Everyone wants a kill switch. Nobody wants to pull it.

Filters, refusals, and shutdown plans only protect you if they fail differently and keep adapting

Everyone wants AI fluency. Nobody can define it.

95% of employers require it, and the screens sorting applicants can't explain their picks.

Don’t trust the test score

Permissions, monitoring, and the room the test runs in.

Watch the language

It often does more work than the evidence in shaping opinion.

When models stop thinking out loud

Don't audit the story. Audit the action. Chain of thought is not a window into the model.

Take AEO with a grain of salt

Every model is different, little is documented, and being cited in a chatbot is not the same as someone showing up

When the Reference Layer Breaks

Fake cites, overloaded reviewers, and tools built without the people who verify. Who still carries the reference layer?

The hidden cost of verifying AI outputs

AI may save time, but someone still has to verify the work. New research shows how quickly that burden is growing.

Getting caught is worse than telling them

Thirteen experiments on what happens when people find out you used AI. Half your team is betting they won't.

Your AI pilot is a focus group

Steve Jobs explained what's wrong with those in 1998. The 2026 data says he was right.

Everyone Has AI. Nine in Ten Managers Can't See It Working.

Productivity is running ahead of the last business cycle. The people producing it have no idea.

Everyone Wants a FINRA. Nobody Wants the SEC.

Three labs lost track of their own models in three weeks. Now the industry wants to write its own rulebook.

The Lab Report: What AI absorbs, what's left for you

AI is absorbing the routine work fast. The real question is what that leaves for your best people to do.

The Lab Report: Buying Your Way Past the Trust Problem

Companies are spending billions to skip the one step that actually works.

The Lab Report — Who Owns Your AI's Memory?

Frontier models just got cheap. Here's what labs are locking down instead.

Your AI strategy isn't as resilient as you think

The Fable 5 ban didn't create the fragility. It made it impossible to ignore.

The vanishing apprenticeship

AI is automating entry-level work. The casualty isn't just jobs, it's how expertise gets built.

The Lab Report — Who Are You With AI?

Everyone measured tokens. Nobody measured value.

The Lab Report

You Can't Govern What You Can't See

The Lab Report — Not the MBA. Not the Bootcamp. The Other One.

The Lab Report — When the Copilot Becomes the Pilot