AI
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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Essays on product, AI, and what’s changing about how teams build, ship & achieve outcomes.
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AI
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.
Jun 14, 2026
12min
Product
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.
May 12, 2026
12min