Yeah, I did address that, so I feel very good about that as we went through the Because there's multiple, there's three really elements to that. The first one is that we saw the momentum going up to ConneXions because the early adopters are actually seeing that we are the AI easy button. As we presented at ConneXions, again, we had all those folks there. It was an incredible event, and we demonstrated the roadmap for AI based upon the insights that we have with regards to workflows, but more importantly, the fact that we can do this at a really rapid rate. We have a big release next week where we're going to be releasing more and more workflows in AI. We also talked about the fact that we were releasing, or we announced the release of Workflow Studio, which is the ability for a service provider to actually take, think of our workflows, the reference workflow, then they go into Workflow Studio, and they have the ability to see the MCP connections they have to other systems. They're able to see agents, the agent-to-agent that are connected to other systems, and expand out their workflows and do customizations to improve their business. That's a critical component. At the same time, tomorrow or next week, we release our agentic-based CommandIQ application, which is a huge step forward from experience, and then also AI Control Center, which is the ability to see everything that's going on from an AI point of view. I feel very comfortable that as we go through 2027, that our customers who have to face the reality that they need to do something on AI, and building it themselves is a fool's errand, and frankly, is going to lead to death, and if not, the hacking of their companies. Because there's so much complexity around AI, that we have the ability to give them something that's secure, that they can trust, and that will provide predictable outcomes, because we're looking at billions of workflows and building out what are the right workflows to improve a business. On the existing business, I feel very comfortable with our ability to continue to grow, and that growth comes from one thing, them winning more subscribers and growing revenue per sub while reducing churn. The metrics are very clear that we are adding GigaSpires at an increasing rate, so that is going to continue. The other two segments, I also announced, I am not going to reiterate that because you did join late, I talked about the release of Calix's Communications Language Model, where we are going with Calix Gems, which are specialized language models that are large, medium, small, and extra small. Those become yet another thing on top of the work that we are doing, where SmartLife just got released to prplOS, which is a standard that large customers use. So, our ability to actually go and partner with tier 1s and help them press easy buttons on experience and AI continues to expand at a rapid rate. The third part of that, which also addressed your second question on MDU, is that the SmartMDU product, there is a big release in November and then one more in February, which SmartMDU gets to a level of completeness that frankly puts us as the dominant provider or dominant capabilities to serve the MDU market for broadband providers. Then we are going to see a significant focus through 2027 as we take this massive growth in capacity that we have, as the people have moved away from building the platform into the R&D organization, who has completely evolved their processes to drive massive productivity gains in research and development, and now be focused on managed service providers who support apartment buildings and MDU facilities, and then the expansion into hospitality, which is going to come at a very rapid rate through 2027. That is all rooted in what I said on stage at ConneXions, which is, we will deliver more innovation in 2027 than we have in all of 2026 and all of 2025 combined. That number is roughly 1,300, and we expect to do 1,400. So, it is a massive jump in productivity. My confidence with regards to our productivity on R&D side is evidenced by the fact that their CPO told a very interesting story that I shared on main stage too, which is, we had a function for a RADIUS server scoped at 15 man-months, and they did it in 3. So, that answers your last question, which is, how am I feeling from a productivity point of view on AI work internally? That shows you what the R&D organization is doing, which is about a 30%-40% jump in productivity. Also evidenced by the fact that we expect the R&D budget in 2027 to be flat. So, having a flat R&D budget delivering 40% more product functionality is a pretty incredible testament to the power of AI. Across the broader organization, look, implementing artificial intelligence inside an organization requires a massive managerial shift. Managers to be successful in the past, there is a number of parameters on what you need to be. To be a good leader, there is a number of things that you need to do. Now wait, I am going to say this clearly. I am going to explain what a good leader is. A good leader is able to have a strategy. They understand how to implement that strategy and execute against it. They are able to attract talent and also manage talent, which means that they remove low performers, they coach people to a higher level of performance, and that attracts people to the team. Then the next thing that they have to add to that skill is the ability to analyze workflows. This is one of the biggest skills that new leaders are going to require, which means you need to take a step back and understand, and this is what is old is new again. This goes back to, look, I am old, so we go back to the Six Sigma work, right? It is not unlike Six Sigma work where you need to become, as a leader, if you want to be successful, you got to do the hard grunt work of actually applying a Six Sigma mindset to it, go through what are all your processes, understand what your humans on your team are doing, and then going through piece by piece, pulling all that apart and saying, "What will I agentify so I free my team from doing repetitive work that adds no value?" Then, "How is my team going to evolve to achieve outcomes like the R&D organization is going to do?" What I didn't tell you was that we are going to drop R&D down by half. I told you that R&D is going to be flat and deliver 40%, like a massive jump in productivity. That in the end is what we are doing from a leverage point of view, which is every single quarter, and in fact, I have my ops review just before the board on Monday and Tuesday next week, and every team is getting, in essence- say that is crude. An exam of their business from me and my chief of staff, and what they are expected to do is grind through their organization top to bottom, understand how everything works, pull it apart, and agentify it. But this takes time. I think what you see in the results in Q3 is you saw some sparkles of that coming through. You hear the R&D stories, which is pretty bloody clear what the massive value is going to be there. But then, in the other areas of the business, you saw us go from 42 to 41, and you are starting to see the leverage come through. The way I would describe this is, look, there was an article written about me in Selling Power about a month ago, and one of the things they called out is that I am a grinder. Well, you know what? The good thing is my leadership team is filled with grinders. This is what we do. I think that the Calix organization is going to be dramatically more successful than other organizations, primarily because of the fact that I am surrounded by a leadership team who all thinks the same. We know that we have to grind our way through our organizations and understand how all the work gets done, and root out inefficiencies, replacing those with AI to allow our teams to do higher value work. For example, if I have X amount of people in customer success today, if I double the size of the company, the goal should be I keep that flat, and I do that work with agents and humans who are more effective. That is the mindset that we are achieving, and I think you are going to see that from us, from myself and Cory, every single quarter we are going to be sharing with you how something else that we grinded through and added agents to allow our teams to be more productive. Am I feeling encouraged? The good thing is that the distraction of the platform lift that we went through for 2.5 years is now behind us. The road forward is really freaking clear, and my Chief Product Officer, Shane, and I joke about this all the time. The step that we are currently in is we are no longer trying to figure it out. This is just work. This is just grind this out. That is what we are doing. We are going to grind it out through the end of the quarter and through 2027. We are in a unique position because we do not have where other companies are still trying to figure out what the heck they are going to do in this massively changing world, it is really clear. Now we just execute and grind.