Yeah. Sure. Thanks, Taylor. I would say at a high level, you know, as we mentioned, just given the state of, you know, kind of ramping up and making sure that we really both drive the innovation around our product as well as invest in things, that we started this past year such as, you know, really standing up and making and setting up our partner ecosystem for success, in addition to, you know, kind of invest in some of the key markets, you know, kind of sales segments that we've been seeing, really strong results. Wanna make sure that we're, you know, doubling down there just given you know, how critical of a juncture it is in terms of a lot of these technology decisions. And with AI, I would think about it as really, you know, kinda making a lot of those sales marketing investments. But, you know, as you know, even once we have those resources ramped, you know, just take it takes a few quarters for those deals to come to fruition. And then the revenue, you know, kinda, you know, kinda follows in the year, you know, that follows actually closing the deal. So you can think of it as kind of the lag of a lot of the investments we're making that we are seeing early signs of those paying off. You're not quite getting the revenue impact that we expect to show up over time. And so that's, you know, a lot of it without doing anything, you know, dramatically different is what leads to that confidence and, you know, how we're thinking about that approach. Which is why this coming year, because of that timing, we are expecting to generate again some apples to apples operating margin expansion on a year over year basis, but, you know, nothing, you know, like what we've generated in the past couple of years both because, you know, the significant improvements we made on gross margin already, which will incrementally improve over time, as well as you know, OpEx leverage being, you know, positive but fairly minimal for this year.