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Jon Handler

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Search CompleteOpenSearchCon China 20262026-03-17
Practical pipeline from raw data to hybrid search using the Amazon Product Q&A dataset: load JSON into an OpenSearch index via the bulk API, create chunks and…
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From Semantic Search to AI Agents: Quick Start on Production-Ready ML Appl...OpenSearchCon China 20262026-03-17
opensearch-ml-quickstart provides end-to-end automation for connector creation, model registration, ingest pipelines and search pipelines, turning weeks of…
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Capacity Planning, and Scaling/Optimization for Vector WorkloadsOpenSearchCon North America 20252025-09-08
Capacity planning example targets 125 million products with ~2 KB metadata and 1536‑dim vectors. Exact storage hits ~3 TB for vectors (≈7 TB with replicas) and…
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OpenSearch Flow and Agent Frameworks: Easy AIOpenSearchCon North America 20252025-09-08
OpenSearch 2.13 adds a flow framework and 3.0 ships workflow templates plus an agent framework that runs tool chains; the demo uses the neural plugin (ingest…
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Natural Language Search-Lexical and SemanticOpenSearchCon Europe 20242024-05-06
Covers how OpenSearch moves from term matching to meaning by combining BM25 scoring with sparse vs dense embeddings, LLM-generated vectors and neural + kNN…
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Multi-tenancy for all workloadsOpenSearchCon Europe 20242024-05-06
Every OpenSearch cluster is effectively multi-tenant and the recommended approach is a pragmatic siloed pooled hybrid mix: pool small tenants into single…
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