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class="entry-header archive-header"> <h1 class="entry-title">Category: <span>Best Practices and Tutorials</span></h1> </div> <div id="post-wrapper"> <div class="grid-wrapper"> <div id="post-16591" class="grid-thumb post post-16591 type-post status-publish format-standard has-post-thumbnail hentry category-application-design category-best-practices-and-tutorials category-generative-ai-genai category-solutions category-vector-search tag-agentic-apps tag-ai tag-artificial-intelligence tag-genai"> <a class="featured-image" href="https://www.couchbase.com/blog/agentic-ai/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/11/blog-agentic-ai2-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="Everything You Need to Know About Agentic AI" decoding="async" fetchpriority="high" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/application-design/">Application Design</a><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/generative-ai-genai/">Generative AI (GenAI)</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/agentic-ai/" rel="bookmark">Everything You Need to Know About Agentic AI</a></h3> <p>What is Agentic AI? Agentic AI refers to artificial intelligence agents that work autonomously in real-world and virtual settings. Unlike traditional AI assistants that only respond to human prompts, these systems utilize advanced AI techniques to make decisions, take actions,...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/jmorris/">Jeff Morris, VP Product Marketing</a> <span class="date">November 22, 2024</span> </div> </div> </div> <div id="post-16568" class="grid-thumb post post-16568 type-post status-publish format-standard has-post-thumbnail hentry category-best-practices-and-tutorials category-generative-ai-genai category-vector-search tag-ai tag-artificial-intelligence tag-cbshell tag-couchbase-shell tag-nushell"> <a class="featured-image" href="https://www.couchbase.com/blog/pdf-rag-demo-couchbase-shell/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/11/blog-pdf-chat-couchbase-shell-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell" decoding="async" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/generative-ai-genai/">Generative AI (GenAI)</a><a href="https://www.couchbase.com/blog/category/search/vector-search/">Vector Search</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/pdf-rag-demo-couchbase-shell/" rel="bookmark">PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell</a></h3> <p>Previously, we showed how to use Couchbase RAG capabilities through a Python app that allows the user to ‘chat’ with their PDF or with X. It’s simple to build, but can we build it simpler? I have been playing a...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/laurent-doguin/">Laurent Doguin, Developer Advocate, Couchbase</a> <span class="date">November 15, 2024</span> </div> </div> </div> <div id="post-16537" class="grid-thumb post post-16537 type-post status-publish format-standard has-post-thumbnail hentry category-analytics category-best-practices-and-tutorials category-couchbase-architecture category-cloud category-couchbase-sdk category-java category-node-js category-python tag-asynchronous tag-capella-columnar"> <a class="featured-image" href="https://www.couchbase.com/blog/introducing-capella-columnar-sdks-for-real-time-analytics/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/11/blog-columnar-sdk-hero-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="Introducing Capella Columnar SDKs: Powering Modern Data Analytics" decoding="async" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/analytics/">Analytics</a><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/couchbase-architecture/">Couchbase Architecture</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/introducing-capella-columnar-sdks-for-real-time-analytics/" rel="bookmark">Introducing Capella Columnar SDKs: Powering Modern Data Analytics</a></h3> <p>Couchbase continues to lead the way in enabling high-performance data analytics with the introduction of SDKs for Capella Columnar, its cutting-edge analytical database, designed for real-time JSON analytics with zero ETL and options for operational write-back. For developers who need...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/tylermitchell/">Tyler Mitchell - Senior Product Marketing Manager</a> <span class="date">November 4, 2024</span> </div> </div> </div> <div id="post-16534" class="grid-thumb post post-16534 type-post status-publish format-standard has-post-thumbnail hentry category-best-practices-and-tutorials category-generative-ai-genai category-vector-search tag-ai tag-artificial-intelligence tag-customer-experience tag-fintech tag-media tag-retail tag-travel tag-ux"> <a class="featured-image" href="https://www.couchbase.com/blog/ai-personalization/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-ai-personalization-business-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="How AI Personalization is Improving CX and Business Performance" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/generative-ai-genai/">Generative AI (GenAI)</a><a href="https://www.couchbase.com/blog/category/search/vector-search/">Vector Search</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/ai-personalization/" rel="bookmark">How AI Personalization is Improving CX and Business Performance</a></h3> <p>AI personalization has transformed customer experience (CX) by delivering tailored interactions that meet specific needs in real time. It鈥檚 been applied across various fields, including finance, e-commerce, healthcare, and entertainment. From product recommendations to predictive customer service, businesses are leveraging...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/timothy-rottach/">Tim Rottach, Director of Product Line Marketing</a> <span class="date">October 31, 2024</span> </div> </div> </div> <div id="post-16496" class="grid-thumb post post-16496 type-post status-publish format-standard has-post-thumbnail hentry category-application-design category-best-practices-and-tutorials category-cloud category-couchbase-mobile category-edge-computing category-sync-gateway tag-capella-app-services tag-cloud-to-edge-sync tag-mongodb-atlas tag-realm"> <a class="featured-image" href="https://www.couchbase.com/blog/migrate-mongodb-atlas-to-couchbase/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-realm-migration-guide-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="How to Migrate MongoDB Device Sync (Realm) Apps to Couchbase Capella App Services" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/application-design/">Application Design</a><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/cloud/">Couchbase Capella</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/migrate-mongodb-atlas-to-couchbase/" rel="bookmark">How to Migrate MongoDB Device Sync (Realm) Apps to Couchbase Capella App Services</a></h3> <p>The developer community has expressed significant concern following MongoDB Atlas鈥檚 deprecation announcement of their edge and mobile capabilities. In an earlier post, we explored why Couchbase Mobile is a strong alternative for supporting your offline-first data sync requirements. In this...