This was a Build Fast with AI workshop led by Satwik, founder of Build Fast with AI, focused on teaching participants how to build AI agents and automation systems. The session covered two main demonstrations: first, how to use Cloud Covert to automatically create a stock portfolio dashboard from 50,000+ data points in just 5 minutes, and second, building an email automation system using Make.com to send personalized emails to course applicants without manual effort. Satwik explained the key difference between traditional chatbots and AI agents, describing agents as LLMs with additional "harness" or logic that can work autonomously, and demonstrated how to create automated workflows that include email generation, data analysis, and social media content creation. The workshop concluded with Satwik promoting their Generative AI Launchpad course, offering significant discounts to participants, and explaining that the 8-week program would cover advanced topics including prompt engineering, chatbot development, and enterprise-grade AI applications.