✨Zep: A Temporal Knowledge Graph Architecture for Agent Memory

📝 Summary:
Zep is a new AI agent memory service using a temporal knowledge graph for dynamic knowledge integration. It outperforms MemGPT in benchmarks and significantly improves temporal reasoning and cross-session synthesis for enterprise applications, reducing latency.

🔹 Publication Date: Published on Jan 20

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2501.13956
• PDF: https://arxiv.org/pdf/2501.13956
• Github: https://github.com/getzep/graphiti

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#AIAgents #KnowledgeGraphs #TemporalReasoning #AIArchitecture #ArtificialIntelligence

✨Stemming Hallucination in Language Models Using a Licensing Oracle

📝 Summary:
This study presents the Licensing Oracle, an architectural solution to eliminate language model hallucinations. It enforces truth constraints via formal validation against structured knowledge graphs, achieving perfect abstention precision and zero false answers where statistical methods fail.

🔹 Publication Date: Published on Nov 8

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.06073
• PDF: https://arxiv.org/pdf/2511.06073

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#LLM #AIHallucination #KnowledgeGraphs #NLP #AIResearch