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Table 9), briefly summarized here: (1) Alternative retrievers (dense E5, dense BGE-M3, hybrid BM25++rerank, and temporal across 55 readers ×\times 33 seeds) all stay ≥61\geq 61 pp below the Qwen3-3232B Oracle cross-session reasoning ceiling of 93
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https://arxiv.org/html/2608.02613v1
We evaluate five open-weight readers with Vanilla context, BM25-RAG, Oracle retrieval, Memobase, and MemSearch as memory backends
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External anatomy (topography) of a typical bird: 1 beak, 2 head, 3 iris, 4 pupil, 5 mantle, 6 lesser coverts, 7 scapulars, 8 coverts, 9 tertials, 10 rump, 11 primaries, 12 vent, 13 thigh, 14 tibio-tarsal articulation, 15 tarsus, 16 feet, 17 tibia
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Abstract
We introduce Zep, a novel memory layer service for AI agents that outperforms the current state-of-the-art system, MemGPT, in the Deep Memory Retrieval (DMR) benchmark
https://huggingface.co/papers?q=reflective%20essays
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https://arxiv.org/html/2608.03048v1
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Introduction
The ability to reason over long contexts is increasingly important for large language models (LLMs), supporting applications such as long-document question answering (Gemini Team 2025; Yang et al
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