<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0"><channel><title><![CDATA[Search Labs]]></title><description><![CDATA[Articles and tutorials from the Search team at Elastic]]></description><link>http://localhost:3000/search-labs</link><image><url>http://localhost:3000/search-labs/favicon.svg</url><title>Search Labs</title><link>http://localhost:3000/search-labs</link></image><generator>Search Labs</generator><lastBuildDate>Tue, 02 Jun 2026 18:21:14 GMT</lastBuildDate><atom:link href="http://localhost:3000/search-labs/rss/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[© 2026. Elasticsearch B.V. All Rights Reserved]]></copyright><item><title><![CDATA[Elasticsearch reindex now relocates across nodes automatically: zero user intervention, no lost progress]]></title><description><![CDATA[Elasticsearch reindex now survives node shutdowns, uses Point in Time for more efficient source iteration, and ships with dedicated management APIs. Reindex-from-remote is GA in Serverless.]]></description><link>http://localhost:3000/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/elasticsearch-reindex-node-relocation-pit-serverless</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/396a07d2b788e588f2b62879e9526485d37dabca-1280x720.png" length="0" type="image/png"/></item><item><title><![CDATA[Elasticsearch DiskBBQ: 40% faster vector scoring with native SIMD Blocks]]></title><description><![CDATA[A deep dive into how DiskBBQ's block layout, doc ID compression modes and native SIMD kernels combine to deliver 40% improved vector scoring throughput for DiskBBQ in 9.4.]]></description><link>http://localhost:3000/search-labs/blog/vector-search-diskbbq-simd-block-scoring</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/vector-search-diskbbq-simd-block-scoring</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/61a63c1338cba43f6a33ccc0102233b6c8ad7321-1919x1464.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[Build a RAG agent with Elasticsearch and GitHub Copilot SDK]]></title><description><![CDATA[Wire Elasticsearch into the GitHub Copilot SDK as a RAG tool in five lines of C#, grounding your agent in your own logs, docs and data instead of model training data.]]></description><link>http://localhost:3000/search-labs/blog/rag-agent-elasticsearch-github-copilot-sdk</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/rag-agent-elasticsearch-github-copilot-sdk</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/009ab76dc8a3f2060f71af3965e531b6cac41411-720x420.png" length="0" type="image/png"/></item><item><title><![CDATA[Multilingual image search with Jina CLIP v2 and Elasticsearch]]></title><description><![CDATA[Build a multilingual image search system using Jina CLIP v2 and Elasticsearch. Query your image collection in 89 languages with no translation pipeline, and use Matryoshka Representations to cut index size by 75%]]></description><link>http://localhost:3000/search-labs/blog/image-search-multilingual-elasticsearch-jina-clip-v2</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/image-search-multilingual-elasticsearch-jina-clip-v2</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/269a4d468ec39377914be1c020d3221620268989-1536x1024.png" length="0" type="image/png"/></item><item><title><![CDATA[One API call per operation: how Elastic Cloud Hosted makes fleet-scale deployment management practical]]></title><description><![CDATA[Elastic Cloud Hosted adds five targeted APIs for upgrade, tier scaling, user settings, tags and snapshot repository linking, each replacing a multi-step deployment plan edit with a single focused call.]]></description><link>http://localhost:3000/search-labs/blog/elastic-cloud-hosted-deployment-api</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/elastic-cloud-hosted-deployment-api</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/08ea3fdac9f6f947403896ce3255a611eb5ea280-1999x1384.png" length="0" type="image/png"/></item><item><title><![CDATA[How we doubled vector search throughput on Elasticsearch Serverless]]></title><description><![CDATA[How we brought Elasticsearch's native SIMD scoring engine to serverless, and why serverless is where vector search innovation happens next.]]></description><link>http://localhost:3000/search-labs/blog/vector-search-serverless-simdvec-throughput</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/vector-search-serverless-simdvec-throughput</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/e7a1b50ef019d1b5a12d49c7457d63a026e1edd0-727x496.png" length="0" type="image/png"/></item><item><title><![CDATA[How Elasticsearch cuts time-series storage by 34% with synthetic _id and bloom filters]]></title><description><![CDATA[Learn how synthetic _id uses bloom filters to cut time-series storage by 34% while maintaining full API compatibility.]]></description><link>http://localhost:3000/search-labs/blog/elasticsearch-synthetic-id-time-series-storage</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/elasticsearch-synthetic-id-time-series-storage</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/a70c5403064d5bbceff66a17373332362227f13c-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[Cutting Elasticsearch DiskBBQ query quantization time by 5x]]></title><description><![CDATA[See how asymmetric quantization cuts DiskBBQ query quantization overhead from about 20% to 4% with little recall impact.]]