A Coding Implementation to Build a Multi-Agent Research and Content Pipeline with CrewAI and Gemini

class ColabGeminiAgentSystem:
    def __init__(self, api_key):
        """Initialize the Colab-optimized Gemini agent system"""
        self.api_key = api_key
        self.setup_gemini()
        self.setup_tools()
        self.setup_agents()
    ...