Interesting! My first concern is - isn’t this the ultimate non-deterministic test? In practice, does it seem flaky?
So the architecture is built with determinism in mind. The plan-caching system is still a work in progress, but especially once fully implemented it should be very consistent. As long as your interface doesn't change (or changes in trivial ways), Moondream alone can execute the same exact web actions as previous test runs without relying on any DOM selectors. When the interface does eventually change, that's where it…
But what determines that the UI has changed for a specific URL? Your software independent of the planner LLM or do you require the visual LLM to make a determination of change?
You should also stop saying 100% open source when test plan generation and execution depend on non-open source AI components. It just doesn’t make sense.