Rescale Builds AI‑Powered Triage Agent to Auto‑Classify Nightly Test Failures

Rescale, a digital engineering platform for AI‑era workloads, used the AI‑Driven Development Lifecycle (AI‑DLC) framework on AWS to create an intelligent triage agent that automatically classifies and routes nightly end‑to‑end test failures. The agent, built with Strands Agents and Amazon Bedrock, was staged in five days and moved to production within weeks, reducing the manual effort of engineers who previously sifted through logs, patterns, and source code to identify the owning team. The solution cuts coordination time for weekly production releases and demonstrates how AI can streamline critical operational tasks across distributed services.