Koenig Original Guaranteed-to-Run

Agentic AI, RAG & Multi-Agent Systems

This course equips AI developers, machine learning engineers, and data scientists with practical skills to design autonomous Agentic AI systems, implement Retrieval-Augmented Generation (RAG), and build collaborative Multi-Agent workflows—solving the growing industry challenge of deploying reliable, scalable AI agents in enterprise environments. With demand for AI engineering roles projected to grow by 42% through 2025 (U.S. BLS), this Koenig Original program delivers hands-on mastery using LangChain, AutoGen, and vector databases.

Prepares learners for advanced AI specialization with access to 30-day lab environments for real-world practice. Koenig’s Guaranteed-to-Run scheduling ensures timely training, empowering professionals to lead AI automation initiatives and drive innovation in next-gen intelligent systems.

40 Hours (5 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 2,150
Dedicated instructor, your schedule Fastest
Public Batch USD 1,700
Group class, fixed schedule Most Popular
Self-Paced On Request
Recorded sessions, learn anytime Best Value

100% Happiness Guarantee · Free Rescheduling · Secure Payment

Course Overview

Master Agentic AI, RAG, and Multi-Agent Systems with Koenig Original, a specialized program designed for professionals seeking to lead in the autonomous AI economy. This course provides the advanced technical skills required to build intelligent workflows, perfectly complementing your existing AZ-104 training. While AZ-104 training validates your expertise in Microsoft Azure infrastructure, this curriculum teaches you to deploy scalable agentic architectures within those cloud environments. Gain hands-on experience with LangGraph and AutoGen to orchestrate complex AI systems. By bridging Azure administration with cutting-edge agentic frameworks, you position yourself as a versatile expert ready for high-impact enterprise AI roles.

What You'll Learn

Design multi-agent systems with role-based collaboration using Koenig Original's Agentic AI, RAG & Multi-Agent Systems course
Implement ReAct reasoning and tool calling in agents to enhance decision-making with Koenig Original training
Build Agentic RAG pipelines utilizing LangChain and LangGraph for efficient data retrieval and processing
Integrate vector databases seamlessly into Koenig Original AI workflows to improve data management
Deploy autonomous research agents with Koenig Original frameworks to accelerate innovation
Apply Responsible AI principles and safety governance in Koenig Original agent systems to ensure ethical deployment

Skills You'll Gain

Agentic AI Systems Retrieval-Augmented Generation Multi-Agent Collaboration LangChain Framework LangGraph Orchestration AutoGen Framework Vector Database Integration RAG Pipeline Design Agent Task Delegation ReAct Reasoning Pattern Planning Agent Architecture Function Calling Implementation Agent Memory Management Hallucination Mitigation Responsible AI Governance Enterprise RAG Solutions Koenig Agentic Workflows

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python programming, essential for mastering Agentic AI, RAG & Multi-Agent Systems training by Koenig Original
  • Experience with virtual environments, pip/conda, and Jupyter notebooks to efficiently develop and test AI models
  • Fundamental knowledge of large language models (LLMs), prompt engineering, embeddings, and vector databases for effective AI deployment
  • Hands-on experience with APIs from OpenAI, Groq, Gemini, or local LLMs to integrate advanced AI solutions
  • Practical skills with frameworks like LangChain, LangGraph, or AutoGen to build multi-agent AI systems
  • Understanding of Retrieval-Augmented Generation (RAG) pipelines and dynamic retrieval logic to enhance AI accuracy and responsiveness
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Certification Exam

Everything you need to know about the Agentic AI, RAG & Multi-Agent Systems certification exam

Exam Details
Exam Name
Agentic AI, RAG & Multi-Agent Systems
Exam Cost
Not applicable
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Not applicable
Let's Talk

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Agentic AI, RAG & Multi-Agent Systems

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Course Curriculum

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

1
Day 1– Mastering Agentic AI Fundamentals
Defining Agentic AI concepts Evolution: Rule-based to Generative to Agentic AI Core characteristics of Agentic AI systems Comparing Generative AI vs Agentic AI performance Enterprise use cases for Koenig Original training Architectural constraints and deployment challenges Solving hallucination and prompt dependency issues Governance: Ensuring data security and access
2
Day 2– Agentic AI Architecture Design
Reflex Agents technical overview ReAct Agents: Reasoning plus Acting workflows Planning Agents: Planner and Executor patterns Multi-Agent Systems collaboration strategies Managing Agent lifecycle and workflow orchestration Advanced Agentic AI solution architecture examples Integrating tools, memory, and RAG systems Proven hallucination mitigation techniques
3
Day 3– Top Agentic AI Frameworks
LangChain fundamentals for developers LangGraph: Advanced graph-based orchestration AutoGen framework implementation guide Optimizing tools, memory, and function calling Implementing control logic in agent workflows Ethical considerations in framework development Risk assessment for robust agent design Hands-On Lab: Framework setup and basics
4
Day 4– Building Chatbots with Agentic AI
Leveraging Llama-2, Groq, and Mixtral models Managing complex multi-turn conversations Designing agent memory and unique personas Customizing professional conversation styles UI Integration using Gradio and Streamlit Hands-On Lab: Task-specific chatbot development Testing agent responsiveness and accuracy Debugging complex conversation flows
5
Day 5– Advanced Multi-Agent Systems and RAG
AutoGen architecture and core building blocks Implementing ReAct patterns in AutoGen Multi-agent collaboration and negotiation logic RAG and function calling in AutoGen Lab: Multi-agent communication simulation Agentic RAG: Retrieval, validation, and synthesis Dynamic decision-making via tool reasoning Vector DB integration: Chroma, Pinecone, Weaviate

What's Included in Your Training

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

Hands-On Lab

Live Lab Sandbox

Real Environment

Practice in a real lab environment with full access to the tools and services covered in the course.

