On the eve of superintelligence, real AI safety is a nonexistent field.

The AI companies have embraced something else: safety through psychoanalysis (for lack of a better term). Their safety team concocts various test scenarios for their AI in order to learn various traits of the AI's “personality”. They even go so far as to mechanistically interpret narrow slices of an AI's conditional behavior.

The working assumption is that psychoanalysis detailed mechanistic knowledge of conditional behavior can be used to extrapolate useful conclusions about what problems to expect when their AIs grow more powerful.

Embracing this paradigm has been convenient for AI researchers and their companies to feel and act like they’ve been making progress on safety. Unfortunately, while the psychoanalysis / mechanistic behavioral modeling paradigm is excellent for stringing regulators along and talking yourself into being able to sleep at night, it’ll crumble into dust when superintelligence arrives.

The real extinction-level AI safety challenge, the reason we’re nowhere close to surviving superintelligence, is something else — something AI companies decided they won’t mention anymore, because it exposes their AI safety efforts as a shockingly inadequate facade.

Ignore the whole AI psychoanalysis / behavioral modeling paradigm. It's a distraction. [...]

---

First published:
February 12th, 2026

Source:
https://www.lesswrong.com/posts/nrgqdZ2YSZrbPhLaJ/the-facade-of-ai-safety-will-crumble

---

Narrated by TYPE III AUDIO.

---

Images from the article:

Building demolition with debris and dust clouds mid-collapse.

Apple Podcasts and Spotify do not show images in the episode description. Try Pocket Casts, or another podcast app.

“The Facade of AI Safety Will Crumble” by Liron

LessWrong (30+ Karma)

“The Facade of AI Safety Will Crumble” by Liron