1TB 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 OpenSearch 3.x r…
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Stop Making Your Database Pretend It Can Search
Databases are optimized for durable storage: transactions, constraints, consistency, recovery. Amazon OpenSearch Service is optimized for a differen…
"Most 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 gotten their AWS bill. They had built a beautiful RAG application: semantic search, conve…
I tested the new OpenSearch Agent Toolkit skill. Here's what it actually does.
AWS announced the amazon-opensearch-service skill for the Agent Toolkit for AWS on July 15, 2026. The marketing says it lets AI coding agents "build…
OpenSearch Serverless NextGen, uv audit, and Why Schema Constraints Break Small Models
This week's tooling moves cluster around a common theme: eliminating the overhead tax on developer workflows. AWS cut idle costs for search, uv fold…
OpenSearch isn't trying to be a better Elasticsearch anymore
If you inherited an OpenSearch deployment and you're now being asked to run agents on it, Q1 2026 has been unusually good news. OpenSearch 3.5 (Febr…