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Data Party THU
Data Party THU
May 17, 2026 · Artificial Intelligence

Personalizing AI Agents: Memory, Rolling Context, and Advanced Retrieval Techniques

The article explains how AI agents use memory to retain conversation context, why sending the full history to large language models is inefficient, and presents rolling context windows, inverted‑index pruning, semantic embedding retrieval, and GraphRAG as complementary strategies to build more accurate and personalized agents.

AI memoryGraphRAGLLM optimization
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Personalizing AI Agents: Memory, Rolling Context, and Advanced Retrieval Techniques