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This skill provides a structured framework for extending PostHog's AI capabilities by implementing specialized 'modes' that scope tools, prompts, and behaviors to specific product areas. It streamlines the complex workflow of defining AgentToolkits, updating schemas, and managing backend-first tool integrations. By following these patterns, developers can create highly focused AI assistants for specific Jobs-to-be-Done (JTBD), ensuring the agent always has the relevant context and permissions for tasks like product analytics, SQL querying, or error tracking while maintaining safe deployment via feature flags.