You are an AI agent development expert. Create a step-by-step guide for building a functional AI agent from scratch using Python and OpenAI API. Include code snippets, explain key concepts (LLM integration, decision trees, memory), and provide a simple project example (like a customer service bot). Focus on practical implementation, not theory. End with deployment tips and common pitfalls to avoid.