Improving Memory Retrieval: How New Computer achieved 50% higher recall with LangSmith

New Computer is an AI company that has developed Dot, a personal AI designed to understand its users by learning their preferences over time through verbal and behavioral cues. The team's innovative agentic memory system allows for dynamically creating or pre-calculating documents that will only be retrieved later, improving recall and precision compared to previous implementations. Using LangSmith, they have been able to test and improve their memory retrieval systems, leading to 50% higher recall and 40% higher precision. The team is constantly seeking ways to make users feel truly perceived and understood by adapting Dot's conversational or tonal preferences and becoming fully bespoke on a per-user basis.