Emerging Trends and Innovations

Dear reader, if you have made it up to this point – congratulations! You managed to complete this journey into LLMs and how to implement modern applications with them. Starting from the fundamentals of what’s under the hood of an LLM, we covered many scenarios of LLM-powered applications, from conversational chatbots, to database copilots, to multimodal agents. We experimented with different models, both proprietary and open-source, and we also managed to fine-tune our own LLM. Last but not least, we covered the key topic of Responsible AI and how to embed ethical considerations within our LLM-powered applications.

In this final chapter, we are going to explore the latest advancements and future trends in the field of generative AI. Note that, as a rapidly evolving field, it is nearly impossible to keep up with up-to-date releases. Nevertheless, the advancements covered in this chapter will give you an idea of what to expect in the...