Blogs

Developer insights and practical how-to articles from our experts to inspire and empower your search experience

January 29, 2026

Building human-in-the-loop (HITL) AI agents with LangGraph and Elasticsearch

Learn what human-in-the-loop (HITL) is and how to build an HITL system with LangGraph and Elasticsearch for a flight system.

Building human-in-the-loop (HITL) AI agents with LangGraph and Elasticsearch
Apache Lucene 2025 wrap-up

January 28, 2026

Apache Lucene 2025 wrap-up

2025 was a stellar year for Apache Lucene; here are our highlights.

Using Discord and Elastic Agent Builder A2A to build a gaming community support bot

January 27, 2026

Using Discord and Elastic Agent Builder A2A to build a gaming community support bot

Learn how to connect Discord to Elastic Agent Builder's Agent-to-Agent (A2A) server to create a gaming community support bot.

All about those chunks, ’bout those chunks, and snippets!

January 26, 2026

All about those chunks, ’bout those chunks, and snippets!

Exploring chunking and snippet extraction for LLMs, highlighting enhancements for identifying the most relevant chunks and snippets to send to models such as rerankers and LLMs.

Improve search performance with `best_compression`

January 23, 2026

Improve search performance with `best_compression`

While `best_compression` is typically seen as a storage-saving feature for Elastic Observability and Elastic Security use cases, this blog demonstrates its effectiveness as a performance-tuning lever for search.

Agent Builder now GA: Ship context-driven agents in minutes

Agent Builder now GA: Ship context-driven agents in minutes

Agent Builder is now GA. Learn how it allows you to quickly develop context-driven AI agents.

Building voice agents with Elastic Agent Builder

January 22, 2026

Building voice agents with Elastic Agent Builder

Exploring how voice agents work and how to build one using Elastic Agent Builder and LiveKit.

Agent Builder, beyond the chatbox: Introducing Augmented Infrastructure

January 22, 2026

Agent Builder, beyond the chatbox: Introducing Augmented Infrastructure

Learn about Elastic Agent Builder with Augmented Infrastructure, an AI agent that enables augmented operations, augmented development, and augmented synthetics.

Monitoring LLM inference and Agent Builder with OpenRouter

January 21, 2026

Monitoring LLM inference and Agent Builder with OpenRouter

Learn how to monitor LLM usage, costs, and performance across Agent Builder and inference pipelines using OpenRouter's OpenTelemetry broadcast and Elastic APM.

Ready to build state of the art search experiences?

Sufficiently advanced search isn’t achieved with the efforts of one. Elasticsearch is powered by data scientists, ML ops, engineers, and many more who are just as passionate about search as you are. Let’s connect and work together to build the magical search experience that will get you the results you want.

Try it yourself