Hi everyone, Shivam Goyal here! This blog series, based on Microsoft's AI Agents for Beginners repository, continues with a deep dive into Agentic RAG (Retrieval-Augmented Generation). In previous posts (links at the end!), we've explored the foundations of AI agents. Now, we'll explore how Agentic RAG elevates traditional RAG by empowering LLMs to autonomously plan, retrieve information, and refine their reasoning process. I've even created some code samples demonstrating Agentic RAG with different tools and frameworks, which we'll explore below.
What is Agentic RAG?
Agentic RAG represents a significant evolution in how LLMs interact with external data. Unlike traditional RAG, which follows a linear "retrieve-then-read" approach, Agentic RAG empowers the LLM to act as an agent, autonomously planning its information-seeking process. It involves an iterative loop of LLM calls, tool invocations, result evaluations, and query refinements, creating a dynamic "maker-checker" cycle. This allows the agent to dynamically adapt its approach, improving accuracy and handling complex scenarios far more effectively.
Owning the Reasoning Process
Agentic RAG distinguishes itself by granting the LLM ownership of its reasoning. Instead of relying on pre-defined prompt chains, the agent dynamically determines the best course of action. For example, when tasked with creating a product launch strategy, an agentic model might independently decide to:
Retrieve market trends using Bing Web Grounding.
Analyze competitor data with Azure AI Search.
Correlate internal sales metrics using a SQL database.
Synthesize findings using Azure OpenAI.
Evaluate the strategy and iterate if necessary.
This autonomous decision-making is a key characteristic of Agentic RAG.
Implementation: Iterative Loops, Tool Integration, and Memory
Agentic RAG operates through a continuous loop:
Initial Call: The user provides a prompt, defining the agent's goal.
Tool Invocation: The agent selects and uses a tool (e.g., vector database query, SQL call) to gather information.
Assessment & Refinement: The agent evaluates the retrieved data and refines its query or chooses a different tool if needed.
Repeat Until Satisfied: This loop continues until the agent deems its response satisfactory.
Memory & State: The agent maintains memory and state throughout the process, avoiding redundant actions and making informed decisions.
If you have any further questions or would like to connect for more discussion, feel free to reach out to me on LinkedIn | GitHub
Updated Mar 31, 2025
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This blog post, Part 5 of a series on AI agents, explores Agentic RAG (Retrieval-Augmented Generation), a paradigm shift in how LLMs interact with external data. Unlike traditional RAG, Agentic RAG allows LLMs to autonomously plan their information retrieval process through an iterative loop of actions and evaluations. The post highlights the importance of the LLM \"owning\" the reasoning process, dynamically selecting tools and refining queries. It covers key implementation details, including iterative loops, tool integration, memory management, and handling failure modes. Practical use cases, governance considerations, and code examples demonstrating Agentic RAG with AutoGen, Semantic Kernel, and Azure AI Agent Service are provided. The post concludes by emphasizing the transformative potential of Agentic RAG and encourages further exploration through linked resources and previous blog posts in the series.
","body":"
Hi everyone, Shivam Goyal here! This blog series, based on Microsoft's AI Agents for Beginners repository, continues with a deep dive into Agentic RAG (Retrieval-Augmented Generation). In previous posts (links at the end!), we've explored the foundations of AI agents. Now, we'll explore how Agentic RAG elevates traditional RAG by empowering LLMs to autonomously plan, retrieve information, and refine their reasoning process. I've even created some code samples demonstrating Agentic RAG with different tools and frameworks, which we'll explore below.
\n
What is Agentic RAG?
\n
Agentic RAG represents a significant evolution in how LLMs interact with external data. Unlike traditional RAG, which follows a linear \"retrieve-then-read\" approach, Agentic RAG empowers the LLM to act as an agent, autonomously planning its information-seeking process. It involves an iterative loop of LLM calls, tool invocations, result evaluations, and query refinements, creating a dynamic \"maker-checker\" cycle. This allows the agent to dynamically adapt its approach, improving accuracy and handling complex scenarios far more effectively.
\n
Owning the Reasoning Process
\n
Agentic RAG distinguishes itself by granting the LLM ownership of its reasoning. Instead of relying on pre-defined prompt chains, the agent dynamically determines the best course of action. For example, when tasked with creating a product launch strategy, an agentic model might independently decide to:
\n\n
Retrieve market trends using Bing Web Grounding.
