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Just relaxing and gaming. Could really use a good boy between these legs worshiping this big belly and fatpad 😮💨🤭 #bottomboy #bottomboi #chaserbait #repost #retweet #follow #chub #chubby #bigboytwitter #BigBoys #superchub #bear #hairybear #chubforchaser #chub4chaser #superchub4chaser #superchubforchaser #bearforchaser #bear4chaser
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![Ben Horowitz tells the story of Slack’s pivot from a failed gaming app into a $28 billion company Ben recalls investing in Stewart Butterfield’s new company Tiny Speck. In 2001, Stewart began building an online game, pivoted into Flickr, and the company was acquired by Yahoo in 2005 for $25 million. In early 2009, Stewart decided he wanted to try building the online game again. This time, it would be called Glitch. Ben tells the story: “And so he builds Glitch. I love Glitch - it was a marvelous game. But it had two major problems. One, he started it in 2006 and built on Flash before Steve Jobs declared war on Flash. So it wasn’t going to work on the iPhone. And then the other problem was people would finish the game in two days, and so that’s not very good for retention.” After raising more than $15 million to build Glitch, Stewart called Ben to tell his investor that they only had $6 million left: “Ben, I’ve got $6 million left. I have no way to raise money because I’ve made really no progress because of these issues. It’s going to cost me more than $6 million to finish the game. So I’ve got three choices. I can pray for rain and try and finish it. I can shut down the company and give you your $6 million back. Or we build this tool that we use in our engineering team to communicate with each other and make engineering work a little better, and I could just put that out as a product.” Ben replies: “What? You just like built some tool to talk to each other and you want to put that out as a product? And you’re a consumer guy and you want to become an enterprise software guy?” Stewart says, “Yeah, I think it’d be a pretty good idea.” And so Ben said, “$6 million isn’t going to make a big difference in my life. If you really think it’s a good idea and you want to do that, go ahead.” Stewart decided to call the new product Slack, and it soon became the fastest growing enterprise software company of all time before SalesForce acquired it for $27.7 billion in July 2021. Ben points out an important lesson here: “A lot of the process is do you have a secret? Do you know something that nobody else knows? And because [Stewart] was pulling his hair out, literally smoking 8 packs of cigarettes a day, trying to get Glitch out the door, he was doing everything to optimize that development, and so he learned where software development was suboptimal… And that’s a really big key. You have to do something really hard if you want to learn something about the world that nobody else knows or is acting on. That’s when you have a breakthrough. But it starts with hard work.” Video source: UC Berkeley SCET (2020)](https://image.24vids.com/tw-2007501607811068388/amplify_video_thumb/2007500821311959042/img/LLChfsI0dkiq_YzE.jpg)
![Ben Horowitz tells the story of Slack’s pivot from a failed gaming app into a $28 billion company Ben recalls investing in Stewart Butterfield’s new company Tiny Speck. In 2001, Stewart began building an online game, pivoted into Flickr, and the company was acquired by Yahoo in 2005 for $25 million. In early 2009, Stewart decided he wanted to try building the online game again. This time, it would be called Glitch. Ben tells the story: “And so he builds Glitch. I love Glitch - it was a marvelous game. But it had two major problems. One, he started it in 2006 and built on Flash before Steve Jobs declared war on Flash. So it wasn’t going to work on the iPhone. And then the other problem was people would finish the game in two days, and so that’s not very good for retention.” After raising more than $15 million to build Glitch, Stewart called Ben to tell his investor that they only had $6 million left: “Ben, I’ve got $6 million left. I have no way to raise money because I’ve made really no progress because of these issues. It’s going to cost me more than $6 million to finish the game. So I’ve got three choices. I can pray for rain and try and finish it. I can shut down the company and give you your $6 million back. Or we build this tool that we use in our engineering team to communicate with each other and make engineering work a little better, and I could just put that out as a product.” Ben replies: “What? You just like built some tool to talk to each other and you want to put that out as a product? And you’re a consumer guy and you want to become an enterprise software guy?” Stewart says, “Yeah, I think it’d be a pretty good idea.” And so Ben said, “$6 million isn’t going to make a big difference in my life. If you really think it’s a good idea and you want to do that, go ahead.” Stewart decided to call the new product Slack, and it soon became the fastest growing enterprise software company of all time before SalesForce acquired it for $27.7 billion in July 2021. Ben points out an important lesson here: “A lot of the process is do you have a secret? Do you know something that nobody else knows? And because [Stewart] was pulling his hair out, literally smoking 8 packs of cigarettes a day, trying to get Glitch out the door, he was doing everything to optimize that development, and so he learned where software development was suboptimal… And that’s a really big key. You have to do something really hard if you want to learn something about the world that nobody else knows or is acting on. That’s when you have a breakthrough. But it starts with hard work.” Video source: UC Berkeley SCET (2020)](https://image.24vids.com/tw-1850142853202374715/ext_tw_video_thumb/1850017864352415744/pu/img/lGG8hvcZ7nRX34PE.jpg)
