Inside Elastic

Building effective database retrieval tools for context engineering

Best practices for writing database retrieval tools for context engineering. Learn how to design and evaluate agent tools for interacting with Elasticsearch data.

Building effective database retrieval tools for context engineering
Build task-aware agents with an expanded model catalog on Elastic Inference Service (EIS)

Build task-aware agents with an expanded model catalog on Elastic Inference Service (EIS)

Elastic Inference Service (EIS) expands its managed model catalog, enabling teams to build production-ready agents with flexible model choice across retrieval, generation, and reasoning, without managing GPUs or infrastructure.

Does MCP make search obsolete? Not even close

Does MCP make search obsolete? Not even close

Explore why search engines and indexed search remain the foundation for scalable, accurate, enterprise-grade AI, even in the age of MCP, federated search, and large context windows.

Adaptive early termination for HNSW in Elasticsearch

Adaptive early termination for HNSW in Elasticsearch

Introducing a new adaptive early termination strategy for HNSW in Elasticsearch.

Speed up vector ingestion using Base64-encoded strings

Speed up vector ingestion using Base64-encoded strings

Introducing Base64-encoded strings to speed up vector ingestion in Elasticsearch.

Building automation with Elastic Workflows

February 3, 2026

Building automation with Elastic Workflows

A practical introduction to workflow automation in Elastic. Learn what workflows look like, how they work, and how to build one.

Skip MLOps: Managed cloud inference for self-managed Elasticsearch with EIS via Cloud Connect

February 3, 2026

Skip MLOps: Managed cloud inference for self-managed Elasticsearch with EIS via Cloud Connect

Introducing Elastic Inference Service (EIS) via Cloud Connect, which provides a hybrid architecture for self-managed Elasticsearch users and removes MLOps and CPU hardware barriers for semantic search and RAG.

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.

Influencing BM25 ranking with multiplicative boosting in Elasticsearch

December 22, 2025

Influencing BM25 ranking with multiplicative boosting in Elasticsearch

Learn why additive boosting methods can destabilize BM25 rankings and how multiplicative scoring provides controlled, scalable ranking influence in Elasticsearch.

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