></description><link>http://localhost:3000/search-labs/blog/diskbbq-asymmetric-query-quantization</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/diskbbq-asymmetric-query-quantization</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/265ce999fd38f21943d91e29c0bc49ab01f0196d-1999x1546.png" length="0" type="image/png"/></item><item><title><![CDATA[Kibana dashboards as code: GitOps, drift detection and Terraform for Kibana dashboards in Elastic 9.4]]></title><description><![CDATA[Elastic 9.4 ships a typed Dashboards API and a native Terraform resource that bring drift detection, PR-reviewable diffs and git-based rollback to Kibana dashboards for the first time.]]></description><link>http://localhost:3000/search-labs/blog/kibana-dashboards-as-code-terraform-api</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/kibana-dashboards-as-code-terraform-api</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/b75eb6be84f117b6786938654c5ffd0297b6fd48-2048x968.png" length="0" type="image/png"/></item><item><title><![CDATA[Cutting agent costs with pre-computed context]]></title><description><![CDATA[Pre-computing context as Knowledge Indicators reduces LLM agent token costs by up to 75% and improves answer accuracy from 60% to 92%. This post covers the extraction, retrieval and feedback loop that make it work, tested against the BrowseComp-Plus benchmark.]]></description><link>http://localhost:3000/search-labs/blog/pre-computed-context-llm-agent-costs</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/pre-computed-context-llm-agent-costs</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/a8808fe44ff08040e6e8329d86903a4dba31302a-2048x1501.png" length="0" type="image/png"/></item><item><title><![CDATA[AI Chat in Kibana now natively renders dashboards]]></title><description><![CDATA[The Elastic AI Chat in Kibana now builds dashboards from natural language, keeping your visuals and analysis in one thread and letting you save them as reusable Kibana objects.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[AI Chat in Kibana rendert jetzt nativ Dashboards]]></title><description><![CDATA[Der Elastic AI Chat in Kibana erstellt jetzt Dashboards aus natürlicher Sprache, wobei Ihre Visualisierungen und Analysen in einem Thread beibehalten werden und Sie diese als wiederverwendbare Kibana-Objekte speichern können.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[AI Chat en Kibana ahora renderiza los dashboards de forma nativa]]></title><description><![CDATA[Elastic AI Chat en Kibana ahora crea dashboards a partir de lenguaje natural, lo que te permite mantener tus gráficos y análisis en un solo hilo y guardarlos como objetos reutilizables de Kibana.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[AI Chat dans Kibana prend désormais en charge l'affichage natif des tableaux de bord]]></title><description><![CDATA[Elastic AI Chat dans Kibana permet désormais de créer des tableaux de bord à partir du langage naturel. Vos visualisations et analyses sont conservées dans un seul fil de discussion et vous pouvez les enregistrer en tant qu'objets Kibana réutilisables.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[KibanaのAI Chatがダッシュボードをネイティブにレンダリングするように]]></title><description><![CDATA[KibanaのElastic AI Chatでは、自然言語からダッシュボードを構築し、ビジュアルと分析を1つのスレッドに保持し、再利用可能なKibanaオブジェクトとして保存できるようになりました。]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[이제 Kibana의 AI Chat이 대시보드를 네이티브하게 렌더링합니다]]></title><description><![CDATA[이제 Kibana의 Elastic AI Chat은 자연어로 대시보드를 구축하여, 시각화와 분석을 하나의 대화 스레드에 유지하면서 이를 재사용 가능한 Kibana 객체로 저장할 수 있습니다.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[O AI Chat no Kibana agora renderiza dashboards de forma nativa]]></title><description><![CDATA[O Elastic AI Chat no Kibana agora cria dashboards a partir de linguagem natural, mantendo seus elementos visuais e análises em um único fluxo e permitindo que você os salve como objetos reutilizáveis do Kibana.]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[Kibana 中的 AI Chat 现已原生支持呈现仪表板]]></title><description><![CDATA[Kibana 中的 Elastic AI Chat 现在可根据自然语言构建仪表板，将可视化内容和分析保留在同一对话线程中，并支持将其保存为可重复使用的 Kibana 对象。]]></description><link>http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/ai-dashboard-generation-elastic-agent-kibana</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/f3c7ce5e05cabea693363616e62f5e30e0be2cd5-720x420.jpg" length="0" type="image/jpeg"/></item><item><title><![CDATA[Describe it, don't draw it: AI-native Kibana dashboards via MCP and ES|QL]]></title><description><![CDATA[From prompt to dashboard. Learn how to build Kibana dashboards with natural language, using example-mcp-dashbuilder: an open source MCP application that writes ES|QL queries, creates interactive charts and exports fully functional dashboards directly to Kibana.]]></description><link>http://localhost:3000/search-labs/blog/kibana-dashboard-builder-mcp-esql</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/kibana-dashboard-builder-mcp-esql</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/0d38385fd64c1445b2e955ba20532570f7f38679-1280x720.png" length="0" type="image/png"/></item><item><title><![CDATA[Beschreiben statt zeichnen: KI-native Kibana-Dashboards über MCP und ES|QL]]></title><description><![CDATA[Vom Prompt zum Dashboard. Erfahren Sie, wie Sie Kibana-Dashboards in natürlicher Sprache mit example-mcp-dashbuilder erstellen: eine Open-Source-MCP-Anwendung, die ES|QL-Abfragen schreibt, interaktive Diagramme erstellt und voll funktionsfähige Dashboards direkt in Kibana exportiert.]]></description><link>http://localhost:3000/search-labs/blog/kibana-dashboard-builder-mcp-esql</link><guid isPermaLink="true">http://localhost:3000/search-labs/blog/kibana-dashboard-builder-mcp-esql</guid><enclosure url="https://cdn.sanity.io/images/me0ej585/search-labs-import-testing/0d38385fd64c1445b2e955ba20532570f7f38679-1280x720.png" length="0" type="image/png"/></item></channel></rss>