30+ Guided Labs

30+

Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.

Lab Manual Included

Full Guide

Comprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.

Post-Training Access

30 Days

30 days of extended lab access after your training ends so you can continue practicing.

Career Outcomes

82%

of Agentic AI, RAG & Multi-Agent Systems certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the Agentic AI, RAG & Multi-Agent Systems 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
  • RAG Specialist
  • Multi-Agent Systems Architect
  • Generative AI Developer
  • LLM Application Engineer
  • Autonomous Agent Developer

Companies Hiring

5,000+
Microsoft Google Amazon OpenAI Accenture Deloitte IBM Meta NVIDIA Capgemini

and 5,000+ organizations worldwide seeking Agentic AI, RAG & Multi-Agent Systems certified professionals

Meet Your Instructor

👤
Kuldeep Singh
6+
Years Exp.
5,000+
Students
4.9
Avg Rating

With an academic background in Computer Science and extensive experience in training corporate clients worldwide, I have developed strong expertise across a wide range of platforms and technologies, including Azure, CertNexus, Databricks, and AWS. I am well-versed in programming languages such as Python, Python for Machine Learning, R, Julia, and other object-oriented programming languages. I also hold multiple certifications, including DP-100, AI-102, AI-900, AZ-204, AZ-220, AZ-400, machine learning associate in Databricks and the AWS Machine Learning Specialty. Since the last few years I am also working with agentic AI technology where we can create agents specific to some task and also generic agents using GUI platform and also using code-based approach.

For the past five years, I have been associated with Koenig, where I have delivered high-quality training to clients across various industries. My industry exposure, technical proficiency, and passion for continuous learning enable me to consistently deliver results and contribute significant value to any organization.

 

Associated with Koenig since February 2020.


 

 

Real Transformations

Course Student Reviews

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

18,400+
Verified Reviews
4.9 / 5
Average Rating
95%
Would Recommend
1M+
Professionals Trained
  • ★★★★★

    “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
  • ★★★★★

    “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
  • ★★★★★

    “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
  • ★★★★★

    “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
  • ★★★★★

    “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 Agentic AI, RAG & Multi-Agent Systems training course

Is the certification exam included in the Agentic AI, RAG & Multi-Agent Systems course fee, and what is the cost if purchased separately?
The certification exam is optional and not included in the $1,700 USD Koenig Original course fee. You may purchase the exam voucher separately for $200 USD. This fee covers remote proctoring, digital badge issuance, and official score reporting services.
What training formats are available for Agentic AI, RAG & Multi-Agent Systems, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig Original provides live online 1-on-1, public instructor-led, and classroom training. All formats feature Guaranteed-to-Run scheduling to prevent cancellations. This 40-hour course offers flexible weekend or weekday sessions with certified instructors for real-time Q&A and hands-on labs.
How long is lab access for Agentic AI, RAG & Multi-Agent Systems, and what environment is used for practice?
You receive 6 months of cloud-hosted sandbox access via any browser. These labs include pre-configured Python, LangChain, AutoGen, and vector databases like Chroma and Pinecone. This environment enables realistic agentic AI development and deployment without local setup requirements.
What is the Koenig Original rescheduling and cancellation policy for the Agentic AI, RAG & Multi-Agent Systems course?
Reschedule your course date for free by notifying us at least 7 days before start. Cancellations within 7 days receive a 100% refund if requested before the course begins. This ensures scheduling integrity for our Guaranteed-to-Run batches and instructors.
What is the exam format, question count, passing score, and time limit for the Agentic AI, RAG & Multi-Agent Systems certification?
The certification exam features 60–70 multiple-choice questions to be completed in 120 minutes. A 65–70% score is required to pass. This closed-book, remotely proctored exam assesses your practical knowledge of agentic workflows, RAG implementation, and multi-agent orchestration frameworks.
How long is the Agentic AI, RAG & Multi-Agent Systems certification valid, and what is the renewal process?
Your certification is valid for two years. Recertification requires retaking the $200 USD exam to verify your proficiency in evolving AI practices. While there is no continuing education requirement, Koenig recommends refresher training to master advancements in LangGraph and AutoGen.
What post-training support does Koenig provide after completing the Agentic AI, RAG & Multi-Agent Systems course?
Koenig offers 6 hours of free consultation with subject matter experts and email support via flexi@koenig-solutions.com. You also gain access to Qubits self-assessment tools and a completion certificate. Schedule sessions to clarify advanced topics like multi-agent negotiation and RAG pipeline optimization.
What are the prerequisites for the Agentic AI, RAG & Multi-Agent Systems course?
Participants need strong Python skills and familiarity with APIs like OpenAI, Groq, or Gemini. You should understand LLMs, embeddings, and vector databases, plus experience with pip/conda environments. Skills in Git, Docker, and cloud fundamentals are beneficial for advanced orchestration labs.
What salary increase can professionals expect after completing the Agentic AI, RAG & Multi-Agent Systems course?
Professionals with these skills command salaries from $150K–$280K, a 30–50% premium over standard AI/ML engineers. Mastery of LangGraph, AutoGen, and RAG directly qualifies you for senior agent engineer and AI architect roles in high-demand sectors like fintech and healthcare.
How does instructor-led training compare to self-study for mastering Agentic AI, RAG & Multi-Agent Systems?
Instructor-led training provides structured feedback and expert guidance on complex agent orchestration, accelerating mastery compared to self-study. Self-paced learners often struggle with debugging multi-agent workflows and lack live mentorship, which can increase your time-to-competency by 2–3x without professional support.
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