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SRSukalyan Roysukalyanroy.hashnode.devMay 30 · 12 min read

What is Agentic RAG?

Where we are now In the previous posts, we went over the basic ideas of a RAG, and some ways to optimize our prompting so that we can use existing solutions. The next step is to try and recreate such

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DJDhruvil Joshidhruvilblog.hashnode.devMay 21 · 9 min read

Implementing Agentic RAG in Full Stack AI Apps: A Practical 2026 Walkthrough

Spent the better part of the last quarter building out an Agentic RAG system on top of a production Python full stack AI app. Standard RAG was not cutting it for our use case. Too much hallucination o

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ESEric Siwakotiericsiwakoti.hashnode.devApr 13 · 4 min read

Overcoming Hard-Question Failures in RAG Using Agentic Design Patterns

I reviewed post-mortems from teams deploying Retrieval-Augmented Generation (RAG) in production and found a consistent failure mode: RAG handles simple questions well but breaks down on ambiguous quer

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JJahanzaibjahanzaibai.hashnode.devApr 4 · 19 min read

Agentic RAG: The Complete Production Guide Nobody Else Wrote

Three months into a contract with a mid-sized insurance company, I was sitting across from their CTO watching their "AI knowledge base" answer questions about their own products. The system retrieved the right documents 90% of the time. But on anythi...

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YMYoshi Manyoshi-m.hashnode.devFeb 28 · 6 min read

A few quick lessons from building agentic RAG systems

TL;DR I built an agentic RAG system for a cleaning robot company to help technicians troubleshoot faster using tickets, manuals, and product docs. The biggest thing I learnt: the “agent” part is not

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ARAnton R Gordonantonrgordon.hashnode.devSep 17, 2025 · 3 min read

Why Self-Host Agentic RAG

Agent teams (planner, retriever, ranker, synthesizer) thrive when latency is predictable, privacy is strict, and costs are controlled. That’s why I deploy them on Amazon EKS with vLLM as the serving layer: you keep data in-VPC, pin workloads to GPUs,...

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ASApoorva Shuklaapoorva-insights.hashnode.devJun 27, 2025 · 4 min read

Building an Agentic RAG System: Smarter Answers for a Complex World

Why Agentic RAG? And Why Now? Vanilla Retrieval-Augmented Generation (RAG) systems work like diligent librarians: you ask a question, they fetch documents from a knowledge base, and generate a response. But here’s the catch—they rarely ask follow-ups...

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PNPradip Nichiteblog.futuresmart.aiJun 21, 2025 · 10 min read

LangGraph RAG Agent Tutorial | Basics to Advanced Multi-Agent AI Chatbot

Retrieval-Augmented Generation (RAG) is becoming the go-to pattern for building AI systems that can fetch real-time or domain-specific knowledge on demand. But RAG alone doesn’t make your chatbot smart. With LangGraph, you can build stateful, agent-l...

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FSFarzad Sunavalafarzzy.hashnode.devFeb 25, 2025 · 18 min read

Mastering Agentic RAG: Multi-Tool Orchestration for AI Agents (Part 2)

🗝 TLDR: This tutorial shows how to build AI agents that orchestrate multiple knowledge sources (SQL databases, vector database search, web search) to answer complex healthcare queries. We use Azure SQL, Azure AI Search, and Bing Grounding Tool via A...

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FSFarzad Sunavalafarzzy.hashnode.devFeb 23, 2025 · 15 min read

Mastering Agentic RAG Architectures: Single-Step Routing (Part 1)

🗝 TL;DR: - For AI Engineers looking to build AI Agents, this blog explores the Agentic RAG Router. It demonstrates how to leverage OpenAI Function Calling for intelligent routing of user queries to different tools, specifically Azure AI Search for p...

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Trending tags this week

What is Agentic RAG?

Implementing Agentic RAG in Full Stack AI Apps: A Practical 2026 Walkthrough

Overcoming Hard-Question Failures in RAG Using Agentic Design Patterns

Agentic RAG: The Complete Production Guide Nobody Else Wrote

A few quick lessons from building agentic RAG systems

Why Self-Host Agentic RAG

Building an Agentic RAG System: Smarter Answers for a Complex World

LangGraph RAG Agent Tutorial | Basics to Advanced Multi-Agent AI Chatbot

Mastering Agentic RAG: Multi-Tool Orchestration for AI Agents (Part 2)

Mastering Agentic RAG Architectures: Single-Step Routing (Part 1)