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Jeff Vestal

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The RAG Really Ties the App TogetherGOTO Chicago 20242024-10-21
Explains building a RAG chat app using Elasticsearch and Elastic Playground, deploying an inference API endpoint for embeddings and Azure OpenAI for…
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Sewing up success even when RAGs unravelMicrosoft Build 20242024-05-21
Live demo shows an Elastic Observability pipeline that collects logs, traces and APM, runs ESQL queries to surface grounded evidence, and sends that context to…
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Blow past benchmarks using vector search and RAG with ElasticsearchMicrosoft Build 20242024-05-21
Shows a production RAG pipeline built on Elasticsearch with on‑stack embedding support (PyTorch transformers or elastic learned sparse encoder deployable with…
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Vector Search Isn’t EnoughMicrosoft Build 20232023-05-23
Argues that pure vector search misses accuracy and control, and demonstrates a hybrid stack combining Elasticsearch (BM25 + kNN) with Azure OpenAI for…
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