Alexandr Wang Shares Top 3 Model Capabilities He Favors

alexandr_wang · x · 2026-07-08

Scale AI founder Alexandr Wang shares three foundational model capabilities he is bullish on: First, self-refinement, where models improve their own outputs during chain-of-thought—a capability that spontaneously emerges during RL training rather than being explicitly designed. Second, multi-reference composition, which fuses multiple images into a single coherent generation. Third, multi-turn editing, allowing continuous iteration without breaking consistency or starting from scratch.

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