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LlamaIndex Agentic RAG: Router & Multi-Doc Agents Intermediate

The Building Agentic RAG with LlamaIndex course by Koenig Original equips AI developers and data scientists with advanced skills to build autonomous research agents using dynamic retrieval, tool calling, and reasoning loops. It solves the growing industry challenge of inaccurate AI responses, where 68% of enterprises report significant losses due to LLM hallucinations. Participants gain hands-on expertise in constructing multi-document agents and router systems that self-verify and adapt—critical for deploying trustworthy AI in production.

This course prepares learners for advanced agentic AI implementation in real-world environments. Koenig’s Guaranteed-to-Run live training ensures immediate access to expert-led sessions with 30-day lab access for reinforcement. Graduates emerge ready to design secure, scalable AI agents, driving innovation in roles like AI architect or research engineer with average salaries exceeding $150,000.

8 Hours (1 Days)
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Course Overview

The Building Agentic RAG with LlamaIndex course by Koenig Original is a focused, one-day training program designed for AI developers, data scientists, and machine learning engineers seeking to master advanced retrieval-augmented generation systems. While no formal certification exam is tied directly to this Koenig Original course, it equips professionals with cutting-edge skills in agentic AI—a capability increasingly adopted by enterprises leveraging LLMs for autonomous data processing. With 80% of Fortune 500 companies now exploring agent-based workflows for document analysis and decision automation, this training addresses a rapidly growing industry demand. Participants will gain hands-on expertise in building intelligent research agents capable of dynamic reasoning, tool use, and multi-document analysis—skills directly applicable to roles in AI solution architecture, NLP engineering, and enterprise AI innovation.

This course immerses learners in the core components of LlamaIndex’s agentic framework, including Query Engines, Tool Calling, Agent Reasoning Loops, Workflows, FunctionAgent, and ReActAgent. Students engage in practical labs where they build a fully functional autonomous research assistant agent that can route queries, invoke tools with inferred arguments, and process multiple documents iteratively. The hands-on environment leverages Python-based development with direct integration into LlamaIndex’s open-source framework, using real-world datasets such as arXiv research papers to simulate enterprise-grade document analysis. A key project involves constructing a multi-document agent capable of summarizing, comparing, and extracting insights across complex data sources—mirroring scenarios faced in financial research, legal document review, and technical intelligence gathering.

By completing the Building Agentic RAG with LlamaIndex course from Koenig Original, professionals position themselves at the forefront of the $4.6 billion agentic AI market, where practitioners command average salaries between $135,000 and $180,000 annually. The training prepares learners for real-world implementation of context-augmented LLM applications, a skillset recognized by leading tech firms and AI startups alike. A key differentiator of Koenig Original courses is the Guaranteed-to-Run scheduling model, ensuring that every enrolled participant receives training without cancellations—backed by Koenig’s global network of in-house expert instructors. Graduates emerge ready to lead AI initiatives involving autonomous agents, setting the stage for career advancement into senior AI engineering, research leadership, or AI product management roles.

What You'll Learn

Design a router query engine using LlamaIndex in the Building Agentic RAG with LlamaIndex course by Koenig Original, enabling efficient data retrieval for AI applications. Implement tool calling in LlamaIndex agents to enhance automation and streamline workflows. Configure agent reasoning loops with LlamaIndex to improve decision-making accuracy in complex scenarios. Build multi-document agents using LlamaIndex to handle large-scale data integration seamlessly. Deploy autonomous research agents with Koenig Original to accelerate innovation and reduce manual effort. Optimize agentic RAG workflows with Koenig Original to boost productivity, cut processing time, and achieve better results in AI-driven projects.

Skills You'll Gain

LlamaIndex RAG Router Query Engine LlamaIndex Tool Calling Multi-Document Agent Agent Reasoning Loop Autonomous Research Agent Query Routing Function Calling LLM Argument Inference Document Summarization Q&A Engine Data Stream Management Agentic AI Framework LlamaIndex Debugging Research Assistant Agent Iterative Tool Interaction Complex Query Handling

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python 3.10+ programming, essential for mastering Building Agentic RAG with LlamaIndex by Koenig Original, which enhances your ability to develop advanced retrieval-augmented AI solutions.
  • Experience with virtual environments, pip/conda, and Jupyter notebooks, crucial for efficiently implementing the course workflows.
  • Basic knowledge of large language models (LLMs), prompt engineering, embeddings, and familiarity with at least one vector database (e.g., Pinecone, Milvus, or ChromaDB) to build smarter AI applications.
  • Hands-on API experience with platforms like OpenAI, Groq, or Gemini, and familiarity with async/await patterns, vital for integrating the course material into real-world projects.
  • Understanding classical Retrieval-Augmented Generation (RAG) pipelines provides a strong foundation for the advanced concepts covered in this training.
  • Practical experience with LlamaIndex or LangChain frameworks ensures you can maximize the benefits of this top-tier training program.
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Certification Exam

Everything you need to know about the LlamaIndex Agentic RAG: Router & Multi-Doc Agents certification exam

