Building Beyond Chatbots: Why Personality, Memory, and Context Will Define the Next Generation of AI Implementation

Foundation models are already a commodity. The organizations winning with AI are not the ones with the best models — they are the ones that built the strongest systems around them. This is what is actually happening at the implementation layer, and what it means for every business making AI decisions right now.