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Advanced fine-tuning techniques for multi-agent orchestration: Patterns from Amazon at scale

Advanced fine-tuning techniques for multi-agent orchestration: Patterns from Amazon at scale

Our work with large enterprise customers and Amazon teams has revealed that high stakes use cases continue to benefit significantly from advanced large language model (LLM) fine-tuning and post-training techniques. In this post, we show you how fine-tuning enabled a 33% reduction in dangerous medication errors (Amazon Pharmacy), engineering 80% human effort reduction (Amazon Global …

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How Palo Alto Networks enhanced device security infra log analysis with Amazon Bedrock

How Palo Alto Networks enhanced device security infra log analysis with Amazon Bedrock

This post is co-written by Fan Zhang, Sr Principal Engineer / Architect from Palo Alto Networks. Palo Alto Networks’ Device Security team wanted to detect early warning signs of potential production issues to provide more time to SMEs to react to these emerging problems. The primary challenge they faced was that reactively processing over 200 …

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From beginner to champion: A student’s journey through the AWS AI League ASEAN finals

From beginner to champion: A student’s journey through the AWS AI League ASEAN finals

The AWS AI League, launched by Amazon Web Services (AWS), expanded its reach to the Association of Southeast Asian Nations (ASEAN) last year, welcoming student participants from Singapore, Indonesia, Malaysia, Thailand, Vietnam, and the Philippines. The goal was to introduce students of all backgrounds and experience levels to the exciting world of generative AI through …

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Deploy AI agents on Amazon Bedrock AgentCore using GitHub Actions

Deploy AI agents on Amazon Bedrock AgentCore using GitHub Actions

Recently, AWS announced Amazon Bedrock AgentCore, a flexible service that helps developers seamlessly create and manage AI agents across different frameworks and models, whether hosted on Amazon Bedrock or other environments. Specifically, AgentCore Runtime provides a secure, serverless, and purpose-built hosting environment for deploying and running AI agents or tools. AgentCore Runtime is framework agnostic, …

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How the Amazon AMET Payments team accelerates test case generation with Strands Agents

How the Amazon AMET Payments team accelerates test case generation with Strands Agents

At Amazon.ae, we serve approximately 10 million customers monthly across five countries in the Middle East and North Africa region—United Arab Emirates (UAE), Saudi Arabia, Egypt, Türkiye, and South Africa. Our AMET (Africa, Middle East, and Türkiye) Payments team manages payment selections, transactions, experiences, and affordability features across these diverse countries, publishing on average five …

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Build a generative AI-powered business reporting solution with Amazon Bedrock

Build a generative AI-powered business reporting solution with Amazon Bedrock

Traditional business reporting processes are often time-consuming and inefficient. Associates typically spend about two hours per month preparing their reports, while managers dedicate up to 10 hours per month aggregating, reviewing, and formatting submissions. This manual approach often leads to inconsistencies in both format and quality, requiring multiple cycles of review. Additionally, reports are fragmented …

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Safeguard generative AI applications with Amazon Bedrock Guardrails

Safeguard generative AI applications with Amazon Bedrock Guardrails

Enterprises aiming to automate processes using AI agents or enhance employee productivity using AI chat-based assistants need to enforce comprehensive safeguards and audit controls for responsible use of AI and processing of sensitive data by large language models (LLMs). Many have developed a custom generative AI gateway or have adopted an off-the-shelf solution (such as …

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Scale creative asset discovery with Amazon Nova Multimodal Embeddings unified vector search

Scale creative asset discovery with Amazon Nova Multimodal Embeddings unified vector search

Gaming companies face an unprecedented challenge in managing their advertising creative assets. Modern gaming companies produce thousands of video advertisements for A/B testing campaigns, with some organizations maintaining libraries with more than 100,000 video assets that grow by thousands of assets monthly. These assets are critical for user acquisition campaigns, where finding the right creative …

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