Agentic
AI Training Program: From Foundations to Multi-Agent Systems
Total Duration: ~40–50 Hours
Ideal for 4–6 weeks, with hands-on labs and mini-projects
Module 1: Foundations of
Agentic AI
Topic |
Description |
Time |
1. Introduction to Agentic AI |
Overview, history, and use cases |
1 hr |
2. Autonomous AI Agents |
Core concepts: autonomy, memory,
planning, tool use |
1.5 hr |
3. Building Effective Agents |
LLM autonomy and tool
integration explained |
1.5 hr |
4. 5 Essential LLM Workflow
Design Patterns |
Best practices in structuring AI
flows |
2 hr |
Module 2: Tools &
Development Setup
Topic |
Description |
Time |
5. Agent Engineering Setup |
Understanding Cursor IDE, UV,
and API tooling |
1.5 hr |
6. Windows Setup for AI
Development |
Installing Git, Cursor IDE &
UV |
1.5 hr |
7. AI Agent Frameworks |
Comparison: OpenAI SDK, Crew AI,
LangGraph, AutoGen |
2 hr |
Module 3: First Agentic
Workflows
Topic |
Description |
Time |
8. Creating Multi-Step LLM
Workflows + Autonomy |
Implementing planning and
reasoning chains |
2 hr |
9. Building Your First Agentic
AI Workflow (OpenAI API) |
Guided coding walkthrough |
2 hr |
10. Connecting Agentic Patterns
to Tool Use |
Practical applications with APIs
and tools |
2 hr |
Module 4: Multi-LLM
Orchestration
Topic |
Description |
Time |
11. Orchestrating Multiple LLMs |
GPT-4o, Claude, Gemini &
DeepSeek comparison |
1.5 hr |
12. Multi-LLM API Integration |
Interoperability of OpenAI,
Anthropic, etc. |
1.5 hr |
13. Comparing LLM APIs |
Using OpenAI client with Claude,
Gemini & others |
1.5 hr |
14. Multi-Model Evaluation
Systems |
Building systems to evaluate
responses |
2 hr |
15. Using Gemini to Evaluate
GPT-4 |
A practical multi-agent rating
pipeline |
1.5 hr |
Module 5: Crew AI Deep Dive
Topic |
Description |
Time |
16. Crew AI Framework
Introduction |
Overview, architecture & use
cases |
1 hr |
17. Agents, Tasks &
Processing Modes |
Internals of Crew AI explained |
1.5 hr |
18. LightLLM Integration |
Flexible deployment with Crew AI |
1 hr |
19. Tools, Context & Web
Integration |
Extending Crew AI with web
search |
1.5 hr |
Module 6: Hands-On Projects
with Crew AI
Project |
Description |
Time |
20. AI Debate System |
Building a debate engine using
Crew AI & GPT-4o mini |
2 hr |
21. Evaluating LLMs via Debate |
Compare models on controversial
queries |
2 hr |
22. Crew AI Financial Research
System |
Automating analysis of financial
data using multiple agents |
3 hr |
23. Crew AI Stock Picker |
Create a multi-agent pipeline to
recommend investments |
3 hr |
Module 7: Bonus Projects &
Deployment
Topic |
Description |
Time |
24. Web Chatbot with Gradio
& OpenAI |
Build and deploy a personal
assistant clone |
2 hr |
25. Solving the Knowledge Cutoff |
Integrating web search to boost
agent intelligence |
1.5 hr |
26. Resources vs Tools |
Extending agents beyond function
calls |
1 hr |
Capstone Project
Build Your Own Agentic
Assistant
Design an autonomous agent or multi-agent system tailored for a domain (e.g.,
education, healthcare, personal productivity, finance)
Duration: 6–8 hours
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