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I’ve been experimenting with long-term memory architectures for agent systems and wanted to share some technical results that might be useful to others working on retrieval pipelines.Benchmark: LoCoMo (10 runs × 10 conversation sets) Average accuracy: 80.1% Setup: full isolation across all 10 conv groups (no cross-contamination, no shared memory between runs)Architecture (all open weights except answer generation)1. Dense retrievalBGE-large-en-v1.5 (1024d)FAISS IndexFlatIPStandard BGE instructio
I’ve been working on an independent memory-retrieval architecture for agent systems. I don’t have a CS background — previously worked climbing cell towers and doing handyman jobs — but I spent the last 4.5 months building a hybrid memory system from scratch.The system combines FAISS, BM25, and a symbolic ranking layer (MCA). Answers are generated with GPT-4o-mini at temperature 0. The focus is determinism, transparency, and reproducibility rather than model size.On the official LoCoMo benchmark
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Hi! I'd like to present the Participatory Interface Theory, aka PIT. It is not "woo". It IS an amazing example of what one human can do with LLMs these days, regardless of what you might think of the theory.But the theory is a mind-blower. Are you ready for this? I'm not kidding. And it's real. Calling all cosmologists and physicists and cybernetecists and AI researchers and information theorists and philosphers and biologists and chemists and artists and humanitarians a
I just pushed the current SOTA on the LoCoMo long-term memory benchmark for agents: 80.1 % accuracy using only:-BGE-large-en-v1.5 (1024d) + FAISS-Custom “MCA” gravitational ranking (keyword coverage + importance + frequency)-BM25 sparse retrieval-Direct Cross-Encoder reranking (bge-reranker-v2-m3) on the full union (~120-150 docs)-Gpt-4o-mini only for final answer generation and judging (everything else is open weights or classic)Repo: https://github.com/vac-architector/VAC-M
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This article originally appeared on Vogue Business. To receive the Vogue Business newsletter, sign up here. Silvia Venturini Fendi is stepping down as creative director of Fendi, taking on the role of ...
Every item on this page was chosen by an ELLE editor. We may earn commission on some of the items you choose to buy. The Scottish artist Hey Reilly uses his Instagram account, @hey_reilly, not for ...
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<b>As Mercedes-Benz Fashion Week celebrates two decades of Australian fashion one thing is missing: Indigenous models on the catwalk.</b>