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/priya-rajagopalcouchbase-com/">Priya Rajagopal, Senior Director, Product Management</a> <span class="date">October 25, 2024</span> </div> </div> </div> <div id="post-16493" class="grid-thumb post post-16493 type-post status-publish format-standard has-post-thumbnail hentry category-application-design category-best-practices-and-tutorials category-generative-ai-genai category-python category-vector-search tag-data-science tag-embeddings tag-machine-learning tag-rag-retrieval-augmented-generation tag-vector-search"> <a class="featured-image" href="https://www.couchbase.com/blog/prepare-datasets-fine-tuning-ml-models/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-data-prep-for-ml-models-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="Preparing Datasets for Fine-Tuning ML Models: A Comprehensive Guide" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/application-design/">Application Design</a><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/generative-ai-genai/">Generative AI (GenAI)</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/prepare-datasets-fine-tuning-ml-models/" rel="bookmark">Preparing Datasets for Fine-Tuning ML Models: A Comprehensive Guide</a></h3> <p>Fine-tuning machine learning models starts with having well-prepared datasets. This guide will walk you through how to create these datasets, from gathering data to making instruction files. By the end, you’ll be equipped with practical knowledge and tools to prepare...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/sanjivanipatra/">Sanjivani Patra - Software Engineer</a> <span class="date">October 24, 2024</span> </div> </div> </div> <div id="post-16480" class="grid-thumb post post-16480 type-post status-publish format-standard has-post-thumbnail hentry category-best-practices-and-tutorials category-cloud category-generative-ai-genai category-ruby category-solutions category-vector-search tag-ai tag-artificial-intelligence tag-customer-service tag-genai tag-openai tag-vonage tag-whatsapp"> <a class="featured-image" href="https://www.couchbase.com/blog/part2-ai-in-action-enhancing-and-not-replacing-jobs/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-vonage-openai-part2-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="Part 2 – AI in Action: Enhancing and Not Replacing Jobs" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/cloud/">Couchbase Capella</a><a href="https://www.couchbase.com/blog/category/generative-ai-genai/">Generative AI (GenAI)</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/part2-ai-in-action-enhancing-and-not-replacing-jobs/" rel="bookmark">Part 2 – AI in Action: Enhancing and Not Replacing Jobs</a></h3> <p>Welcome back to the second part of our two-part series on building an interactive customer service support application that empowers support agents with the help of AI. The goal is to enhance their important work by leveraging previously resolved answers...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/bengreenberg/">Ben Greenberg, Senior Developer Evangelist</a> <span class="date">October 22, 2024</span> </div> </div> </div> <div id="post-16455" class="grid-thumb post post-16455 type-post status-publish format-standard has-post-thumbnail hentry category-best-practices-and-tutorials category-couchbase-sdk tag-application-development tag-cloud-database tag-cloud-development tag-github-codespaces tag-gitpod"> <a class="featured-image" href="https://www.couchbase.com/blog/cloud-development/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-cloud-development-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="An Overview of Cloud Development" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/couchbase-sdk/">Couchbase SDK</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/cloud-development/" rel="bookmark">An Overview of Cloud Development</a></h3> <p>Cloud computing has revolutionized the way businesses develop and deploy applications. In addition to saving time and money, it ensures that developers don鈥檛 have to rely solely on coding on their local machine and hope for the best when everything...</p> </div> <div class="grid-date"> <a href="https://www.couchbase.com/blog/author/tylermitchell/">Tyler Mitchell - Senior Product Marketing Manager</a> <span class="date">October 17, 2024</span> </div> </div> </div> <div id="post-16437" class="grid-thumb post post-16437 type-post status-publish format-standard has-post-thumbnail hentry category-application-design category-best-practices-and-tutorials category-couchbase-architecture category-cloud category-couchbase-global-secondary-index category-couchbase-server category-search category-vector-search tag-ai tag-artificial-intelligence tag-genai tag-indexing tag-storage tag-vector-search"> <a class="featured-image" href="https://www.couchbase.com/blog/couchbase-xattrs-vector-search/" rel="bookmark"><img width="800" height="280" src="https://www.couchbase.com/blog/wp-content/uploads/sites/1/2024/10/blog-xattrs-vector-search-800x280.png" class="attachment-paperback-nav-thumb size-paperback-nav-thumb wp-post-image" alt="Enhancing Performance Using XATTRs for Vector Storage and Search" decoding="async" loading="lazy" /></a>  <div class="grid-text"> <div class="grid-text-wrapper"> <div class=" grid-cats"><a href="https://www.couchbase.com/blog/category/application-design/">Application Design</a><a href="https://www.couchbase.com/blog/category/best-practices-and-tutorials/">Best Practices and Tutorials</a><a href="https://www.couchbase.com/blog/category/couchbase-architecture/">Couchbase Architecture</a></div> <h3 class="entry-title"><a href="https://www.couchbase.com/blog/couchbase-xattrs-vector-search/" rel="bookmark">Enhancing Performance Using XATTRs for Vector Storage and Search</a></h3> <p>With the introduction of vector search, users can now store large vector arrays鈥攐ften made up of seemingly arbitrary numbers鈥攚ithin their documents. 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