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TACHIOM, a multivector retrieval system with token-aware clustering and hierarchical indexing, has been integrated into the PyLate ecosystem. It achieves up to 247x faster clustering and 9.8x retrieval speedup over state-of-the-art systems while maintaining comparable effectiveness.
MemForest proposes a memory framework for long-context LLM agents that improves scalability and reduces latency through parallel chunk extraction and hierarchical temporal indexing, achieving 6x higher throughput on benchmarks.