## Problem/motivation Pointed out in these issues by flux423: - #3576092+s - #3577429+s The `duadp` module has a `duadp_ai_context` submodule. Let's understand how this is using ai_context to see if we need to factor in anything for beta4 or 1.1. ## Solution Assess the duadp` module's integration to see if anything can be learned from this, and create follow-up issues as needed.