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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