Exam Details
Exam Name
LlamaIndex Agentic RAG: Router & Multi-Doc Agents
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
N/A
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Agentic RAG Fundamentals
Core Agentic RAG architecture concepts Comparing standard versus Agentic RAG Configuring your LlamaIndex development environment Foundations of LlamaIndex router agents Developing a single-document retrieval router Deploying advanced Q&A summarization engines Lab: Building your first router agent Koenig course roadmap and objectives
2
Day 2– Advanced Agent Tool Calling
Fundamentals of LLM tool calling Architecting robust agent function interfaces Optimizing LLM-driven argument inference logic Integrating external tools into routers Verifying precise tool execution outputs Managing errors in tool calling Lab: Extending routers with tools Troubleshooting complex tool selection logic
3
Day 3– Agent Reasoning and Memory
Engineering multi-step reasoning agent workflows Implementing persistent agent memory management Developing autonomous research agent systems Orchestrating complex tool usage sequences Governing agent decision-making flow control Observing intermediate agent reasoning states Lab: Constructing reasoning loop agents Analyzing agent trace output metrics
4
Day 4– Multi-Document Agent Architectures
Scaling agents across multiple documents Advanced document retrieval strategy design Synthesizing cross-document information sources Building multi-document research agent systems Optimizing retrieval performance across sources Managing document versioning and updates Lab: Multi-document agent development project Debugging multi-document retrieval workflows
5
Day 5– Agent Control and Optimization
Systematic agent behavior debugging techniques Implementing human-in-the-loop oversight protocols Refining agent actions via human nudges Interpreting complex agent decision rationale Iterative agent performance tuning methods Ensuring full agent system transparency Capstone: Autonomous research agent deployment Post-course certification and next steps

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of LlamaIndex Agentic RAG: Router & Multi-Doc Agents certified professionals report career advancement within 6 months

Salary Impact

+29%

Average salary increase reported after obtaining the LlamaIndex Agentic RAG: Router & Multi-Doc Agents certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Engineer
  • Generative AI Developer
  • RAG Systems Architect
  • LLM Application Engineer
  • Agentic AI Specialist
  • Machine Learning Engineer - Retrieval Systems

Companies Hiring

5,000+
Microsoft Google Meta Accenture Deloitte IBM Amazon NVIDIA Adobe Salesforce

and 5,000+ organizations worldwide seeking LlamaIndex Agentic RAG: Router & Multi-Doc Agents certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

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    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

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    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
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    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

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    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

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    Business Intelligence Lead

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    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

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    Security Analyst

    SC-300 Certified ✓ Verified
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    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

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    AI Engineer

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    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

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    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the LlamaIndex Agentic RAG: Router & Multi-Doc Agents training course

Is the certification exam included in the course fee for Building Agentic RAG with LlamaIndex?
The certification exam is not included in the base fee for Building Agentic RAG with LlamaIndex by Koenig Original; it is optional and purchased separately. Koenig's fee structure lists the exam voucher as an add-on. The base course fee is 22,359 INR, while lab access costs 4,159 INR plus 18% GST.
What training formats are available for the Building Agentic RAG with LlamaIndex course?
Koenig Original offers Building Agentic RAG with LlamaIndex in live online and 1-on-1 formats, both Guaranteed-to-Run (GTR). This 8-hour training is available publicly or privately. You can choose flexible scheduling for weekend or weekday batches, with real-time instructor-led sessions ensuring you master agentic workflows through consistent, high-quality delivery.
How long is lab access provided, and what type of environment is used for the Building Agentic RAG with LlamaIndex course?
Lab access for Building Agentic RAG with LlamaIndex is provided for 6 months post-delivery via Koenig's Flexi training model. The cloud-based environment allows access via laptop, tablet, or mobile. It features interactive self-assessment tools and real-time lab execution within a secure, sandboxed cloud setup designed for practical skill mastery.
What is Koenig's rescheduling and cancellation policy for the Building Agentic RAG with LlamaIndex course?
Koenig allows free rescheduling of Building Agentic RAG with LlamaIndex to the next Guaranteed-to-Run batch if requested 10+ days before the start. Cancellations or rescheduling within 10 days incur a 50% fee. Per official Terms of Service, this specific training cannot be rescheduled more than once.
What is the exam format, number of questions, passing score, and time limit for the Building Agentic RAG with LlamaIndex certification?
Building Agentic RAG with LlamaIndex by Koenig Original is a skills-based training program without a formal certification exam, passing score, or time limit. Instead, your credential is earned through active participation and the successful execution of hands-on projects during the intensive 8-hour instructor-led session.
How long is the Building Agentic RAG with LlamaIndex certification valid, and what is the renewal process?
Building Agentic RAG with LlamaIndex provides a course completion certificate with indefinite validity. As a Koenig Original training, there is no formal renewal process or recurring fee. This credential recognizes your verified skill acquisition rather than a vendor-maintained certification lifecycle, ensuring your expertise remains a permanent professional asset.
What post-training support does Koenig provide after completing the Building Agentic RAG with LlamaIndex course?
Koenig provides 6 hours of free trainer consultation and 6 months of video access after Building Agentic RAG with LlamaIndex. You also receive a completion certificate, Qubits self-assessment access, and free upgrades to new versions. This support ensures you maintain practical application skills and stay updated with evolving AI technologies.
What are the prerequisites or prior experience needed for the Building Agentic RAG with LlamaIndex course?
To succeed in Building Agentic RAG with LlamaIndex, you need intermediate Python skills and familiarity with APIs, databases, and command-line tools. A basic grasp of LLMs and RAG concepts is helpful. No formal degree is required; however, hands-on coding experience ensures you maximize the value of this 8-hour practical curriculum.
How does the salary or career impact compare for professionals trained in Building Agentic RAG with LlamaIndex?
Professionals mastering Building Agentic RAG with LlamaIndex often secure roles like AI Engineer or NLP Developer. Salaries range from ₹12-20 LPA in India to $110,000–$160,000 in the US. This expertise significantly boosts career mobility in AI-driven organizations, specifically for roles involving intelligent document processing and enterprise search automation.
How does Koenig's Building Agentic RAG with LlamaIndex course compare to self-study options?
Koenig’s Building Agentic RAG with LlamaIndex offers structured, instructor-led training with live labs and mentorship, guaranteeing completion in 8 hours. Unlike fragmented self-study, this course provides real-time feedback and hands-on projects. It is a faster, more reliable path to mastering agentic workflows and earning a verifiable completion certificate.
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