Timestamps:

[00:00] Kick off with screen share and session recording note
[03:00] Share agenda: theory, patterns, demo, and Q&A
[04:00] Compare bots, rule-based flows, and true AI agents
[08:00] Show Deep Research agents using tools + browsing
[10:00] Advise when to use agents vs. basic automation
[14:00] Frame agent reliability as 80/20 human-AI balance
[17:00] Introduce model, tools, instructions as agent core
[21:00] Explain built-in tools: WebSearch, FileSearch, Computer
[23:00] Add custom function-tools callable by the agent
[27:00] Walk through API setup and Colab code structure
[30:00] Run WeatherAgent using GPT-4o and WebSearch
[36:00]Show centralized manager pattern with sub-agents