I want to ask you another common question around these types of initiatives is the investment that goes into it. So what was the investment? And I know we want to talk about how and who was doing this type of work, but just from a dollars and headcount or percentage of headcount standpoint, what was allocated towards this devx initiative. Yeah, that's definitely a great lesson about pivoting and having frequent check ins to examine progress and share progress. But we've now proven this time and time again, it different companies, the importance of it and the payback.

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