The Problem

AWS announces changes continuously, any reader here would be familiar with that, and with the AWS News Blog.

Imagine you're a developer in July 2026 asked to work with Amazon S3 Files, which went generally available during April 2026.

Your AI assistant has a knowledge cutoff: a fixed date after which the model stops receiving new training data. Past that date, it's completely unaware of new product releases, feature launches, or documentation changes. Time is of the essence and you can't exactly pause until the next model ships.

AI assistants have made it easy to skip the manual grind of reading docs and researching things yourself, right up until the assistant's knowledge runs out of date. So what do you do when it doesn't know about the thing you need it to know about?