At MongoDB, they're building a new kind of engineering capability that combines the latest advancements in generative AI with forward-deployed engineering to modernize legacy systems at a speed and scale that feels impossible. This involves working with customers to solve real-world modernization challenges, using tools like model context protocol (MCP) and large language models (LLMs), to deliver immediate, meaningful impact by writing software with AI, for AI, or in environments where AI is significantly faster than human capabilities. The goal is to change the game by making it possible to modernize these systems in weeks, instead of years, which has a profound impact on mission-critical applications that power real people's lives every day.