Answers are grounded in this paper and cite their sources.
Introduces a new AI memory system design to enhance future-oriented personal memory retrieval, implying improved efficiency and relevance.
This paper introduces a prospective retrieval architecture for personal AI memory systems. The proposed method augments semantic retrieval with an explicit commitment ledger and a zero-inference prospective scoring term to improve retrieval of future-oriented commitments while preserving semantic relevance. This version presents the initial architecture and synthetic evaluation. Future work includes automatic commitment extraction and evaluation on public benchmarks.
No takes yet. Share an insight, caveat, or question.
Jonathan Groff (2026) studied this question.
Synapse has enriched 8 closely related papers on similar clinical questions. Consider them for comparative context: