What changed

Amazon Bedrock Managed Knowledge Base now supports single-shot Retrieval Augmented Generation (RAG) and retrieval-only requests through AgenticRetrieveStream. These modes allow applications to match retrieval effort to each request without building separate systems for simple and complex questions.

Single-shot RAG searches knowledge bases once and uses a foundation model to generate an answer, while retrieval-only requests return matching passages without generating an answer.

What this means in practice

Applications can now use the same API for both straightforward lookups and complex queries.

For example, a banking operations employee can use single-shot RAG to quickly retrieve a checklist for opening a business account and agentic retrieval to compare requirements across different business structures.

The new modes provide better support for multi-part questions, follow-up searches when information is missing, and answers with supporting evidence. Developers can configure retrieval-only requests when an employee needs to review source passages directly.

Limitations and availability

The expanded maxAgentIteration range now allows values from 0 to 5. maxAgentIteration=0 returns passages without generating an answer, while maxAgentIteration=1 is for single-shot RAG. Values from 2 to 5 support agentic mode, which includes query decomposition, evidence evaluation, and iterative searches.

The service manages the planning, retrieval, evaluation, and response-generation workflow through one API, reducing the need for custom orchestration. The changes are available for applications using Amazon Bedrock Managed Knowledge Base.

Source facts for Amazon Bedrock Adds Single-shot RAG and Agentic Retrieval Modes: The answer is in a single checklist. A few hours later, the same employee asks how those requirements differ across sole proprietorships, LLCs, and partnerships with multiple owners. That answer is spread across several policy guides.
Original AINewsTrend explainer based on the cited source. This graphic summarizes source statements; it is not an independent benchmark.

Sources and further reading

  1. awsml: Single-shot and agentic retrieval with Amazon Bedrock Managed Knowledge Base