![There is a beautiful story that just happened in AI so let me share it for a lighter tone weekend post among all the doom stories in our AI field this week. It’s a story of people on three continents building and sharing in the open a new small efficient and state-of-the-art AI model. It started a couple of months ago when a new team in the AI scene released their first model from their headquarters in Paris (France): Mistral 7B. Impressive model, small and very strong performances in the benchmarks, better than all previous models of this size. And open source! So you could build on top of it. Lewis in Bern (Switzerland) and Ed (in Lyon, in the South of France) both from the H4 team, a team of researchers in model fine-tuning and alignment were talking about it over a coffee, in one of these gatherings that often happen at Hugging Face to break the distance between people (literal distance as HF is a remote company). What about fine-tuning it using this new DPO method that a research team from Stanford in California just posted on Arxiv, says one? Hey, that’s a great idea, replies the other. We've just build a great code base (with Nathan, Nazneen, Costa, Younes and all the H4 team and TRL community) let's use it! The next day they start diving in the datasets openly shared on the HF hub and stumble upon two interesting large and good quality fine-tuning datasets recently open-sourced by OpenBMB, a Chinese team from Tsinghua: UltraFeedback and UltraChat. A few rounds of training experiments confirm the intuition, the resulting model is super strong, by far the strongest they have ever seen in their benchmarks from Berkeley and Stanford (LMSYS and Alpaca). Join Clementine, the big boss of the open evaluation leaderboard. Her deep dive into the model capabilities confirms the results: impressive performance. But the H4 team also hosts a famous faculty member, Pr. Sasha Rush, Associate Professor at Cornell University in his daytime, hacker at HF in his nighttime. Joining the conversation, he proposes to quickly draft a research paper to organize and share all the details with the community. A few days later, the model, called Zephyr (a wind like Mistral), paper, and all details are shared with the world. Quickly other companies, everywhere in the world starts to use it. LlamaIndex, a famous data framework and community, shares how the model blew their expectations on real-life use-case benchmarks, while researchers and practitioners discuss the paper and work on the Hugging Face hub. All this happened in just a few weeks catalyzed by open access to knowledge, models, research, and datasets released all over the world (Europe, California, China) and by the idea that people can build upon one another work in AI to bring real-world value with efficient and open models. Stories like this are numerous everywhere around us and make me really proud of the AI community and see how we can build amazingly useful things together. [the video is just me reading this Friday post hahah]](https://image.24vids.com/tw-1720503998518640703/ext_tw_video_thumb/1720503027273023490/pu/img/VOLi_zPnZlb1nuWB.jpg)
![Just in $AMD Anush "Speed is the moat"|ROCm🎙️ In the race to define the future of AI, what's the one advantage that truly lasts? It's not proprietary tech, argues Anush Elangovan Elangovan, VP of AI Software at AMD , but the sustainable speed of innovation. He explains why AMD is rejecting the "walled garden" model for its open source ROCm stack, betting that an open community flywheel is the key to victory. Listen to understand how this open strategy is designed to out-innovate closed systems by empowering developers to solve everything from frontier-model challenges to the mundane, everyday problems that define the "last mile" of AI. AMD ROCm Software: Part 1 Transcript [00:00:00] Andrew Zigler: Joining me is Anush Elangovan, VP of AI software at AMD. And when people talk about AI compute, the conversation often stops at hardware specs, but it's more than just physical chips that win the game. It's also the software ecosystems supporting them. [00:00:18] Andrew Zigler: The prevailing strategy in the industry has been to build something like a walled garden. You know, something closed, proprietary locks, developers in. But AMD is betting on an entirely different play, open source acceleration, and with rock, their open source AI software stack. AMD is building not just hardware parity, but an innovation flywheel that's powered by the community with interoperability and the freedom to scale without all of that pesky lockin. [00:00:48] Andrew Zigler: And in this world, speed is your moat and how fast you can innovate while your platform remains open, flexible, and standardize across all of its applications. That's what we're gonna explore [00:01:00] today. So Anush, I'm really excited to have you here. Welcome to Dev Interrupted. [00:01:04] Anush Elangovan: Thanks for having me. Uh, super excited to chat about it. [00:01:07] Andrew Zigler: Amazing. Well, let's go ahead and dive right in with kind of what I laid it out with in the beginning, the idea of the moat and it being about speed. I wanna unpack that a bit because that came from you when you and I first spoke. And I, and I want to know, you know, how do you define speed inside of AMD beyond just things like hardware, benchmarks. [00:01:27] Anush Elangovan: Yeah, that's a very good question. So when we typically talk about speed, everyone's like, Hey, hardware benchmark specs, right? Like, uh, memory bandwidth or, or flops. And that is one important part of it, uh, AMD does very well. With that, we do have, a, a very good history of executing on that axis. [00:01:47] Anush Elangovan: But when I say speed is the moat, it is about, uh, how we prepare, how we build the muscle to run the race for a long time and run it fast. And it is [00:02:00] not about a single point in time that you've, you've beat some you know, benchmark and, and you declare victory. It's about building the ability to consistently develop and deliver. [00:02:13] Anush Elangovan: Both hardware and software innovation at scale and do it fast, right? Like, you know, we we're increasingly getting to a point where models come out and they're, uh, you know, a year or two ago it was like, Hey, they work on AMD on day zero, which is great, but now they are performing on AMD the day it releases, right? [00:02:32] Anush Elangovan: So, what does it take to Prefetch where the industry is going? Be prepared to intercept. At that point is what you know, I, I refer to as you know, the, the speed factor in, in creating this mode, right? And the mode is just shed all things that hold you back and run as fast as you can. [00:02:53] Anush Elangovan: Uh, because the pace of innovation that is, uh, being seen in, in AI [00:03:00] industries is just. Amazing. Right? And it's like, it's transformational at at how you generate electricity. It's transformational as at how you build data centers. It's transformational at how you deploy compute, networking. It's transformational at what kind of use cases you, you know, uh, use AI for. [00:03:17] Anush Elangovan: Uh, and for that, you need to be prepared to, see what comes tomorrow and be prepared to run the race tomorrow. [00:03:23] Andrew Zigler: Yeah, it's a really great perspective because it highlights that it's not just like a checkpoint that you run through. I like how you called out, like it's not just hitting that benchmark or being the best in class at that moment, in that snapshot, it's about having a. The throughput and about having that dedication to the idea and continuing to deliver on it. [00:03:43] Andrew Zigler: It's not just crossing the threshold, but it's also being the engine. And that's what, that's what protects a business. That is the moat, because the moat is that