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KNOWSIM uncovers that LLM performance is not uniform and shifts dramatically based on user knowledge levels, challenging traditional evaluation methods.
Designers prefer delegating 70% of the time to co-creative AI agents, but only if the agent can interpret collaborative intent and adapt in real-time to concurrent user actions.
