• Concepts, environment setup, first OpenAI API call
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 2: LLM Fundamentals & Prompt Engineering (2 hours)

• Prompts, templates, few-shot, structured outputs.
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 3: Building Simple Agents (2 hours)

• Agent loops, LangChain basics
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 4: Tools, Memory & Reasoning (3 hours)

• Tools, memory stores, ReAct
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 5: Multi-Agent Systems (2 hours)

• Agent collaboration patterns
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 6: Integrating APIs & External Tools (3 hours)

• Connect to APIs, file handling
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 7: Custom Agent Workflows & Planning (3 hours)

• Task decomposition, vector stores
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Module 8: Capstone — Multi-Agent Chatroom (3 hours)

• Build multi-agent chatroom (console + Streamlit)
• Hands-on tasks:
  See corresponding Jupyter notebook for step-by-step code and examples.

Capstone: Multi-Agent Chatroom

• Two implementations are included:

1. Console-based: a lightweight terminal app that runs locally.
2. Streamlit-based: provides a web UI suitable for demos and classrooms.

Both use OpenAI as the LLM backend and LangChain patterns for agents, memory, and tool invocation.

Setup & Requirements

• Run:
  pip install -r requirements.txt

Set your OpenAI API key in environment variable OPENAI_API_KEY or use a .env file.

Example: export OPENAI_API_KEY='sk-...'

Files in ZIP package

• 01_intro_agentic_ai.ipynb
• 02_prompt_engineering.ipynb
• 03_simple_agents.ipynb
• 04_tools_memory_reasoning.ipynb
• 05_multi_agent_systems.ipynb
• 06_api_integration.ipynb
• 07_custom_agent_workflows.ipynb
• 08_capstone_multiagent_chatroom_console.ipynb
• 08_capstone_multiagent_chatroom_streamlit.ipynb
• README.md
• requirements.txt