Jon Handler·Aug 17Read Your AI Agent’s Mind. OpenSearch Observability for LLM Traces.You shipped your AI agent. It answers questions, calls tools, retrieves documents, and mostly does the right thing. Mostly. When it does…
Jon Handler·Aug 141TB Migrated in 33 Minutes. The Agent Didn’t Even Need Coffee.In a recent demo, our team migrated one terabyte of production data from Elasticsearch 7.10 running on Amazon OpenSearch Service to…
Jon Handler·Aug 11Forget Total Recall. Give Your AI Agent Selective Memory with OpenSearch.Imagine handing an LLM the full text of Anna Karenina and asking what Levin thinks about farming. The model has the information somewhere…
Jon Handler·Aug 6Stop Making Your Database Pretend It Can SearchDatabases are optimized for durable storage: transactions, constraints, consistency, recovery. Amazon OpenSearch Service is optimized for a…
Jon Handler·Aug 4Your Search Backend Speaks MCP NowEvery MCP-compatible agent in the world needs the same three things from a search backend: discover what data is available, run queries…
Jon Handler·Aug 1Most Of Your Vectors Are Steerage. Why Are They In First Class?I was on a call last month with a startup CTO who had just opened their AWS bill. They had built a solid RAG application with about 50…
Jon Handler·Jul 27Fix Your Search, Fix Your RAG OutputI watched a customer demo their new RAG application last month. They had spent three months building it. The interface was beautiful. The…
Jon Handler·Jul 23The Million-Tenant Problem: Why Your OpenSearch Service Architecture Breaks at ScaleAlmost every search application is multi-tenant, whether or not anyone called it that. A store has product categories. A SaaS product has…
Jon Handler·Jul 21Your Search Engine Has Been Doing The Heavy Lifting (And You Never Noticed)You type a query into a box. Three milliseconds later the thing you wanted is sitting at the top of the results, and it feels like the…
