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Build scalable creative solutions for product teams with Amazon Bedrock

Build scalable creative solutions for product teams with Amazon Bedrock

Creative teams and product developers are constantly seeking ways to streamline their workflows and reduce time to market while maintaining quality and brand consistency. This post demonstrates how to use AWS services, particularly Amazon Bedrock, to transform your creative processes through generative AI. You can implement a secure, scalable solution that accelerates your creative workflow, …

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Build a proactive AI cost management system for Amazon Bedrock – Part 2

Build a proactive AI cost management system for Amazon Bedrock – Part 2

In Part 1 of our series, we introduced a proactive cost management solution for Amazon Bedrock, featuring a robust cost sentry mechanism designed to enforce real-time token usage limits. We explored the core architecture, token tracking strategies, and initial budget enforcement techniques that help organizations control their generative AI expenses. Building upon that foundation, this …

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Build a proactive AI cost management system for Amazon Bedrock – Part 1

Build a proactive AI cost management system for Amazon Bedrock – Part 1

As organizations embrace generative AI powered by Amazon Bedrock, they face the challenge of managing costs associated with the token-based pricing model. Amazon Bedrock offers a pay-as-you-go pricing structure that can potentially lead to unexpected and excessive bills if usage is not carefully monitored. Traditional methods of cost monitoring, such as budget alerts and cost …

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Streamline code migration using Amazon Nova Premier with an agentic workflow

Streamline code migration using Amazon Nova Premier with an agentic workflow

Many enterprises are burdened with mission-critical systems built on outdated technologies that have become increasingly difficult to maintain and extend. This post demonstrates how you can use the Amazon Bedrock Converse API with Amazon Nova Premier within an agentic workflow to systematically migrate legacy C code to modern Java/Spring framework applications. By breaking down the …

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Metagenomi generates millions of novel enzymes cost-effectively using AWS Inferentia

Metagenomi generates millions of novel enzymes cost-effectively using AWS Inferentia

This post was written with Audra Devoto, Owen Janson, and Christopher Brown of Metagenomi, and Adam Perry of Tennex. A promising strategy to augment the extensive natural diversity of high value enzymes is to use generative AI, specifically protein language models (pLMs), trained on known enzymes to create orders of magnitude more predicted examples of …

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Serverless deployment for your Amazon SageMaker Canvas models

Serverless deployment for your Amazon SageMaker Canvas models

Deploying machine learning (ML) models into production can often be a complex and resource-intensive task, especially for customers without deep ML and DevOps expertise. Amazon SageMaker Canvas simplifies model building by offering a no-code interface, so you can create highly accurate ML models using your existing data sources and without writing a single line of …

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Building a multi-agent voice assistant with Amazon Nova Sonic and Amazon Bedrock AgentCore

Building a multi-agent voice assistant with Amazon Nova Sonic and Amazon Bedrock AgentCore

Amazon Nova Sonic is a foundation model that creates natural, human-like speech-to-speech conversations for generative AI applications, allowing users to interact with AI through voice in real-time, with capabilities for understanding tone, enabling natural flow, and performing actions. Multi-agent architecture offers a modular, robust, and scalable design pattern for production-level voice assistants. This blog post …

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Accelerate large-scale AI training with Amazon SageMaker HyperPod training operator 

Accelerate large-scale AI training with Amazon SageMaker HyperPod training operator 

Large-scale AI model training faces significant challenges with failure recovery and monitoring. Traditional training requires complete job restarts when even a single training process fails, resulting in additional downtime and increased costs. As training clusters expand, identifying and resolving critical issues like stalled GPUs and numerical instabilities typically requires complex custom monitoring code. With Amazon SageMaker …

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