The future of generative AI is a complex and rapidly evolving landscape with immense potential for transforming industries, augmenting human capabilities, and driving economic growth. In other words, the future looks bright. However, this future also brings significant technical, ethical, and societal challenges that must be carefully managed to ensure the responsible use of these powerful technologies. As it already happened numerous times in our history, innovation can foster progress and improvement but it can also lead to unintended consequences and disruptions that ripple through society. The rise of generative AI is no exception to this pattern.

While not being a direct contributor to the evolution of generative AI, RAG is definitely a catalyst for accelerating the progress of LLMs. It amplifies the capabilities of even the simplest models, creating new possibilities but also bigger challenges and risks. The software we develop...