Palisade's Jeff Ladish: models better at everything but still not funny or persuasive

JeffLadish · x · 2026-11-06

Palisade Research's Jeff Ladish on model capabilities: Opus 5.5 feels "better at most everything," and each generation shows some generalization, but capability remains spiky. Surprisingly, models still aren't funny, charismatic, or persuasive—he expected stronger social impact from better human-modeling, but humor and persuasion still come mostly from humans. He also predicts that at some capability level AI will generalize strongly, and automated AI R&D could "hack" this by letting models set up their own RL training environments for any domain.

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