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AWS details nine-stage evaluation framework for production AI agents on Bedrock AgentCore

AWS's SMGS Operations team describes a production multi-agent system for its field sales organization and the nine-stage continuous evaluation framework it built on Amazon Bedrock AgentCore Evaluations. The framework spans quality definition, experiments, CI/CD gates, canary scoring, adversarial testing, drift detection, live monitoring and automated feedback. The post documents real pre-launch failures, such as revenue misreported in millions and ungrounded figures, and reports that a mismatche

AWS Machine Learning Blog2d agoScore 75
Amazon Bedrock AgentCoreAI agent evaluationAWS
Tutorial

AWS shows self-improving agentic document processing on Bedrock AgentCore

AWS published a tutorial describing a multi-agent intelligent document processing system built on Amazon Bedrock AgentCore. Eight specialized agents classify, extract, validate, and save reusable instructions for new document formats using AWS services including Amazon Textract, S3 Vectors, Aurora DSQL, Lambda, and AgentCore Gateway. The post provides a deployable sample repository, sample purchase order flows, estimated costs, and guidance for adapting schemas, validators, and prompts to other

AWS Machine Learning Blog4d agoScore 72
Amazon Bedrock AgentCoreAWSDocument AI
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Anchor Browser and AWS AgentCore Payments Enable Autonomous x402 Transactions for AI Agents

AWS and Anchor Browser detailed an integration that lets AI agents handle HTTP 402 Payment Required challenges for x402-protected web pages and APIs autonomously. Anchor Browser provides managed browser sessions, while Amazon Bedrock AgentCore payments manages wallet connectivity, payment proof signing, spending limits, and settlement through providers including Coinbase CDP and Stripe Privy. Developers enable the capability by setting session.x402 to true, with no wallet credentials or payment

Why it matters: This is a concrete launch showing how agentic browsing can transact autonomously with managed payment guardrails, useful for teams building paid-data, API, or paywalled workflows.

AWS Machine Learning Blog5d agoScore 81
AI agentsx402 paymentsbrowser automation
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How ShipStation Global built an AI IT help desk on Amazon Bedrock AgentCore

ShipStation Global built Deckhand, a Slack-based AI IT help desk agent on Amazon Bedrock AgentCore, using Strands Agents, AgentCore Gateway MCP tools, and Amazon Bedrock Knowledge Bases. The system answers routine IT and company questions, reads error-message screenshots, and creates or updates Jira Service Management tickets, with logic for staying silent when humans are already handling a thread. In its first three months after an April 2026 launch, it handled 1,935 messages, replied to 97.5%

Why it matters: Offers a detailed, metrics-backed architecture for building a production agentic IT help desk on AWS.

AWS Machine Learning Blog5d agoScore 82
Amazon Bedrock AgentCoreAI agentsIT help desk automation