innovation layer, the faster and more, uh, future forward. That you can work and think, [00:04:00] you know, the better. Uh, we, we talk a lot about like future forward work styles. [00:04:04] Andrew Zigler: Like what are the things I could be doing right now today that are gonna be like, way more useful tomorrow? Let, let's abandon those, workflows that are older and that kind of like, that translates into. An advantage when you work that way. You know, what kind of things have you learned working with, uh, like across all spectrums of people who would use ROCm, right? [00:04:23] Andrew Zigler: You have like the developers, but then you also have the enterprises and you have this large span of adoptees, right? So what is the, what does that look like that you learn? [00:04:32] Anush Elangovan: Yeah, so, so the way I look at it is there are gonna be pockets of different, uh, you know, cadences, right? Like, so people who are deploying in enterprises, for example, right? The validation and how long it takes for them to deploy an LLM that's secure. It's, with guardrails, et cetera, maybe longer. [00:04:52] Anush Elangovan: but you still have to go through the process and you have to be prepared to like, walk that walk to deploy an enterprises. That doesn't mean it's [00:05:00] not fast, that's as fast as you can do for that industry, right? And if you are deploying AI in healthcare, right, it's, it's got its own, uh, cycle. [00:05:07] Anush Elangovan: but in each one of these, you want to see how, like, go down to the essence of what is it that you actually have to do. And, you know, I, I, I like how you framed it. It's like it's, you shed your prior assumptions of how things are done, right. And, and you kind of build up from a, uh, first principles, uh, approach to say, this is how I could use AI to unlock, whatever I'm doing. [00:05:33] Anush Elangovan: And, and, some of it, you know, it's good to really step back and look at. Just question every part of it, right? Like right now you're getting chat GPT and, Gemini competing for like, math, olympiads and, and, uh, college, uh, reasoning, uh, tests. Right? And, and those are like that, that is amazing and increasingly like complex tasks that they're trying to do. [00:05:58] Anush Elangovan: But there may also be like. [00:06:00] More mundane things that AI could, could get applied to. Right? And, and so when we think about shedding old ways, you wanna shed it not just in like the tip of the spear. It's like, you know, I'm gonna see what's the frontier model. It's also, it could be something as simple as. [00:06:18] Anush Elangovan: How do you choose a, a movie, uh, you know, like a recommendation system, right? Or, or, uh, an automated, uh, flight, uh, rebooking system. So the moment, you know, your flight is late, uh, right now it's a notification, right? It's like, oh, you got a text message saying your flight's late. And I got that like three times this week. [00:06:38] Anush Elangovan: But anyway, uh, and, and, and, and, I was just like, okay, so if I were to rethink this. All this MCPs that we have that should be hooked up into an MCP that says, your flight's delayed. Here are your options. If you want, you know, these are the paid options. Yeah. Here are the free options. This will get you back into your you know, Toronto airport [00:07:00] tonight. [00:07:00] Anush Elangovan: Or if you stay, here's a hotel plus this, plus this, plus. It's just like, go ahead is all I should say. Versus now I'm like, okay, can someone, you know, can I call a travel agent? Can I do this? Can I go online and log into And you know, so we gotta fundamentally rethink even those like small, nuances of, things that we do that can be automated out and AI is really, really good at doing something like this, right? Maybe I just explained an AI startup idea right now. Somebody should just start that. [00:07:29] Andrew Zigler: I think you did. Yeah, you definitely did. Someone, one of our listeners is definitely going to lift that off of you. I, I, I, you know, I hate being on the receiving end of those. You feel a little helpless and then you have to like, follow the whole flow. So I know what you mean. Like I, I like how you called out that the build and this like. [00:07:45] Andrew Zigler: Where speed is your moat and the innovation layer is protecting you, is what makes you better than your competitors. How you scale that and you bring that to market. So by understanding the problems that you're solving, uh, throwing away those older assumptions, but also [00:08:00] recognizing that like. We're building every single day, new things and new ways of using stuff that we're still figuring out the implications of. [00:08:08] Andrew Zigler: And so when you have a lot of velocity and you're introducing a lot of new ideas, and maybe you have that workflow now that automatically rebook your flight off of your late flight text message, and uh, I know I would certainly use it, but you know, what kind of philosophies guide the way that y'all think about building this ecosystem to manage that stability while letting folks. [00:08:29] Andrew Zigler: Play with the speed and the assumptions and the airplane re bookings. [00:08:34] Anush Elangovan: so, so I think, you know, we need to peel one layer down, right? and the philosophy is, Hey, we, we just discovered electricity, right? And you know what we're gonna do? We are gonna make motors, uh, or dynamos, right? Like engines. Uh, sure. We don't know if it's gonna be a Ferrari that you're gonna make, or it's a a a a dump truck. [00:08:57] Anush Elangovan: That's good for doing this. But let's [00:09:00] let, which is also required, right? You need a dump truck. You need a garbage truck. And, [00:09:04] Andrew Zigler: Yeah. You need the [00:09:04] Anush Elangovan: course you need, uh, a Ferrari for a midlife crisis, right? So, [00:09:09] Andrew Zigler: precisely. [00:09:10] Anush Elangovan: But, but my, uh, point is what do we build next? And, uh, and this is what I meant by like, okay, let's, let's take those baby steps to build the. [00:09:20] Anush Elangovan: Infrastructure that's required that we know we'll have to use, right? So, so if I just discovered electricity, okay, great. Now one, how do I save this electricity and how do I use it? So there's battery technology, so you need to do something like that, right? Like so. But then you also want to make it into an actionable thing. [00:09:37] Anush Elangovan: You want to make it for like automobiles, or you wanna use it for, you know, powering, uh, entire cities. So it is that transformational. So, uh, AI is that transformational. So, if you distill down, it'll, it'll come down to how do we think about, what we can do with this this fundamental technology that, We may not be aware of what it [00:10:00] is gonna unlock next, but at least you know the next step is