Building Hierarchical Agentic RAG Systems: Multi-Modal Reasoning with Autonomous Error Recovery

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Posted on Thu Apr 9 2026 | 2:30 pm

In this article, the author explores how hierarchical agentic RAG systems coordinate specialized workers through structured orchestration to improve accuracy, reliability, and explainability in complex enterprise analytics workflows. The article uses Protocol-H as a to show how deterministic routing, reflective retry, and modality-aware reasoning support safer multi-source query execution.

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