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Orchestrating specialized multi-agent deep research over private heterogeneous enterprise data

Determine effective orchestration strategies for specialized LLM agents to collaboratively perform deep research across private, heterogeneous enterprise datasets—including databases, internal reports, and document repositories—while ensuring robust integration and long-horizon reasoning.

References

The challenge of orchestrating specialized agents for deep research across private, heterogeneous enterprise data—spanning databases, internal reports, and document repositories—remains largely unsolved.

Enterprise Deep Research: Steerable Multi-Agent Deep Research for Enterprise Analytics (Prabhakar et al., 20 Oct 2025) in Section 6 (Related Works), Multi-Agent Systems