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AI agents

27 stories

Stories

  • Trust in Depth: Giving agents more autonomy without losing control

    Enterprise leaders want AI agents to take on more work but don't fully trust them to act correctly every time. Trust in Depth is AWS's layered approach-scope, know, bound, observe, and prove-that lets agents act on their own when their actions can be verified, reserving human judgment for the…

    AWS ML Blog12 min read
  • Build self-improving document processing using Amazon Bedrock AgentCore

    Learn how to build an agentic intelligent document processing (IDP) system using Amazon Bedrock AgentCore that classifies, extracts, validates, and learns from business documents with minimal human intervention, automatically handling new document formats without manual template configuration.

    AWS ML Blog12 min read
  • Generate presentations with Amazon Bedrock AgentCore

    This post walks you through building an AI agent system with Amazon Bedrock AgentCore that automates PowerPoint presentation creation from enterprise documents. A supervisor agent, Retrieval Augmented Generation, and Amazon Bedrock Guardrails generate grounded presentations in under 90 seconds.

    AWS ML Blog12 min read
  • Natural language security queries at Orca Security using Amazon Bedrock

    Orca Security built Discovery AI, a natural language query agent on Amazon Bedrock that converts plain-English questions into Sonar queries. The post shares the multi-stage architecture and the results: 90% lower query cost, 93% fewer input tokens, and 75% lower latency than the initial baseline.

    AWS ML Blog11 min read
  • Build long-horizon agents with Grok 4.7 on Amazon Bedrock

    Grok 4.7 is now available on Amazon Bedrock. In this post, we build a tool-calling agent on Grok 4.7 and evaluate it on three reasoning tasks at four reasoning effort levels, measuring correctness and token cost per completed task.

    AWS ML Blog16 min read
  • ICYMI: What landed for AI builders in September 2026

    A monthly recap of the latest Amazon Bedrock, Amazon Bedrock AgentCore, and Strands updates from September 2026: broader model choice, faster serverless agents with built-in evaluation, and automated knowledge base syncing with native enterprise connectors.

    AWS ML Blog5 min read
  • How Postman runs Agent Mode for 40 million developers on Amazon Bedrock

    Building an AI agent that works in a demo is a different problem from running one for 40 million developers. Postman and AWS share the architectural patterns behind Agent Mode: controlling tool sprawl, exposing schema-based reads, and treating context as the real bottleneck, plus how it runs on…

    AWS ML Blog13 min read
  • Rethinking access control for RAG with Amazon Quick and Amazon Bedrock

    Enterprise RAG unlocks insights from knowledge sources like SharePoint, Google Drive, and Confluence, but those sources carry complex permissions. Learn how Amazon Quick and Amazon Bedrock Knowledge Bases enforce document-level access controls in real time, verifying permissions directly with…

    AWS ML Blog6 min read
  • Beyond hours saved: Building the business case for agentic automation

    The RPA-era ROI model misses most of the value agentic automation creates. This post gives AI center of excellence leaders a framework to size the full value of agents across time savings, exception handling, decision quality, and maintenance economics, and to prioritize which workflows to automate…

    AWS ML Blog10 min read
  • Building AI builders: Playbook for closing the AI knowledge-capability gap

    The biggest barrier to AI adoption isn't awareness. It's the gap between talking about AI and building with it. Here's the playbook we used to turn non-technical, customer-facing professionals into confident AI builders in six weeks, and how your organization can replicate it.

    AWS ML Blog12 min read
  • Scaling cloud migrations with agentic AI on Amazon Bedrock AgentCore

    Learn how AWS Professional Services uses a multi-agent framework built on Amazon Bedrock AgentCore to automate enterprise cloud migrations end to end. Purpose-built AI agents handle discovery, infrastructure as code generation, portfolio governance, and post-migration operations, reducing IaC…

    AWS ML Blog18 min read
  • Serve live, governed data in AI-built apps with Amazon Quick

    With Live Data in Apps in Amazon Quick, AI-built apps query your governed Quick Sight datasets in real time instead of static, build-time snapshots. Each query runs as the person viewing the app, so row-level and column-level security apply per reader.

    AWS ML Blog11 min read

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