Field-tested notes from the messy intersections of people and systems under pressure. No silver bullets... just what I'm learning in practice.
Every industry that tried hard enough drew the same line. We haven't crossed it yet.
Every time you apply AI, you're pushing on one of two variables. Most teams only see one.
I told a colleague AI doesn't touch senior judgment. Then I checked our own margins and found out I was wrong.
Every speed gain came from removing something the AI was re-learning from scratch.
It sounded like us. What it missed was the judgment underneath.
A skill is a portable part of the brain. Not the brain itself.
The valuable product isn't the artifact. It's the components that made it good.
I handed a team 130 findings. They hadn't walked any of the ground yet.
42 instructions went in. 28 came out. The rest were scar tissue I'd stopped seeing.
I mapped seven cognitive moments at work. The biggest gap didn't need a tool.
When AI makes the 'what' cheap, the 'so what' becomes the only thing worth paying for.
My father-in-law asked me four times if I'd written it. I hadn't. AI had just learned to speak his language.
I built a framework about AI and identity. Then I watched a demo and became a data point in it.
The pricing model isn't parallel to the identity shift. It IS the identity intervention.
I compared my DIY AI system to Anthropic's 80-page Constitution. The overlaps were unsettling.
The principle compounds. The implementation is disposable.
The certainty I felt walking into a hard conversation was the first sign I hadn't looked at myself yet.
Execution used to be expensive. Now the rituals that protected it are the bottleneck.
What if the process designed to prevent chaos is actually creating it?
Teams started improving their inputs because they didn't want the AI to flag gaps.
Every AI tool request I received missed the actual problem.
The companion didn't fail. It succeeded so well the team moved on without it.
I built the perfect meal planning system. My family used it as a springboard instead.
I assumed more governance meant better AI. The Discovery Companion proved me wrong.
I asked AI to score my explanation skills. It gave me a 2.5 out of 5.
I quit the news because it felt overwhelming. Then I realized I was missing everything.
AI isn't here to hand you polished answers. It's here to poke at your assumptions.
I gave my AI a strict budget. It needed a jazz ensemble instead.
I built a framework whose main point is to throw out the playbook.
I threw everything into one giant prompt. It worked -- until it didn't.
I kept reaching for 'better' until the idea collapsed under its own weight.