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Instaclustr Blog
Category: AI

MCP Gateway tutorial: Connect an AI Agent to Apache Kafka and HTTP server backends

Overview: What is an MCP Gateway and why do we need it? Early LLMs could only reason over what they were trained&hellip...

NetApp Instaclustr for MCP Gateway Is Here: Smarter AI Data Access Starts Now

AI systems are only as good as the data they can access. But for most organizations, getting AI applications to reliably connect&...

Kafka® Streams error handling, Part 2: How to catch and fix bad records with KIP-1034 and ...

This “Apache Kafka Streams news processing application with KIP-1034” blog series is split into two parts. Part 1 focused on the ...

How to build an Apache Kafka® Streams application with KIP-1034 Dead Letter Queues and LLM...

Introduction In this two-part Kafka Streams tutorial, we build a Kafka Streams application that processes streaming news data in ...

Optimizing AI Search in OpenSearch: A practical guide

Classic lexical search matches tokens: if the user does not use the same words as the document, relevance suffers. Semantic search...

Understanding OpenSearch® vector field type—Part 2: sparse_vector

Overview: Beyond semantic search In part 1, we explored how knn_vector field type enables semantic search by retrieving results ...

Apache Kafka® 4.1.0: Advancing Queues and rack-aware rebalancing returns

What is new in the latest Kafka release? In my previous blog, I introduced the new Streams Rebalance Protocol. Now, I'm diving&...

Understanding OpenSearch® knn_vector: A Developer's Guide to Semantic Search

What Is knn_vector in OpenSearch? knn_vector is OpenSearch's dedicated field type for storing dense vector embeddings and ...

AI Search for OpenSearch is now generally available on the NetApp Instaclustr Managed ...

Today, NetApp announces the general availability of AI Search for OpenSearch on the Instaclustr Managed Platform, giving you a ...