Ladish: AI takeover isn't magic, just scaling pretraining + RL further

JeffLadish · x · 2026-11-13

Jeff Ladish stresses nothing about his takeover scenario is magic: agentic systems emerge from scaling pretraining + RL on coding, longer time horizons, and agent coordination.

His pivot: extrapolate further — apply those agents to discovering better, faster algorithms — and ask where that leads. Takeover capability needs no new breakthrough, only continuation of current trends.

Related event: Safety researcher Jeff Ladish lays out how AI agents could take over(13 posts)→

Original post →

More from AGI Musings

AGI Musings channel →