AI Reports · Amazon · 2026-10-16 · Blog / commentary
Building trust in AI agents: A production-ready evaluation framework with Amazon Bedrock AgentCore

Autonomous AI agents can fail softly, with latency staying flat while answer quality quietly erodes. The post presents a nine-stage evaluation framework built on Amazon Bedrock AgentCore that catches silent quality regressions across the agent lifecycle, from first commit to production. It is applied to an internal system where sellers and sales leaders ask business questions in plain English through Amazon Quick, supported by several specialized sub-agents.