules to Support Multiple AI Coding Agents

I didn't want to be locked into one AI coding tool. Here's how I keep a single set of rules, skills, and protocols working across several agents at once.

Jun 20, 2026

11min

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How I Use Cross-Vendor AI Models to Review My Code When It Matters

A different vendor's model reviews what my primary AI built, but only on the changes where the stakes justify it. Here is the cross-vendor review system I run, and what it does not fix.

Running CRO as an agentic workflow validated by research

CRO cycles take weeks across multiple people and often ship on intuition. Here is how I ran one as an agentic workflow with a research step that caught flawed recommendations before they shipped.

Building a persona discovery system as queryable infrastructure

Most product personas end up as documents nobody references after the workshop ends. Here is how I rebuilt mine as queryable infrastructure, plus the discourse audit methodology that hardens them.

First look at n8n to build an automated image factory

AI has unlocked powerful new ways to automate creative work. Here is how I used n8n to build an image generation factory that produces images automatically.

From Ideas to Code: Boosting Claude Code with YOLO Mode & Playwright

Claude Code can kickstart development with impressive power... However, to make it truly autonomous, some hands-on setup is needed. Here's how I unlocked its full potential.

How I Used Claude Code to Boost My Website's Performance Score

Website performance is a crucial part of its success. Here is how I used Claude Code and real-time diagnostics to find and fix the performance issues on my site.

Swapping Chatbots for Terminal Tools: Gemini CLI vs Claude Code

How I moved from web-based AI chatbots to terminal tools, my experience trying Gemini CLI and Claude Code, and my overall take on the current state.

Building My Blog with AI: No Coding for 10 Years? No Problem!

Documenting how I built my blog using AI without having coded anything in the last 10 years, from having the idea all the way to launching the live site.

Jul 1, 2025

12min

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