The AI layoff trap
Interactive simulation: competitive firms over-automate because each captures the full cost saving but only 1/N of the demand destruction.
Interactive simulation: competitive firms over-automate because each captures the full cost saving but only 1/N of the demand destruction.
Most companies default to a schedule designed for managers that systematically destroys the cognitive capacity for the work they actually need.
Vibe coding is useful for discovery, but software engineering starts when generated code has to be reviewed, owned, operated, and safely changed.
“AI design” is one label but has forked into four different types of work.
The closing talk from Tokyo Design Forum 2026. The first piece in The Forum Library.
AI-driven displacement is producing an emotional category that most closely resembles grief, and the institutions causing it have no language for it.
About 10 years ago, I realized all the best programmers I had worked with had something in common: they were fast.
Right now, it’s too easy to let AI write the code while you skip the learning.
Prioritizing mental clarity over speed to maintain high craft standards.
On quitting, the spread of AI, and the loss of an ideal.
We’ll need to redefine what productivity means in the context of humans. If we don’t, we’re all kind of screwed, and yes, AI will take our jobs away.
462+ sources, one pattern: AI adoption is accelerating, productivity is climbing, and jobs are changing faster than they’re disappearing.
What determines whether someone is capable of relatively quickly acquiring expert-level performance in other domains?
The real edge comes from pairing judgment with context, stakes, and the willingness to build.
When effort stems from purpose, agency, and trust, rather than oversight.
There’s a question that never goes away in design: should designers code?
You’re using AI to be more productive. So why are you more exhausted than ever? The paradox every engineer needs to confront.
On AI agents, grunt work, and the part of science that isn’t replaceable.
Trying to define Design Engineering today, and why the confusion around it turned out to matter.