Supercharge Your Search With GenAI – DZone

In specialized fields like law, medicine, or even fashion, search engines are critical tools that professionals use to find accurate, relevant information quickly. However, traditional search engines often struggle to interpret complex, domain-specific queries. That’s where Generative AI (GenAI) can...

October 3, 2024

Real-Time GenAI With RAG Using Apache Kafka, Flink – DZone

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Real-Time GenAI With RAG Using Apache Kafka, Flink – DZone

How do you prevent hallucinations from large language models (LLMs) in GenAI applications? LLMs need real-time, contextualized, and trustworthy data to generate the most reliable outputs. This blog post explains how RAG and a data streaming platform with Apache Kafka...

September 11, 2024

Protecting Systems in the Age of Generative AI – DZone

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Protecting Systems in the Age of Generative AI – DZone

The rapid adoption of Generative AI (GenAI) and Large Language Models (LLMs) is transforming industries at an unprecedented pace. Nearly 90% of organizations are actively implementing or exploring LLM use cases, eager to harness the power of these revolutionary technologies....

September 5, 2024

GenAI Architecture: DSFT, RAG, RAFT, and GraphRAG – DZone

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GenAI Architecture: DSFT, RAG, RAFT, and GraphRAG – DZone

A best-designed Enterprise Architecture is the backbone for any organization’s IT systems, which support the foundational building blocks to achieve the organization’s business objective. The architecture consists of best practices, clearly outlined strategies, common frameworks, and guidelines for the engineering...

August 24, 2024

Use Mistral AI To Build Generative AI Apps With Go – DZone

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Use Mistral AI To Build Generative AI Apps With Go – DZone

Mistral AI offers models with varying characteristics across performance, cost, and more: Mistral 7B: The first dense model released by Mistral AI, perfect for experimentation, customization, and quick iteration Mixtral 8x7B: A sparse mixture of experts model Mistral Large: Ideal for complex...

August 9, 2024

Guardrails for Safeguarding Generative AI Apps – DZone

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Guardrails for Safeguarding Generative AI Apps – DZone

Guardrails for Amazon Bedrock enables you to implement safeguards for your generative AI applications based on your use cases and responsible AI policies. You can create multiple guardrails tailored to different use cases and apply them across multiple foundation models...

July 25, 2024

Build an Advanced RAG App: Query Rewriting – DZone

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Build an Advanced RAG App: Query Rewriting – DZone

In the last article, I established the basic architecture for a basic RAG app. In case you missed that, I recommend that you first read that article. That will set the base from which we can improve our RAG system....

July 6, 2024

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Speed up App Development – DZone

In this blog, we will use the AWS Generative AI Constructs Library to deploy a complete RAG application composed of the following components: Knowledge Bases for Amazon Bedrock: This is the foundation for the RAG solution. OpenSearch Serverless collection: It supports...

July 1, 2024

Spring AI: How To Write GenAI Apps With Java – DZone

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Spring AI: How To Write GenAI Apps With Java – DZone

Generative AI (GenAI) is currently a hot topic in the tech world. It’s a subset of artificial intelligence that focuses on creating new content, such as text, images, or music. One popular type of GenAI component is the Large Language...

June 28, 2024

Shingling for Similarity and Plagiarism Detection – DZone

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Shingling for Similarity and Plagiarism Detection – DZone

In the digital age, where information is readily available and easily accessible, there is a need for techniques that can detect plagiarism (intentional or unintentional) from content duplication to enhancing natural language processing capabilities. What sets shingling’s capabilities apart is...

June 26, 2024