\n
Analyze competitor data with Azure AI Search.
\n
Correlate internal sales metrics using a SQL database.
\n
Synthesize findings using Azure OpenAI.
\n
Evaluate the strategy and iterate if necessary.
\n\n
This autonomous decision-making is a key characteristic of Agentic RAG.
\n
Implementation: Iterative Loops, Tool Integration, and Memory
\n
Agentic RAG operates through a continuous loop:
\n\n
Initial Call: The user provides a prompt, defining the agent's goal.
\n
Tool Invocation: The agent selects and uses a tool (e.g., vector database query, SQL call) to gather information.
\n
Assessment & Refinement: The agent evaluates the retrieved data and refines its query or chooses a different tool if needed.
\n
Repeat Until Satisfied: This loop continues until the agent deems its response satisfactory.
\n
Memory & State: The agent maintains memory and state throughout the process, avoiding redundant actions and making informed decisions.
If you have any further questions or would like to connect for more discussion, feel free to reach out to me on LinkedIn | GitHub
","body@stringLength":"9884","rawBody":"
Hi everyone, Shivam Goyal here! This blog series, based on Microsoft's AI Agents for Beginners repository, continues with a deep dive into Agentic RAG (Retrieval-Augmented Generation). In previous posts (links at the end!), we've explored the foundations of AI agents. Now, we'll explore how Agentic RAG elevates traditional RAG by empowering LLMs to autonomously plan, retrieve information, and refine their reasoning process. I've even created some code samples demonstrating Agentic RAG with different tools and frameworks, which we'll explore below.
\n
What is Agentic RAG?
\n
Agentic RAG represents a significant evolution in how LLMs interact with external data. Unlike traditional RAG, which follows a linear \"retrieve-then-read\" approach, Agentic RAG empowers the LLM to act as an agent, autonomously planning its information-seeking process. It involves an iterative loop of LLM calls, tool invocations, result evaluations, and query refinements, creating a dynamic \"maker-checker\" cycle. This allows the agent to dynamically adapt its approach, improving accuracy and handling complex scenarios far more effectively.
\n
Owning the Reasoning Process
\n
Agentic RAG distinguishes itself by granting the LLM ownership of its reasoning. Instead of relying on pre-defined prompt chains, the agent dynamically determines the best course of action. For example, when tasked with creating a product launch strategy, an agentic model might independently decide to:
\n\n
Retrieve market trends using Bing Web Grounding.
\n
Analyze competitor data with Azure AI Search.
\n
Correlate internal sales metrics using a SQL database.
\n
Synthesize findings using Azure OpenAI.
\n
Evaluate the strategy and iterate if necessary.
\n\n
This autonomous decision-making is a key characteristic of Agentic RAG.
\n
Implementation: Iterative Loops, Tool Integration, and Memory
\n
Agentic RAG operates through a continuous loop:
\n\n
Initial Call: The user provides a prompt, defining the agent's goal.
\n
Tool Invocation: The agent selects and uses a tool (e.g., vector database query, SQL call) to gather information.
\n
Assessment & Refinement: The agent evaluates the retrieved data and refines its query or chooses a different tool if needed.
\n
Repeat Until Satisfied: This loop continues until the agent deems its response satisfactory.
\n
Memory & State: The agent maintains memory and state throughout the process, avoiding redundant actions and making informed decisions.
If you have any further questions or would like to connect for more discussion, feel free to reach out to me on LinkedIn | GitHub
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This blog post, Part 5 of a series on AI agents, explores Agentic RAG (Retrieval-Augmented Generation), a paradigm shift in how LLMs interact with external data. Unlike traditional RAG, Agentic RAG allows LLMs to autonomously plan their information retrieval process through an iterative loop of actions and evaluations. The post highlights the importance of the LLM \"owning\" the reasoning process, dynamically selecting tools and refining queries. It covers key implementation details, including iterative loops, tool integration, memory management, and handling failure modes. Practical use cases, governance considerations, and code examples demonstrating Agentic RAG with AutoGen, Semantic Kernel, and Azure AI Agent Service are provided. The post concludes by emphasizing the transformative potential of Agentic RAG and encourages further exploration through linked resources and previous blog posts in the series.
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