Koenig Original Guaranteed-to-Run

AI-First Engineering with Generative & Agentic AI

AI-First Engineering with Generative & Agentic AI by Koenig Original equips AI engineers, machine learning specialists, and software developers with advanced skills to design autonomous AI systems that solve real-world automation and decision-making challenges. With 77% of enterprises actively deploying generative AI, this course bridges the implementation gap through hands-on labs in LLM fine-tuning, Retrieval-Augmented Generation, and multi-agent architectures—preparing professionals to lead AI innovation.

This course prepares learners for the Generative AI Specialty credential, enhancing career credibility with a verifiable Koenig certification. Benefit from 30-day lab access and Guaranteed-to-Run scheduling, gaining practical mastery in building production-grade AI agents that drive efficiency and open pathways to roles like AI Solutions Architect and Generative AI Consultant.

96 Hours (12 Days)
Live Online / Classroom
27+ professionals trained

Training Formats & Pricing

1-on-1 USD 4,650
Dedicated instructor, your schedule Fastest
Public Batch USD 3,650
Group class, fixed schedule Most Popular
Self-Paced USD 199
Recorded sessions, learn anytime Best Value

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Course Overview

The AI-First Engineering with Generative & Agentic AI course by Koenig Original is a comprehensive program designed for AI engineers, software developers, and DevOps engineers aiming to master next-generation AI-driven development methodologies. While not tied to a specific vendor certification exam, this course equips professionals with cutting-edge skills in generative and agentic AI systems, areas seeing rapid adoption across industries. With over 70% of enterprises actively exploring or deploying generative AI solutions, this training prepares learners for high-demand roles such as AI Specialist, Agentic AI Developer, and Prompt Engineer. The curriculum focuses on transforming traditional software development workflows into AI-optimized pipelines, emphasizing autonomous agent design, intelligent system integration, and scalable AI architectures.

Participants gain hands-on experience with key technologies including Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), LangChain, GANs, and MLflow within a secure cloud-based lab environment. The course features practical labs where students build functional AI systems such as autonomous coding agents, intelligent workflow orchestrators, and retrieval-augmented question-answering engines. Using official courseware and guided instruction, learners configure and fine-tune models in interactive sessions that simulate enterprise deployment challenges. One capstone project involves creating a multi-agent system that collaborates to design, code, test, and document a software application from specification to deployment, mirroring real-world AI-native development environments.

This Koenig Original training prepares professionals for emerging credentials in generative AI and positions them for roles at the forefront of AI-driven innovation. Graduates are well-equipped for career advancement, with AI engineering roles commanding average salaries between $140,000 and $180,000 in major tech markets. A key differentiator of Koenig's offering is its Guaranteed-to-Run scheduling and access to 30-day extended lab environments, ensuring uninterrupted hands-on practice. By completing this course, learners will be positioned to lead AI-first transformation initiatives, design intelligent agent ecosystems, and drive productivity gains in modern engineering organizations.

What You'll Learn

Design advanced agentic AI systems with role-based collaboration, leveraging the latest techniques in Generative & Agentic AI from Koenig Original. This course enables you to create AI that works seamlessly across roles, improving team efficiency and decision-making.
Implement ReAct reasoning and tool calling in AI agents, a key skill in developing intelligent, autonomous systems. Gain expertise in Koenig's methods to enhance your AI's reasoning capabilities and tool integration.
Build scalable multi-agent systems using the Koenig AutoGen framework, empowering you to develop complex AI ecosystems that coordinate tasks and share knowledge effectively.
Integrate vector databases into your agentic RAG pipelines, boosting your AI's ability to retrieve and generate relevant information quickly and accurately.
Orchestrate sophisticated agent workflows with Koenig LangGraph, enabling smooth coordination and task management across multiple AI agents.
Secure your agentic AI applications with robust governance guardrails, ensuring compliance, safety, and reliability in real-world deployments. This training prepares you to develop trustworthy AI solutions that meet industry standards.

Skills You'll Gain

Generative AI Models Agentic AI Systems ReAct Agents Reflex Agents Planning Agents Multi-Agent Collaboration LangChain Integration LangGraph Orchestration AutoGen Framework Vector Database Integration Chroma DB Pinecone Weaviate PGVector RAG Pipeline AI Agent Architecture Autonomous AI Systems

Prerequisites

Recommended knowledge before taking this course
  • Minimum 1 year of Python development experience, including proficiency in functions, loops, conditionals, and standard libraries, required for AI-First Engineering with Generative & Agentic AI by Koenig Original.
  • Familiarity with Python environment management, specifically using virtual environments and package managers like pip or conda.
  • Foundational knowledge of Large Language Models (LLMs), prompt engineering techniques, and vector embeddings.
  • Practical experience integrating AI capabilities via APIs such as OpenAI, Groq, Gemini, or local LLM providers.
  • Conceptual understanding of vector databases and their application in Retrieval-Augmented Generation (RAG) architectures.
  • Experience with interactive development environments, specifically Jupyter Notebooks, for iterative AI experimentation.
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Certification Exam

Everything you need to know about the AI-First Engineering with Generative & Agentic AI certification exam

Exam Details
Exam Name
AI-First Engineering with Generative & Agentic AI
Exam Cost
Not applicable
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Not applicable
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AI-First Engineering with Generative & Agentic AI

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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 Agentic AI Core characteristics of Agentic systems Generative AI vs Agentic AI paradigms Real-world enterprise AI use cases Architectural limitations of Agentic AI Managing hallucinations and prompt dependency Governance: Data security and access
2
Day 2– Architecting Scalable Agentic Systems
Reflex Agents design fundamentals ReAct Agents: Reasoning plus Acting Planning Agents: Planner and Executor Multi-Agent Systems collaboration strategies Agent lifecycle orchestration workflows Enterprise solution architecture examples Tools, memory, and RAG integration Advanced hallucination mitigation techniques
3
Day 3– Leveraging Agentic AI Frameworks
LangChain development fundamentals LangGraph: Graph-based orchestration logic AutoGen framework implementation guide Function calling and control logic Optimized agent memory management Ethical considerations in AI frameworks Risks in agentic system design Core building blocks of AutoGen
4
Day 4– Building Intelligent Agentic Chatbots
Deploying Llama-2 and Groq models Multi-turn conversation management techniques Agent memory and persona design UI integration with Gradio/Streamlit Hands-On Lab: Task-specific chatbot ReAct pattern implementation workflows Multi-agent collaboration and orchestration Role-based agent negotiation strategies
5
Day 5– Agentic RAG and Responsible AI
Classical RAG pipeline refresh Agentic RAG: Retrieval, validation, synthesis Dynamic decision-making in RAG Vector DB integration (Chroma, Pinecone) Project: Research Analyst Assistant Self-verification agent implementation Bias detection and mitigation protocols Safeguards and compliance frameworks

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 AI-First Engineering with Generative & Agentic AI certified professionals report career advancement within 6 months

Salary Impact

+29%

Average salary increase reported after obtaining the AI-First Engineering with Generative & Agentic AI 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 Engineer
  • Agentic AI Developer
  • AI Solutions Architect
  • Machine Learning Engineer
  • AI Systems Specialist

Companies Hiring

5,000+
Microsoft Google OpenAI Accenture Deloitte Capgemini JPMorgan Chase Goldman Sachs Amazon IBM

and 5,000+ organizations worldwide seeking AI-First Engineering with Generative & Agentic AI 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.

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
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