AI Learnings

Shorter takes on tools and workflows. Less "here's a guide" and more "here's a thing that actually worked."

Deep Dive Sep 1, 2026

Peak AI Frenzy

You AI everything. You automate all the things. Then you find the checkpoints, realize you overbuilt, and come back down to using less. The comedown is the healthy part.

AI Product Management Workflow
Deep Dive Sep 1, 2026

The only AI advice I actually give people

Use Claude for every task for two weeks, and refuse to route around a single blocker. That's the whole method. The gains compound faster than you'd believe.

AI Claude Product Management Workflow
Deep Dive Sep 1, 2026

Five things in my AI preferences that actually changed my output

Preferences are not a setup step you complete. They're a living system you tune. Start with the heckle rule, which took one line and changed everything.

AI Claude Workflow Productivity
Deep Dive Aug 31, 2026

A task that reports success and writes nothing

Eight weeks of watching my own scheduled AI tasks fail. The one that hid the longest never crashed once.

AI Automation Claude
Deep Dive Jul 23, 2026

The handoff doc is the real product

I rebuilt my Research / Plan / Implement skills around one idea: each phase's deliverable is a 200-line baton, not the pile of work behind it.

AI Claude Workflow
Quick Take Mar 24, 2026

The folder system that made AI actually useful

Most people re-explain their entire job to AI every single conversation. The fix isn't better prompts. It's better folders.

AI Claude Workflow Productivity
Quick Take Mar 23, 2026

Claude Cowork Mode is the real deal

Been using it to build this site and manage my project roadmap. It's like pair programming with someone who actually reads the docs.

Claude Anthropic Workflow
Deep Dive Mar 22, 2026

Five tools. That's the whole stack.

I've tried dozens of AI tools. Five survived. Each one does something the others can't.

AI Tools Productivity Workflow