clear, right? It's like a dense fog, you know, it's gonna be like, it, it's the right path. You see the light, but it's kind of like out there and, and the steps you're taking are concrete and you're like, okay, this is good. [00:10:16] Anush Elangovan: I, this is better than where I was or where we were. So we are moving forward. So you can build with the. Intuition from what you see in the short term and a tactical view, but towards what you think the future is gonna be. [00:10:28] Andrew Zigler: Right. You almost like we're all in this like fog of war, right? And like you said, you're reaching out and you're trying to step through it. You could think of it too, as like you're in the dark and your hands are up in front of you and you know that. You're, you're not gonna run your face into a wall because your hands are out in front of you, but you're not gonna maybe do much better than that. [00:10:45] Andrew Zigler: So that's kind of like, I think the eco, the, the industry, the world that we find ourselves in, uh, and we all have to, then this becomes the power of an ecosystem, of a group of people working together to create that layer of, [00:11:00] uh, of establishing the [00:11:01] Anush Elangovan: exactly. And I, I, I just, instead of, you know, saying fog of war I describe it as like, you're in this. Beautiful valley with like a morning, uh, fog that's in. You can smell the flowers. You, you hear the birds. You are like, okay, it's, we are in like, uh, utopian paradise and yes, I just need to like, continue the walk, right? [00:11:24] Anush Elangovan: and then move forward with that, conviction that you're in the right spot. [00:11:27] Andrew Zigler: Yeah. So let's talk about that ecosystem world. This nice, I love how you describe it, this grassy side of a hill in the morning that's covered in some mist and maybe we can't see 30 feet in one direction, but it sure is a beautiful hill and it smells nice. And so we're all here. And why is, in that world, why is. [00:11:44] Andrew Zigler: You know, open source, their strategic advantage that y'all are going for in the AI hardware market. And, and then how does like ROCm turn that into wins for people within that ecosystem? [00:11:56] Anush Elangovan: you know, the, the way we look at it is this, is kind of like how I view [00:12:00] AI and the ecosystem, right? But, but it is for everyone to enjoy. Uh, and so we do want to make sure that. You know, it is, uh, beneficial for everyone. [00:12:09] Anush Elangovan: The ecosystem can come in and, and innovate. It's an open innovation engine. and uh, it is very different from, you know, having a walled garden with, Hey, only I know how to do this and I'm gonna do it and throw it over the fence and you can use it or keep walking, right? So we'd like to be good citizens that way, but also. [00:12:30] Anush Elangovan: Uh, it is self-fulfilling in a way, right? Like it, the, the pace at which we innovate with open source is unmatched. Like, you know, our serving engines are like VLLM and, and sg l. Those things, uh, those frameworks are like super, super aggressive in terms of how fast they come out with features and how fast they can you know, get performant models out. [00:12:52] Anush Elangovan: And that compared with what, uh, you'd get from, you know, the likes of like T-R-T-L-L-M or something is always lagging, right? Because you [00:13:00] just can't keep up with you know, 200 commits a week just on one particular model to get that model really performant [00:13:06] Andrew Zigler: And, and, and in that world where, you know, everyone can enjoy the winds of this, what kind of customer stories or innovation stories have really stood out to you and excite you about building and creating this place for developers? [00:13:19] Anush Elangovan: Yeah. So I think the parts that are super exciting for me are when when we get to see a customer that is first skeptical. Then they start a little like, okay, fine, we'll give you a chance. Uh, we do a simple, uh, POC and then they're like, huh, this seems to work. Yeah, we told you it works. [00:13:42] Anush Elangovan: You don't have to change one line of code. Really? Yes, no need to change one line of code. Okay, let's try a production workload. So then they try it. Oh, you're more performant than the competition. Yes. We're more performant than, than the competition. So how much does it cost? And we're like, oh, it's your TCO is better with, uh, [00:14:00] AMD. [00:14:00] Anush Elangovan: So again, they're like, wow, okay, good. So now how do we deploy at scale? And then we go deploy it at scale. And when they give a thumbs up on that and they say, this is good, right? That's when you know, you, you see it go full circle from like, oh, we, we've never heard about AMD to like actually deploy to tens of thousands of GPUs In the order of a few months, right? It, it, it really is fascinating to see and very exciting and invigorating to [00:14:28] Andrew Zigler: Yeah. At like a great exposure to a lot of interesting problems. And, and then people using the infrastructure, the, the technology available to solve those problems. Really specific problems by the way, that's often why they're bringing their data and AI to it, uh, is because it is really specific and important for them. [00:14:45] Andrew Zigler: And there's a, a lot I think that other engineering orgs can learn and even emulate from AMD's success and, and having this open source ecosystem and it causing this acceleration within. You [00:15:00] know, uh, customers and enterprises that use and adopt the tools and, and, and that creates an advantage. And that goes back to why we're talking and like the real thesis of our conversation today. [00:15:10] Andrew Zigler: So how do you think engineering leaders that are listening to this and obviously tapping into this great success AMD has from an open source flywheel, how do you think other, other folks building in the same space can foster that open, first, that open source oriented culture in order to, you know, accelerate their innovation goals? [00:15:29] Anush Elangovan: Yeah, that's a very good question. So the startup that um, was acquired by AMD we, we built, I mean, we started off doing iot stuff and you know, smart ring and all that, right? But in the, the end of like, uh, and not the end, the last six years of the company was building ML compilers. [00:15:47] Anush Elangovan: And ml, ML compilers are like super, uh, complicated, sophisticated, advanced algorithms, dah, dah, dah. but it was all open source, right? So our VCs were like, wait, what do you mean your core [00:16:00] IP is open source? And um, the speed is the moat applied even then, right? It was just like, yes, if you have an idea that. [00:16:08] Anush Elangovan: Because someone saw this idea that you are, they're gonna be able to catch up, then you probably have the