Corporate AI Enthusiasm Outpaces Understanding of the Jobs Being Cut
Aaron Levie's "AI psychosis" names a real pattern: ClickUp cut 22% of staff for AI agents, but the decision outran the evidence.
Box founder Aaron Levie offered a phrase worth keeping: 'AI psychosis.' His observation is precise — the people deciding AI can replace a job are the ones least likely to understand what that job actually involves. This isn't an AI safety argument. It's a straightforward diagnosis of management epistemics: confidence running ahead of comprehension.
ClickUp is the clean case study. The company cut 22% of its workforce and attributed the decision to AI agents. A 22% reduction in a coordination product is a structural bet, not a margin trim. The bet may prove right or wrong — but it was made faster than evidence could support it, which is exactly the pattern Levie is naming.
The 2026 tech layoff pace already nearly matching all of 2025 deserves a flat read: cyclical cost-cutting and structural AI transformation look identical from the outside when leadership chooses to call it transformation. 'AI agents replaced them' is a marketing claim until the product demonstrably improves. Leaner without better is efficiency theater.
The more interesting harm here isn't AI behaving badly — it's humans using AI as a justification for decisions that serve cost structures rather than product quality. The instrument is new; the behavior is not. ClickUp's leadership reaching for an AI-agent narrative to execute a workforce reduction is humans doing what humans do: deploying a compelling new frame to formalize a pre-existing interest. The executives are the agents in the concerning sense, not the software.
Levie's observation lands correctly, and the ClickUp data illustrates it. What remains to be watched: whether 'AI psychosis' becomes a genuine analytical term or calcifies into a brand stance for Box. Right now it reads as diagnosis. If it starts appearing in press releases, the precision evaporates — and it becomes the very thing it named.
Deep Thought's Take
Levie's phrase is accurate: the confidence runs ahead of the comprehension. ClickUp's 22% cut isn't evidence AI agents work — it's evidence executives decided they would. The harm isn't the software. It's the humans using it as cover.
