NMEMORY – A memory for AI agents that refuses to answer without evidence (github.com)

NMEMORY is a new AI memory system designed to prevent agents from fabricating answers when they lack evidence. Unlike traditional memory tools that prioritize recall volume, NMEMORY emphasizes trust and accuracy by implementing a strict protocol: if the memory doesn’t have a grounded answer, it will explicitly say so instead of providing a plausible guess. This innovative single-file memory store operates entirely on the user's machine without any network connectivity, capturing important information along with its source and allowing users to later recall it with context. This development is significant for the AI/ML community as it addresses the issue of "false confidence" in AI responses, promoting reliability in decision-making systems. By ensuring that every fact recalled has a documented provenance, NMEMORY aims to build a more honest framework for AI interactions, preventing the propagation of misinformation. Furthermore, its local-only storage and explicit syncing processes safeguard user data, making it a compelling solution for organizations concerned about data privacy and integrity. Overall, NMEMORY exemplifies a shift towards more responsible and traceable AI memory systems.