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Today, we are excited to announce that the Mixtral-8x7B large language model (LLM), developed by Mistral AI, is available for customers through Amazon SageMaker JumpStart to deploy with one click for running inference... The Mixtral-8x7B LLM is a pre-trained sparse mixture of expert model, based on a 7-billion parameter backbone with eight experts per feed-forward layer... You can try out this mod...

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This blog is co-written with Josh Reini, Shayak Sen and Anupam Datta from TruEra Amazon SageMaker JumpStart provides a variety of pretrained foundation models such as Llama-2 and Mistal 7B that can be quickly deployed to an endpoint... These foundation models perform well with generative tasks, from crafting text and summaries, answering questions, to producing images and videos... Despite the gr...

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Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input... Instead of only fulfilling predefined intents through a static decision tree, agents are autonomous within the context of their suite of available tools... In this post, we d...

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In this post, we show you how to assume an AWS Identity and Access Management (IAM) role in your AWS accounts to securely issue temporary credentials for applications that run on the Google Cloud Platform (GCP)... Create a service account in GCP... Resources in GCP use service accounts to make API calls... When you create a GCP resource, such as a compute engine instance in GCP, a default se...

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Amazon SageMaker Canvas provides business analysts with a visual point-and-click interface that allows you to build models and generate accurate machine learning (ML) predictions without requiring any ML experience or coding... In October 2023, SageMaker Canvas announced support for foundation models among its ready-to-use models, powered by Amazon Bedrock and Amazon SageMaker JumpStart... In t...

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As you design your Amazon API Gateway applications to rely on mutual certificate authentication (mTLS), you need to consider how your application will verify the revocation status of a client certificate... In this blog post, I demonstrate an architecture that will help you on your journey to implement custom revocation checks against your certificate revocation list (CRL) for API Gateway... Cho...