Originally published at twarx.com - read the full interactive version there.

Last Updated: June 20, 2026

Most AI technology workflows are solving the wrong problem entirely. They obsess over which model to use while their agents quietly hallucinate facts from a training cutoff 18 months in the past — and nobody notices until a customer does. The newest AI technology from AWS finally reframes that math, and it has nothing to do with picking a bigger model.

AWS just changed the equation. Web Search on Amazon Bedrock AgentCore gives production agents a managed, governed path to live web data. There is no scraping infrastructure to babysit, no brittle API glue to maintain, and — critically — no stale answers reaching your customers.…