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Synthetic benchmarks can't catch the nuances of personalized deep research, as real users revealed nine critical errors that LLM judges missed entirely.
Forget simple keyword searches – scientists are using AI research tools as collaborative partners, delegating complex tasks and engaging with results in surprisingly persistent and non-linear ways.
Even the most advanced LLMs fall short in simulating scientific progress, producing synthetic research corpora that lack the diversity and novelty of human-authored work.
