AI RESEARCH
Knows: Agent-Native Structured Research Representations
arXiv CS.AI
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ArXi:2604.17309v1 Announce Type: new Research artifacts are distributed primarily as reader-oriented documents like PDFs. This creates a bottleneck for increasingly agent-assisted and agent-native research workflows, in which LLM agents need to infer fine-grained, task-relevant information from lengthy full documents, a process that is expensive, repetitive, and unstable at scale.