wrong idea anyway. But if they are, you know, you execute and they're gonna catch up, that you should assume they're gonna catch up. Right? So you gotta move forward. So keeping it open source is super important. [00:16:25] Anush Elangovan: But also to your question on like, you know, the learnings from an AMD standpoint, right? If there are, hard problems, I'd say dig in and work through it, right? Like there's no way but through it, right? That should be the simple mentality. And more, uh, frequently than not. you'll see that you'll just make it through in a, in, in good form. [00:16:52] Anush Elangovan: But if you doubt it and you're like, oh, I don't know if I should commit, if I'm, I, you know, what should just commit to do the right thing [00:17:00] every step, right? Every step, and just keep taking one step in front of the other. And in no time you'll see that you'll be running. Right. And, and yes, the first few steps will be like, yeah, everyone's complaining about your software quality. [00:17:15] Anush Elangovan: Everyone's complaining about this and that, and it doesn't work. And, and a few steps in, you know, you get, you get the hang of all the complaints that are coming in. You get the feedback loop. You're like, okay, what, what are you prioritizing again? One step in front of the other, right? You just keep knocking that out and then you get to a point where you're, it just becomes second nature, right? To do the, to do the right thing. And, and then yes, if someone gives you two options, you'll be like, fine. This is, uh, you know, there's always the resource trade off. There's always a human capital trade off, but what's the right thing to do? of course, I, I'm pragmatic about what we choose, but, but if the right thing for your long-term success is dig in, go first, principles, make it [00:18:00] happen. [00:18:00] Anush Elangovan: Well. Then just go for that. There's, there is no shortcut to [00:18:04] Andrew Zigler: acknowledging, you know, how it aligns with your mission, your core company goals, and what you're looking to achieve. And, and I, I love how you rightfully called out that in the open source world and you know, you have your technology that you've built, what you think is your moat upon, right? [00:18:22] Andrew Zigler: It's your code and, and to open source that, or to just make it where anyone could peer in is, you know. Scary in one regard, but two, it just kind of feels like you're handing away your throne room in some kind of sense, a very direct feeling sense. But the ultimately, you were really right to call out, and this is something I think about all the time, that the real power there is still the speed This the speed. [00:18:42] Andrew Zigler: That was the moat at the beginning of our conversation. It's the speed in combination with your. Very specific domain understanding of what you're building and what you're creating, and your new role as the steward of that world and how people plug into it, which [00:19:00] has frankly, a lot more influence and power than lording over a closed. [00:19:04] Andrew Zigler: You know, repository or an ecosystem, and like you said, like throwing things over the wall. Sure. There, there might be people always on the other side of that wall, but you're not gonna have a great connection with them. You're not gonna be able to really clearly understand them. I, I like your metaphor of the side of the field of the mountain a lot more. [00:19:23] Andrew Zigler: But, but in the, in this world, you know, where. That speed is, is the power and, and open source is just one way that you can harness that speed to get really far ahead and to innovate. , There's other parts of this equation that you can be experimenting with too, and I'd love to pick your brain about them as a software leader and, and, and one of them is about looking forward and kind of understanding that future that we're all building towards and beyond today's models and hardware. [00:19:48] Andrew Zigler: You know, what do you see as the next major bottleneck or opportunity in the AI compute space? As, as you know, enterprises and folks start to get a little more mature about what's available to [00:20:00] them. [00:20:00] Anush Elangovan: Yeah, I think, the bottleneck and opportunity is, uh, what I'd call, call walking the last mile of ai. Right. Uh, and like I I, I gave you an example, uh, previously, but, but it's similar to that. It's like there are cases where Humans have so many, uh, things to do in your day. You know, like the, if we sit down and actually had a customer focus like, okay, these customers lives, I'm gonna save four hours of this customer's life. And if you actually sit down and look at all of that, it'll be. Easily automatable, easily you know, uh, applicable, uh, for ai, right? [00:20:39] Anush Elangovan: Like, but then making it happen is gonna take a little bit, right? It's like maybe it's, uh, paying your utility bill, right? Or something like that, right? Or, or, your healthcare explanation of benefits. Uh, like, I'm sure you get an explanation of benefits, and I'm like, I, I don't even know what that thing is. [00:20:55] Anush Elangovan: It's just like EOB and like. [00:20:57] Andrew Zigler: it's a big, a big old PDF. Yeah, [00:21:00] exactly. [00:21:01] Anush Elangovan: Like, like, I'm like great straight to the, uh, shredder, right? And but that could be, you know, automated with the ai, right? It, it, it'd be like, Hey, the summary of this thing is you went and visited this day. Everything is okay. Everything is paid for, so don't worry, it's not a bill. [00:21:17] Anush Elangovan: That again, the same, uh, thing, but the sense of what that information overload is could be. Digested by ai, uh, accumulated over time and retrieved when you need it. Like, I don't, I actually don't even need to know this EOB right now, unless of course, whenever I need to know it, that maybe, you know, like for some benefits I need to figure out what do, what did I do over the past year and how do I apply it? Source:](https://image.24vids.com/tw-1994972575768727743/amplify_video_thumb/1994972220930621440/img/_5CCZJyz89oDfqQJ.jpg)
