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Hajer Bouafif

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Personalize Search Results with OpenSearch Agentic MemoryBerlin Buzzwords 20262026-06-07
Claims a working pipeline that personalizes identical queries by having lightweight agents read and write OpenSearch agentic memory (released in 3.3) and…
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ChatOps Using OpenSearch MCP ServerOpenSearchCon Japan 20252025-12-11
Demo of opensearch-mcp-server-py connects OpenSearch clusters to AI CLIs like Kiro CLI and runs concrete ops checks: cluster health, cat allocations, index…
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Query Understanding With Large Language Models: Techniques and...OpenSearchCon North America 20252025-09-08
Shows an OpenSearch pipeline that uses LLMs (via Strands agents and Amazon Bedrock in the demo) to do query expansion and filter extraction, turning “black…
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Rediscover your keyword search: Expand, Enrich and RewriteBerlin Buzzwords 20242024-06-09
Shows practical steps to get semantic ranking without full vector search by adding three concrete pieces: neural sparse (SPLADE/OpenSearch) expansion to…
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Choosing the Vector Database for Your GenAI ApplicationAWS Summit Paris 20242024-04-03
Compare AWS database services for building GenAI applications that use domain-specific data, covering PostgreSQL with pgvector (using HNSW indexing)…
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