Amazon has introduced an innovative feature in its Amazon Bedrock service, designed to optimize the integration of personalized data through data connectors. This new tool facilitates the creation of workflows using Generative-Augmented Retrieval (GAR), a technique that combines the potential of generative artificial intelligence models with information from external sources. This improves the relevance and accuracy of generated responses, allowing applications to access real-time data instead of relying solely on the model’s preinstalled knowledge.
With this feature, developers have the ability to add, update, or delete data in their knowledge bases through direct API calls, allowing them to work with data more dynamically. This approach includes real-time data ingestion, eliminating the need for previously required intermediate storage to make updates to the database. As a result, latency is reduced and application performance is increased, which is crucial in contexts where informed decisions are required, such as tracking stock prices, managing Internet of Things (IoT) sensor data, and analyzing transaction records.
The implementation of this new feature is particularly beneficial for applications that require real-time analysis. For example, by using Amazon Managed Streaming for Apache Kafka (Amazon MSK), continuous information on stock prices can be sent, allowing applications to query and obtain accurate responses from the most recent data through the automatic publication of data streams.
Additionally, Amazon Bedrock Knowledge Bases offer organizations the ability to create fully managed GAR pipelines. These pipelines enrich generated responses by integrating contexts from private data sources. This tool not only accelerates the development time of new applications but also facilitates their market incorporation.
By focusing on the integration of personalized data and improving the relevance of content, Amazon continues to expand its offering in the field of generative artificial intelligence. This evolution allows developers to build more powerful applications, adapting to the specific needs of users, and reaffirms Amazon’s position as a leader in the industry, offering solutions that combine accessibility and innovative capability.
via: MiMub in Spanish
