Practice
How AI actually ships: enterprise case studies, engineering lessons from production, adoption data and ROI evidence.
How AI actually ships: enterprise case studies, engineering lessons from production, adoption data and ROI evidence.
Latest in Practice
30 stories
Accelerate protein design with BoltzGen on Amazon SageMaker AI
In this post, we demonstrate how to deploy BoltzGen on SageMaker AI and run an end-to-end protein design experiment. By the end of the walkthrough, you have a w…

Simplify model selection in Amazon Bedrock with the open source Model Profiler
The Amazon Bedrock Model Profiler is an open source tool that aggregates model metadata from multiple AWS APIs and external sources into a single, searchable in…

How Inscribe uses Amazon Bedrock to stop document fraud in seconds
In this post, you will learn how Inscribe developed an agentic AI system using Amazon Bedrock that reasons across documents the way an expert fraud analyst woul…

HippoRAG: Neurobiologically inspired RAG using Amazon Bedrock, Amazon Neptune, and personalized PageRank
In this post, we demonstrate how to implement HippoRAG using a comprehensive AWS stack. We use Amazon Bedrock for LLM capabilities, Amazon Neptune for graph dat…

Structured memory filtering with metadata in AgentCore Memory
In this post, you will learn how metadata works across configuration, ingestion, and retrieval, explore enterprise use cases including multi-agent and multi-ten…
Lights, camera, algorithm: How AI is rewriting the rules of film and TV
Artificial intelligence is reshaping film and TV production from script to screen—but the biggest disruptions may not be the ones anyone is predicting.…
Closing the women’s health gap: The United Kingdom’s £36 billion opportunity
Closing the women’s health gap in the United Kingdom could result in ten more healthy days of life per year for every woman—and potentially boost the country’s …

Get started with the Claude apps gateway for Google Cloud
Anthropic's agentic coding tool Claude Code has worked with Google Cloud for a while now. An individual developer could easily point CLAUDE_CODE_USE_VERTEX=1 at…
Suphachai Chearavanont: Bold moves in innovation-driven transformation
In striving for business growth while creating value for society, Suphachai Chearavanont has based his leadership strategy on looking beyond short-term gains to…
Betsy Nabel on physicians and women in healthcare leadership roles
Betsy Nabel, a leader and advocate for women in healthcare, reflects on the moves she’s made in her career to stay true to herself while creating lasting impact…

Safely Releasing Frontier Models to Customers
It’s our goal for AWS to be the most secure place to run any workload, and in support of that we’ve been deeply investing in security across our services since&…
Author Talks: Why we need a ‘ritual renaissance’
What if the antidote to loneliness isn’t technology but ritual? Traveling across 16 countries, author Bruce Feiler uncovered a quiet global movement helping peo…

The twilight of the chatbots
How work changes along the exponential…

Introducing Claude Sonnet 5 on AWS: Anthropic’s most capable Sonnet model
Today, we’re excited to announce the availability of Anthropic’s most advanced Sonnet model, Claude Sonnet 5, on Amazon Bedrock and Claude Platform on AWS. Clau…
From linear gates to learning loops: Rewiring biopharma R&D with AI
An AI-powered R&D model built on connected decision loops—replacing the current sequential, fragmented workflow—can reduce uncertainty, compress timelines, and …

Implementing resilience patterns with Amazon Bedrock and LLM gateway
In this post, you will learn five practical patterns for building resilient generative AI applications on AWS, progressing from native Amazon Bedrock features t…

Simplify multi-account access to Amazon Bedrock models with managed entitlements
In this post, we show you how to use managed entitlements for Amazon Bedrock to subscribe once from a central account and distribute model access across your or…

Build generative UI for AI agents on Amazon Bedrock AgentCore with the AG-UI protocol
This post walks through how AG-UI integrates into the Fullstack AgentCore Solution Template (FAST) to build interactive agent frontends on Amazon Bedrock AgentC…

Build agents even faster with Gemini Enterprise Agent Platform’s fully-managed, remote MCP server
A couple of months ago, we announced that over 50 Google-managed MCP servers are available. Today, we’ll dive into how to use the Gemini Enterprise Agent Platfo…

How Schrödinger sped up molecular discovery by 4x with Alphaevolve
Computational chemistry researchers have traditionally faced a frustrating trade-off when simulating molecular interactions: use fast classical force fields tha…

Bringing speed and strong cost performance to the market with Gemini Omni Flash and Nano Banana 2 Lite
Great creative happens when your tools move at the speed of your ideas. To help you create rich, reliable experiences while reducing regeneration time and costs…

Fine-tune Amazon Nova models for accurate email data extraction
In this post, you'll learn how fine-tuning Amazon Nova models using Amazon SageMaker AI addresses these specific issues by teaching the models to recognize your…

Building bilingual NER for cargo logistics with Amazon Bedrock
In this post, we share the technical approach using token-based distillation, lessons learned, and deployment architecture. If you face similar bilingual NER ch…

How Outpost VFX Uses AWS to Accelerate AI Model Training for Visual Effects
In this post, we explore how Outpost VFX achieved 8x faster training speeds using AWS infrastructure to transform their face replacement workflow, the technical…
Catalyzing competitiveness: Where investment happens and why
Competitiveness has moved to the top of the global agenda, and investment is its indicator and its outcome. In the context of dramatically diverging investment …
From access to assets: How early-life wealth building can shape economic mobility
Investing in children’s financial futures can narrow disparities and expand opportunity. Different scenarios for the new 530A accounts, also known as Trump Acco…
Nuclear power: A renaissance in the making
The explosion of AI data centers and the continued electrification of automobiles and other products have greatly increased demand for electricity, sparking ren…
Semiconductors: Etching the new map of strategic supply
As geopolitics shift, more countries are wooing semiconductor manufacturers to enhance resilience. At the same time, demand for advanced semiconductors continue…
Solar power: From intermittent sunshine to reliable power
Solar photovoltaic projects with battery energy storage systems are moving beyond low-cost generation by transforming intermittent output into more reliable, hi…
Colocation data centers: The infrastructure race behind AI
Data center capital expenditures are surging as AI workloads grow, yet competitiveness increasingly depends on securing advanced accelerators, reliable electric…