The State of Retrieval-Augmented Generation (RAG) in 2025 and Beyond
Generative AI writes, summarises, and even debates – but it doesn’t actually "know" anything beyond the data it was trained on. It’s a perennial problem. Large language models (LLMs) generate text by predicting the most probable next word, but without...
Reinforcement Learning with Human Feedback (RLHF) for LLMs
The emergence of advanced language models like GPT-3 marked a significant milestone in AI development. These models can now write stories, engage in conversations, and even crack jokes. However, making them truly understand human preferences and respond appropriately remained a...
Generative AI Projections for 2025 and Beyond
Generative AI, once a glint in the eye of researchers pre-2022, has advanced rapidly in a short space of time. While generative AI technology has already dramatically impacted business and society in its short two-year history, questions surround its future. ...