# Amazon — How Rescale built an AI triage agent with Strands Agents and AI-DLC

- Company: Amazon (amazon.com)
- Announced: 2026-10-22T16:25:57+00:00
- Category: not stated
- Coverage: not counted
- Announcement: no
- Group: routine
- Source: https://aws.amazon.com/blogs/machine-learning/how-rescale-built-an-ai-triage-agent-with-strands-agents-and-ai-dlc/
- Record: https://forck.live/items/26725-how-rescale-built-an-ai-triage-agent-with-strands-agents-and-ai-dlc
- Subject: Bedrock / Nova
- Models affected: Claude Opus 4.8

Rescale built an AI triage agent with the AI-Driven Development Lifecycle framework on AWS, taking it from problem definition to staging deployment in five days and to production within weeks. The agent automates classification and routing of nightly end-to-end test failures, a task that had become a full-time job hidden inside an on-call rotation. It runs as a step in Rescale's existing Argo Workflows CI/CD pipeline on Amazon EKS, triggered when a nightly Playwright suite of hundreds of test cases produces failures. The agent invokes Claude Opus 4.8 on Amazon Bedrock to sort each failure into one of four root cause categories: infrastructure issue, code bug, flaky test, or environment problem. It then pulls historical failure patterns from a knowledge base and queries pod logs through Model Context Protocol for runtime evidence. The agent completes the workflow in seconds and writes a structured remediation report with file references, function names, and recommended fixes for engineer review before any action is taken. The engagement was a five-day, in-person workshop where AWS architects guided the build while Rescale engineers worked hands-on-keyboard.

## Evidence

Verbatim from https://aws.amazon.com/blogs/machine-learning/how-rescale-built-an-ai-triage-agent-with-strands-agents-and-ai-dlc/:

> In this post, we show how Rescale used the AI-Driven Development Lifecycle (AI-DLC) framework on AWS to build an intelligent triage agent. They went from problem definition to staging deployment in five days, and to production within weeks.

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Record: https://forck.live/items/26725-how-rescale-built-an-ai-triage-agent-with-strands-agents-and-ai-dlc
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