![My cousin, Jonathan Ord asked me to teach the Come Follow Me lesson to his mission yesterday over zoom. This is the video I did and the full text. Hi. I am Brad Smith. I have ALS, which is a really weird disease that kills the motor neurons in my body. That means that I lose the connections between my brain and my muscles. My mind is still running at the normal rate. So, I can understand everything you say to me, but I can’t respond very quickly! I am getting faster, though. Last November I was the 3rd person in the world to receive the Neuralink brain implant. So I am controlling this computer with my brain. This is my old voice, recreated by AI from just two hours of me talking to my phone. I have come to see ALS as a calling, and I am trying to magnify it. I used to talk easily, but now I have to choose my words carefully, because it is hard and slow to type what I want to say. I joke that the Lord gave me ALS to get me to shut up. Those who knew me when I could talk laugh the hardest. President Ord is my first cousin. So we share grandma and grandpa Smith. Our grandma Smith was a character. When she taught at church, she would put a sign up that read: “thus saith the lord:” so I will try to keep this within what the Lord has actually said, while trying to teach you to look at a basic principle of the gospel in a different way. Ironically, the first verse of Doctrine & Covenants 93 starts with “Verily, thus saith the Lord”. This is an amazing section of scripture, Jesus Christ telling us to step up and be better! You should study it often. I will start with a story. I asked AI to make a video to dramatically tell the story. During college, I lived in Damascus, Syria, for a semester. It was a fantastic and wonderful experience. I especially loved exploring the Old City of Damascus. The Old City is built around the huge beautiful Umayyad mosque. Within the walls of the old city is a maze of narrow, winding, confusing streets and one really long straight street, as Saul found out in Acts 9:11. One day when a group of us were trying to get through this maze from the mosque to the Christian quarter of the Old City, we asked a man for directions. He thought for a second, then pointed and said, “Go left and then right, and then left and then right, and then left and then right, and then left and right, and you’ll be there.” Aren’t those the most ridiculous directions you have ever heard? We could have ignored him. But, we thought, he did know the city better than we did. So, with some laughter, off we went. Left. Right. Left. Right. And so on until, much to our surprise, we popped out at our destination. Life is a confusing maze. We face difficult choices, unexpected events, surprises, sorrows, opportunities, roadblocks. The Lord has given directions on how to get through to where we want to go. Sometimes the Lord’s directions seem odd, and we may struggle with the decision to follow. The Lord will not force us. It is our choice whether to choose and follow him. Wasn’t that fun? AI is getting crazy! I will be much less entertaining for the rest, but hopefully the spirit will teach you something new. The phrase “keep the commandments” (or “keepeth my commandments”) appears at least 4 times in Doctrine and Covenants Section 93, in verses 1, 20, 27, and 28. There are other references, like “keep my sayings” in 52 and “obeyeth my voice” in 1. So, commandments are really important in this Revelation. I suggest that making the gospel a more central part of our lives depends largely on how we look at commandments. When you think of commandments, do you think “I can’t. I’m Mormon”? (That was a popular T-shirt slogan during my college years.) Although, with the recent guidance from President Nelson, it probably should be “I can’t, I’m a member of The Church of Jesus Christ of Latter Day Saints”. It’s a common reaction: “Thou shalt not do Cool Things.” People LOVE to focus on all the things we CAN’T do, as if we are trapped and deserve pity for our beliefs. No pity is needed. Commandments are opportunities, not constraints. Commandments are awesome! Allow me to illustrate. Imagine a spectrum between Good and Evil. Somewhere in the middle is “the Line” that divides Good from Evil. As a teenager, I wanted to know where the Line was, so I could get close to it without going over it. I wanted to be on the “Good” side but still be able to do as many “Cool Things" with my friends as possible. From my experience, I believe God gives us two types of commandments: 1) Get Back over the Line commandments and 2) Come Further into the Light commandments. Type 1, the Get Back over the Line commandments, could also be called “Misery Avoidance” commandments. They are designed to keep us out of misery or, if we’ve crossed the Line, to bring us out of misery and back into the Good side. These are generally commandments with a clear and defined point of success, such as “Thou shalt not kill.” You will know, at the end of each day, whether you have successfully followed that commandment. I think all of the Ten Commandments fall into this category. The law of Moses was very black and white. The children of Israel had been in Egypt without a prophet for a long time when Moses received the law, and they needed to work on the basics. So, if you follow the Type 1 commandments, you will refrain from doing things that make you miserable. You will know you are in the Good if you can answer the baptismal interview and temple recommend questions honestly and faithfully. If you can do that, you have taken the basic steps necessary to avoid misery and are on a solid foundation for the next type of commandment. Type 2, the “Come Further into the Light” commandments, are the really cool commandments. Once we are out of the misery category, we can really start to pursue joy. So, God commands us to do things that he knows will make us happier and more like Christ. These commandments are the principles of eternal development, such as “Love thy neighbor” (Matthew 22:39). There is no clear end to loving our neighbor—it requires positive and eternal progression. We can always love more, and we can always find another neighbor who needs our love. It is an eternal principle taught by Jesus Christ. And if we truly love our neighbor, refraining from killing him becomes pretty easy. It is through these commandments that we find joy in Jesus Christ. Elder Christofferson taught about this spectrum in the October 2018 general conference: “Most of us find ourselves at this moment on a continuum between a socially motivated participation in gospel rituals on the one hand and a fully developed, Christlike commitment to the will of God on the other. Somewhere along that continuum, the good news of the gospel of Jesus Christ enters into our heart and takes possession of our soul. It may not happen in an instant, but we should all be moving toward that blessed state.” Our goal is to go THAT WAY (toward Christ) as much as possible. So first, get back across the line and stop doing things that will make you miserable. Then make every effort to try and be like Jesus, to “love one another as Jesus loves you.” The gospel of Jesus Christ is more than just “not doing” stuff. It is about coming unto Christ, being perfected in him, and denying ourselves of all ungodliness. Discuss with your companion what commandments and mission rules are for “Misery Avoidance” and which are “Come Further into the Light”! And, remember, commandments are ALWAYS connected to huge blessings. The Lord promised, “There is a law, irrevocably decreed in heaven before the foundations