Applications Lambda Scalability 
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.
AWS Machine Learning - AI
APRIL 9, 2025
Organizations are increasingly using multiple large language models (LLMs) when building generative AI applications. This strategy results in more robust, versatile, and efficient applications that better serve diverse user needs and business objectives. In this post, we provide an overview of common multi-LLM applications.
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 1, 2024
With demand for generative AI applications surging across projects and multiple lines of business, accurately allocating and tracking spend becomes more complex. Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns.
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
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. A web application serves as the frontend interface where users can initiate parts lookup requests. A user interacts with the Car Parts Agent through a web application interface.
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