Is RL generalization a myth? Skeptic argues AGI via RL needs a bespoke environment for every task

akbirthko · x · 2026-10-12

A debate on whether RL leads to AGI. Quoting @waterloointern: LLMs' jagged capabilities and the fact they emerge from RL on revenue-curated environments suggest RL generalization doesn't exist — reaching AGI this way would mean mobilizing the world economy to build an environment for every task, making 'environment/data sellers' the most valuable companies. Main poster akbirthko reframes: if AGI is the godlike ability to materialize anything, the Last Task is defining what's worth wanting, which in practice we only approximate.

Original post →

More from AGI Musings

AGI Musings channel →