Agima: An Imaginative Agent That Plans by Simulating Futures, 2%→40% on Hard Tasks

RulinShao · x · 2026-10-24

Researchers introduce Agima, an omni agent that plans by imagining futures. With SFT it directly generalizes to harder tasks, jumping from 2% to 40% and beating GPT-5.6 Sol (20%). With RL, new imagination strategies emerge—imagining a second plan only if the first fails, lifting scores from 32% to 100%.

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