of this world, upon which all blessings are predicated—and when we obtain any blessing from God, it is by obedience to that law upon which it is predicated” (Doctrine and Covenants 130:20–21). Whenever we obey any of God’s commandments, we will get the blessing associated with that commandment. Elder David A. Bednar said: “The gospel of Jesus Christ encompasses much more than avoiding, overcoming, and being cleansed from sin and the bad influences in our lives; it also essentially entails doing good, being good, and becoming better. Repenting of our sins and seeking forgiveness are spiritually necessary, and we must always do so. But remission of sin is not the only or even the ultimate purpose of the gospel. To have our hearts changed by the Holy Spirit such that “we have no more disposition to do evil, but to do good continually” (Mosiah 5:2), as did King Benjamin’s people, is the covenant responsibility we have accepted. “This mighty change is not simply the result of working harder or developing greater individual discipline. Rather, it is the consequence of a fundamental change in our desires, our motives, and our natures made possible through the Atonement of Christ the Lord. Our spiritual purpose is to overcome both sin and the desire to sin, both the taint and the tyranny of sin.” I LOVE this concept—and as I have paid attention, I feel like apostles are trying to teach us this all the time. Are we listening? Let me repeat what Elder Bednar said. He said that the commandments help us change what we WANT. Why is that important? Remember my teenage desires? I wanted to be as close to the line as possible so I could still look cool for my friends. That is a good example of the “tyranny” of sin. Even though I was not actually sinning (probably because I was afraid of my mother), I still had some small desire to sin. I said, “I can’t. I’m Mormon” with many dramatic sighs. Overcoming the tyranny of sin is getting to the point where the sin no longer looks remotely interesting or fun because we are too busy loving our neighbors and trying to be like Jesus. Elder Dallin H. Oaks said: “The Final Judgment is not just an evaluation of a sum total of good and evil acts—what we have done. It is an acknowledgment of the final effect of our acts and thoughts—what we have become. It is not enough for anyone just to go through the motions. The commandments, ordinances, and covenants of the gospel are not a list of deposits required to be made in some heavenly account. The gospel of Jesus Christ is a plan that shows us how to become what our Heavenly Father desires us to become.” This talk was given when I was on a mission, before most of you were born. It completely changed my perspective on the gospel of Jesus Christ. It is called The Challenge to Become” and I recommend that you study it. When the Lord says keep the commandments, he isn’t just telling us to stop sinning—he wants us to become like Christ and to have joy. Take a moment and think, Where am I on this continuum? Remember that none of us is perfect like the Savior, and we all need to lift one another. That is why we worship together. That is why we have priesthood quorums and the Relief Society, Primary, and youth organizations. The Lord taught us that truth when he said we all have different gifts: “To some is given one [gift], and to some is given another [gift], that all may be profited thereby. To some it is given by the Holy Ghost to know that Jesus Christ is the Son of God, and that he was crucified for the sins of the world. To others it is given to believe on their words, that they also might have eternal life if they continue faithful” (Doctrine and Covenants 46:12–14). The Savior is still WAY over there: a thousand miles away somewhere. That is why we have quorums. We all have a long way to go. Let’s link arms and run together. Let me finish by telling a story from my mission to support my testimony of Jesus. Years ago my mission president said something interesting: “Either the Church of Jesus Christ of Latter-day Saints is truly the kingdom of god on the earth... or it is the greatest fraud ever in history.“ It is audacious to claim to be the true Church of Jesus Christ—but let me explain exactly why I know that to be true. I always BELIEVED that I was raised in the gospel of Jesus Christ. My parents taught me well and I felt good following the commandments and studying the scriptures. That led me to serve a mission in Brazil. My turning point of testimony came when I was 20–at least 2/3rds through my mission. We were invited into a house in the “fundos” of a property—a small structure built behind a larger house. The man was polite and allowed us to share our message. As I had done hundreds of times, I shared the story of Joseph Smith, a boy who sought the truth through prayer. I recited Joseph’s own words in response to his prayer: “I saw a pillar of light exactly over my head, above the brightness of the sun, which descended gradually until it fell upon me... When the light rested upon me I saw two Personages, whose brightness and glory defy all description, standing above me in the air. One of them spake unto me, calling me by name and said, pointing to the other—This is My Beloved Son. Hear Him!" I felt the strongest feeling I had ever experienced—an undeniable confirmation that what I said was true. It hit me in a way I can never forget! I knew that Joseph Smith was truly a prophet, and therefore the Book of Mormon was the word of god. What about the man we were teaching? How had he responded to my life-affirming spiritual experience? He shrugged and politely thanked us for the message. I was stunned. I felt like the windows of heaven opened on me—and he felt nothing. I learned that receiving answers to our prayers is like tuning a radio: not everyone is on the right frequency. For some reason, the Lord decided to broadcast on my frequency that day. I received the undeniable confirmation that the Church of Jesus Christ of Latter-day Saints is true. I have built on that foundation brick by brick since then. And every time someone has challenged me on Joseph Smith, I go back to that day in Brazil. I know that he was a prophet. My life has been blessed in ridiculously good ways since then. As I have tried to follow Jesus Christ, great things have happened to me. Even my hardest and most frustrating times have turned out to have a purpose. God has upturned my best laid plans over and over. But I look back and realize that I could never have planned any better. With the prophet Nephi I say: “I know that [God] loveth his children; nevertheless, I do not know the meaning of all things." (1 Nephi 11:17) When I say that the Church of Jesus Christ of Latter-day Saints is true, that does not mean we have a monopoly on truth. I know Christians and Muslims who teach me to be better—and Members of the church who are far from disciples of Christ. We just have more truth: scriptures, living prophets, ordinances, personal revelation, and answers to many of life’s biggest questions! That is pretty cool. But we can’t be prideful about the truth we have. You have all probably met people to admire both inside and outside of the church. So, I am all in. The Church of Jesus Christ of Latter-day Saints is true—not a big fraud. And we are all trying to get closer to Christ. I know that Heavenly Father has a plan for me. Life has not been what I expected, but I trust him! I know that Joseph Smith is a prophet of Jesus Christ and that the Book of Mormon is true. This is “intelligence, or, in other words, light and truth. Light and truth forsake that evil one.” With that knowledge, keep the commandments! In the name of Jesus Christ, amen .](https://image.24vids.com/tw-1961133396144656751/amplify_video_thumb/1961127653798547458/img/nIvUNxNHuUcT9YLP.jpg)
