Applications Lambda Performance 
Xebia
MARCH 4, 2025
Since we dont want to use the root credentials, we need a user to access the database through our application. For this, we can use a provisioner lambda function. This lambda function creates the local users in the database. The Lambda function can retrieve the root credentials from Secrets Manager.
AWS Machine Learning - AI
APRIL 9, 2025
Organizations are increasingly using multiple large language models (LLMs) when building generative AI applications. Although an individual LLM can be highly capable, it might not optimally address a wide range of use cases or meet diverse performance requirements. In this post, we provide an overview of common multi-LLM applications.
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AWS Machine Learning - AI
OCTOBER 31, 2024
The workflow includes the following steps: The process begins when a user sends a message through Google Chat, either in a direct message or in a chat space where the application is installed. Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message.
AWS Machine Learning - AI
OCTOBER 29, 2024
Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. In this post, we set up the custom solution for observability and evaluation of Amazon Bedrock applications.
AWS Machine Learning - AI
NOVEMBER 7, 2024
Although the principles discussed are applicable across various industries, we use an automotive parts retailer as our primary example throughout this post. The agents also automatically call APIs to perform actions and access knowledge bases to provide additional information. The following diagram illustrates how it works.
AWS Machine Learning - AI
DECEMBER 4, 2024
Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. Building a generative AI application SageMaker Unified Studio offers tools to discover and build with generative AI.
AWS Machine Learning - AI
OCTOBER 29, 2024
To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. We walk you through our solution, detailing the core logic of the Lambda functions. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.
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