Markforged Holding Corporation

from a forecasting perspective, but it's a more challenging time from our perspective in trying to share what we believe this year looks like. We have really, really strong conviction around our pipeline. What we don't have conviction around are folks sitting in my chair that um i can tell you for example you know we mentioned it in our prepared remarks but we are we are taking a very close look at our own expenses internally and um and and i think it's fiscally responsible to do so when there's so much macro economic uncertainty we don't know what others sitting in my chair are doing and i think that from our perspective uh causes us to reflect uh in the near term and and to bring down our guidance

And then the timing of that, you know, did it happen in the past, you know, week or two or month or two? Just because I'm trying to, you know, allocate about the risk of could things actually worsen up here in the next 30 days or are those like very fresh updates that you put together?

We put, we are, how we think about this and how we guide and the level of information that we attempt to share is our best and most recent thinking. And that's always the case, Jim. That's always what we strive to do. So this is our best and most recent thinking, even up to late last week and early this week.