Category: Artificial Intelligence (AI)
Build Performant RAG Applications Using Couchbase Vector Search and Amazon Bedrock
Generative AI (GenAI) has the potential to automate work activities that currently occupy 60 to 70 percent of employees’ time, leading to substantial productivity gains across various industries. However, a General Purpose (GP) LLM’s knowledge is confined to its training...
Natural Language Programming: Applications and Benefits
What is Natural Language Programming? Natural language programming (NLP) is a form of programming where the instructions are written in human language, typically English. This approach makes writing code more intuitive and accessible to non-programmers because code is written in...
A Step-by-Step Guide to Preparing Data for Retrieval-Augmented Generation (RAG)
In today’s data-driven world, the ability to efficiently gather and prepare data is crucial for the success of any application. Whether you’re developing a chatbot, a recommendation system, or any AI-driven solution, the quality and structure of your data can...
Build Faster and Cheaper LLM Apps With Couchbase and LangChain
New Standard, Semantic and Conversational Cache With LangChain Integration In the rapidly evolving landscape of AI application development, integrating large language models (LLMs) with enterprise data sources has become a critical focus. The ability to harness the power of LLMs...
Edge AI and the Role of the Database
What is Edge AI? Edge AI refers to leveraging artificial intelligence in applications that run at the edge, such as mobile, IoT, and custom embedded applications like interactive kiosks. The concept combines AI processing with edge computing, a technical architecture...
Unlock Hyper-personalization With AI-Driven Adaptive Apps
Since long before the pandemic, “digital-first” has been the direction of travel for ambitious organizations. But closing the gap with big-pocketed U.S. giants like Amazon and Netflix can seem like an impossible task. So how can businesses compete? The answer...
Couchbase Study: Financial Services Organizations Ramp Up for GenAI Despite Infrastructure Concerns
The financial services sector is poised for a major transformation with generative AI (GenAI). When it comes to managing finances, today’s consumers and businesses expect fast, convenient, and personalized services at their fingertips. But while AI promises to revolutionize the...
Get Started With Couchbase Vector Search In 5 Minutes
What is a Vector A Vector is an object that represents a real-world item as an array of floating numbers. Each item in the real world is represented in Vector format(as an array) and has many dimensions (attributes) associated with...
Accelerate Couchbase-Powered RAG AI Application With NVIDIA NIM/NeMo and LangChain
Today, we’re excited to announce our new integration with NVIDIA NIM/NeMo. In this blog post, we present a solution concept of an interactive chatbot based on a Retrieval Augmented Generation (RAG) architecture with Couchbase Capella as a Vector database. The retrieval...
Artificial Intelligence in Retail Banking and the Financial Services Industry
The overwhelming narrative recently has been everything surrounding artificial intelligence (AI) and machine learning (ML). What do these technologies mean for society as a whole, and how will they be incorporated into daily life? Large language models (LLMs) are a...
Enhancing GenAI for Privacy and Performance: The Future of Personalized AI with Edge Vector Databases
The evolution of Generative AI (GenAI) is marked by a significant transition from model development to application development. As these AI models mature, the focus shifts to integrating them into real-world applications, bringing about new challenges. Application developers and infrastructure...
Develop Performant RAG Apps With Couchbase and Vectorize
For technology leaders and developers, the process of integrating rich, proprietary data into generative AI applications is often filled with challenges. Vector similarity search and retrieval augmented generation are powerful tools to help with this, but one mistake extracting, chunking,...