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HaluMem

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05:30
2026-08-04
manazir.dev
large-language-models

LLM memory doesn't only get written wrong, it goes wrong later

A final-year project called ANAMNESIS, running to April 2027, addresses a gap in LLM memory systems: facts recorded correctly can later become false as the world changes, and no existing system foreca…

04:00
2026-07-21
arxiv.org
artificial-intelligence

Accurate and Efficient Long-Term Memory for LLM Agents

Researchers introduce MOSAIC (Memory-Organized Structured Agent for Information Collection), a structured, conflict-aware long-term memory framework for LLM agents that achieves 89.35% accuracy on the…

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