Model Context Protocol (MCP) is the universal adapter for AI-data integration. Learn how MCP eliminates N×M integration complexity, connects AI to PostgreSQL, GitHub, Slack, and more with zero custom code, and why it's becoming the standard for production AI systems. Continue Reading...
Vector databases are the unsung heroes of modern AI applications. They make it possible for large language models (LLMs) to search, compare, and retrieve relevant pieces of information quickly even when you don’t phrase your query exactly the same way as the stored data.Let's explore how does AI systems actually find relevant documents so fast? Continue Reading...
RAG isn't always the answer. Sometimes you need CAG. Sometimes you need KAG. And most of the time, actually you need a combination of all three. In this post, we'll break down when to use each approach, why they exist, and how to choose the right strategy for your specific use case. No buzzwords, no hand-waving. Just practical guidance you can use today. Continue Reading...
RAG is a technique that gives an LLM access to external knowledge. Think of it like this: an LLM without RAG is a brilliant student who only knows what they learned in class. RAG gives that student a vast, searchable library to reference. When you ask a question, the student first quickly looks up the relevant books and notes, then uses that newfound information to formulate a precise answer. Continue Reading...
The AEM Recommendation generator is a content based recommendation engine which reads the metadata from pages and finds the similar pages to generate the recommendations, this tool leverages Apache Commons Math 3 library which is a lightweight library for performing statistical & mathematical calculations for generating the content based recommendations. Continue Reading...
Sling Pipes is a toolset for performing extract, load & transform operations on JCR content. It makes updating or migrating content within an AEM application really easy Continue Reading...
Circuit breaker is a design pattern used for making fault tolerant software applications. It is used to detect and prevents failures from taking down other services in a micro-service architecture & helps prevent whole system from coming down Continue Reading...
Unit tests are used to test individual code components (Units) of a software & ensure that code works the way it was intended, in ISOLATION Continue Reading...
Sling models are POJO classes in which properties of the adaptable interfaces/classes can be injects and hence reducing the boilerplate code Continue Reading...
Interactive websites are the ones which provides a number of different features to make interactive experience for users. One of the most important qualities of a website is interactivity. It allows users to interact with the website. Continue Reading...
AEM provides a quick and easy way to find & use content while editing a page via Content Finder. Content Finder is a way to search different types of assets stored in AEM and make them available for drag N drop on the pages. Continue Reading...
One of the most important feature of AEM 6.0 is introduction of "Apache Jackrabbit Oak" with this new version of AEM. Jackrabbit oak is an effort to enhance the scalability and performance of the backend of the AEM content reporsitory. Continue Reading...
