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How to Scale RAG and Build More Accurate LLMs

Jun 27, 2024 By Andrew Sellers In Confluent
This article was originally published on The New Stack on June 10, 2024. Retrieval augmented generation (RAG) has emerged as a leading pattern to combat hallucinations and other inaccuracies that affect large language model content generation. However, RAG needs the right data architecture around it to scale effectively and efficiently.
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Unlocking the Edge: Data Streaming Goes Where You Go with Confluent

Jun 27, 2024 By Online Talk - End-to-End Integration from IoT edge to Confluent Cloud In Confluent
While cloud computing adoption continues to accelerate due to its tremendous value, it has also become clear that edge computing is better suited for a variety of use cases. Organizations are realizing the benefits of processing data closer to its source, leading to reduced latency, security and compliance benefits, and more efficient bandwidth utilization as well as supporting scenarios where networking has challenging constraints.
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Running Apache Kafka at the Edge Requires Confluent's Enterprise-Grade Data Streaming Platform

Jun 27, 2024 By Greg Murphy In Confluent
Modern edge computing is transforming industries including manufacturing, healthcare, transportation, defense, retail, energy, and much more—pushing data management to far-reaching data sources to enable connected, low latency operations and enhanced decision making. These new use cases shift workloads to the left—requiring real-time data streaming and processing at the edge, right where the data is generated.
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Amazon OpenSearch Ingestion Adds Support for Confluent Cloud as Source

Jun 26, 2024 By this link In Confluent
Until recently, customers didn't have an easy way to send data from Confluent’s data streaming platform to Amazon OpenSearch. They had to either write custom code using AWS Lambda as an intermediary, refactor the HTTP Sink connector, or self-manage an old Elasticsearch connector version. Earlier this year, we announced the fully managed OpenSearch Sink connector, providing a seamless way to sink data from Confluent to Amazon OpenSearch.
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Confluent Is Named Microsoft's 2024 OSS on Azure Global Partner of the Year

Jun 26, 2024 By Confluent Migration Accelerator In Confluent
Confluent is thrilled to be named Microsoft’s 2024 OSS on Azure Global Partner of the Year. As a three-time Partner of the Year award winner, this recognition reflects our commitment to delivering outstanding open source-based applications and infrastructure solutions on Microsoft Azure.
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Microservice Pitfalls: Solving the Dual-Write Problem | Designing Event-Driven Microservices

Jun 25, 2024 By Confluent In Confluent
When building a distributed system, developers are often faced with something known as the dual-write problem. It occurs whenever the system needs to perform individual writes to separate systems that can't be transactionally linked. This situation creates the potential for data loss if the developer isn't careful. However, techniques such as the Transactional Outbox Pattern and Event Sourcing can be used to guard against the potential for data loss while also providing added resilience to the system.
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Enhanced Cybersecurity with Real-Time Log Aggregation and Analysis

Jun 25, 2024 By Kora engine In Confluent
In today’s hyper-connected world, systems are more intertwined and complex than ever. Myriad data sources including applications, databases, network and IoT devices continuously generate vast amounts of data, capturing every event and interaction. Imagine harnessing this data–login logs, firewall logs, IPS logs, web logins–aggregating it, and analyzing it to create a holistic view of your entire infrastructure.
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Tabs or spaces? Merge vs. rebase? Let's settle it with confluent-kafka-javascript

Jun 24, 2024 By Confluent In Confluent
Tabs or spaces? Merge vs. rebase? Flink SQL vs. KStreams? Let’s Settle This is powered by a new Kafka JavaScript client from Confluent: confluent-kafka-javascript (early access). Find out how Lucia used it to make the website in the video above.
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Build a scalable and up-to-date generative AI chatbot with Amazon Bedrock and Confluent Cloud for business loan specialists

Jun 24, 2024 By Pascal Vantrepote In Confluent
In this post, we demonstrate how a robust and scalable generative artificial intelligence (GenAI) chatbot is built using Amazon Bedrock and Confluent Cloud. We walk through the architecture and implementation of this generative AI chatbot, and see how it uses Confluent's real-time event streaming capabilities along with Amazon's infrastructure to continually stay up to date with the latest advances from the AI landscape.
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