Category: Best Practices and Tutorials
AI Agents & the Coming Tidal Wave of Observability Data
As artificial intelligence continues to permeate various sectors, companies are increasingly looking at how they can develop, deploy, and scale AI agents to automate tasks, enhance user experiences, and drive innovation. These AI agents, powered by advanced language models and...
What is an AI Agent? An Explainer
Ever wish you had a digital helper who could handle repetitive tasks, help brainstorm, or even answer questions for you? Enter AI agents: these clever, goal-driven programs are designed to work alongside us, tackling everything from generating content to managing...
Everything You Need to Know About Agentic AI
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,...
PDF RAG Demo: Building Simplified AI Workflows with Couchbase Shell
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...
Introducing Capella Columnar SDKs: Powering Modern Data Analytics
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...
How AI Personalization is Improving CX and Business Performance
AI personalization has transformed customer experience (CX) by delivering tailored interactions that meet specific needs in real time. It’s been applied across various fields, including finance, e-commerce, healthcare, and entertainment. From product recommendations to predictive customer service, businesses are leveraging...
How to Migrate MongoDB Device Sync (Realm) Apps to Couchbase Capella App Services
The developer community has expressed significant concern following MongoDB Atlas’s 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...
Preparing Datasets for Fine-Tuning ML Models: A Comprehensive Guide
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...
Part 2 – AI in Action: Enhancing and Not Replacing Jobs
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...
An Overview of Cloud Development
Cloud computing has revolutionized the way businesses develop and deploy applications. In addition to saving time and money, it ensures that developers don’t have to rely solely on coding on their local machine and hope for the best when everything...
Enhancing Performance Using XATTRs for Vector Storage and Search
With the introduction of vector search, users can now store large vector arrays—often made up of seemingly arbitrary numbers—within their documents. Since this data isn’t required for most standard queries, users can now leverage extended attributes (XATTRs), which are part...
AI in Action: Enhancing and Not Replacing Jobs
Part 1 – Building with Vonage and Couchbase to transform communication and data Let’s imagine a paradigm shift in the way we perceive the role of AI in the workplace. Instead of AI replacing roles, what if it comes to...