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Open access Sep 2026

The Multimodal Agent Interfaces Paradigm Shift

How the movement toward multimodal agent interfaces will fundamentally transform users interactions with digital systems.

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Deep-research agents answer complex user questions through an iterative sequence of search steps, where the agent autonomously formulates sub-queries to retrieve the evidence needed at each stage. However, existing retriever training typically relies only on the sub-query and its corresponding search results at the cur...

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The Human Challenge of Automation

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