TLDRThe Octopus Extension for GitHub Copilot utilizes AI to streamline business processes and improve developer workflows. It provides real-time access to deployment information, generates custom reports, and extracts useful data. Retrieval Augmented Generation overcomes the limitation of real-time information in AI systems by combining custom knowledge with user prompts. The extension offers a safe environment, rethinks testing approaches for non-deterministic LLMs, and provides practical guidelines for optimizing prompts