![If you want to understand the Joe FlipperHead, Olivia Lamb, Karen Read and Aidan TurtleBoy Kearney chaos; FlipperHead (a guy named Nick from Philly) got confirmation Aidan recorded Karen Read. Then the recordings leaked. Basically, Olivia works for Aidan as a paralegal, now, but Olivia used to be close to Karen in the past (and Olivia and FlipperHead used to be close, as well, on a personal level). FlipperHead, for his part, is loyal to Olivia and Karen but FlipperHead doesn't like Aidan (much like other people close to Karen). Aidan, in turn, seems to be using Olivia to discredit Flipperhead (potentially without Olivia's permission). VIDEO TRANSCRIPT: [Opening remarks on social media and focus] Grant: [Lindsey Gaetani's] been talking about on social media, but let's get to that second. What I wanna start with—let me find the tab—I wanna start with the developments related to Aidan Kearney and Karen Read, okay? So we're gonna jump right into that, and what I have here is the actual discussion. Now, if you go on my X, you will be able to see the entire transcript. I'm gonna try to scroll with you as the video plays. It's a lot, okay? And then we're gonna do part two as well. So eventually, we're gonna hit part two of the transcript. I'm gonna pause, and we're gonna go to the second video. Now, this discussion—the reason why I wanna go over this—is I was listening to it, and I was like, "Wait a minute, I speak this language that they're all talking. I understand sort of the subtext of all of this, but they weren't really talking on the surface." It's a conversation between somebody named Chris, who Aidan Kearney calls a "koala," somebody named Joe Flipperhead—who's actually named Nick from Philadelphia, who was apparently close to a woman named Olivia Lamb, who is gonna come up in this as well. Now, Olivia Lamb did a lot of social media posts about the Karen Read and John O'Keefe trial on her profile on Twitter under Olivia. Now, then Olivia started—in a public announcement—saying that she started working for Aidan Kearney. And what you're gonna hear in this conversation is there's also a woman named—who else? There's a woman who's Australian that Aidan also knows named Lily. She introduces herself in the beginning, and then she's kind of the moderator-mediator. And then there's another woman that pops up in the middle named Erika Walsh. She only speaks two or three times. She's one of Turtle Boy's moderators. She interjects at two random times: one, when someone starts talking about Meredith; and two, when Aidan starts saying how bad the content of the conversation in question—that was allegedly recorded and sent to Karen Read, between Aidan and Karen—is for Karen. And then there's a third unknown voice that pops up at the end, who sounds like—it's a female, she's American. I don't know her voice, but it sounds like she's very close to Joe Flipperhead, this guy Nick. And she uses this phrase about Nick "leaving Olivia's ass" in a way that makes me think maybe this girl is close to Nick, and like, she got close to him after Olivia and Nick separated. Now you might say to yourself, "Oh dear God, why—first of all, Grant, why do you know all this?" These people post a lot; I don't know. Tracking this thing is something I've been doing for a while. So it's not like I went into it because I wanted to know who the hell Joe Flipperhead was, or Olivia Lamb was. They entered into a world that I knew a lot about because they were trying to cover this case. And so inevitably, I just had them on my radar, and when things pop up like this, I just connect the dots. [Background on Olivia Lamb] In terms of Olivia though—so she, I don't know. There was this weird situation, I think, at the end of trial one for Karen Read. So somewhere in—I don't know—late 2024, summer 2024 or so. Weird situation where Olivia kind of then, for a few months, wasn't around as much, or she was, but not as much. And then she came back around for Aidan and said she was working on his team or something. Now, Olivia—I don't think Olivia Lamb's necessarily a bad person. I think whoever she is, and whatever she's doing, is very intelligent. But if you kind of look into that family, her mom is named Christina Lamb, and her mom does boutique consulting for law firms. I think her mom might be a lawyer, but she doesn't really—I think the way that she does consulting is more like tactically how lawyers should think about how a case is presented in the public, et cetera, stuff like that. And you have to tie this into this Elizabeth Dombrowski person out of New York that runs this Good Counsel Legal Services that proclaimed that Jen Altman and whoever else were paralegals for Aidan. You see what I'm saying? And what I think Olivia's role is—I think she just does PR. She does some paralegal work clearly, but I think she's mostly like a PR specialist. But I think why there's so much obfuscation—and I'm giving you all this background, because the conversation you're about to hear makes no sense if you don't know all this background. The context there, I think, is that—I think Olivia is a person. Like, I think she is real. But I think the reason why there's so many smoke and mirrors is that she's a conduit for implausible deniability. In the world of public relations—especially this kind of public relations—is incredibly important. So I think she's like a conduit for more entrenched public relations interests, which—okay, fine. I don't see that as per se evil. I'm a critical theorist. So I study propaganda. So like, if you are doing anything that emerged from Edward Bernays's systemic weaponization of his uncle Sigmund Freud's study of the mass psychology of the mind—if you do any of that—you're inevitably gonna catch my attention. Not because I necessarily per se think it's evil, but because that's my wheelhouse. Like, I reconstruct public relations and then I figure out what's driving that. Okay. So she—Olivia—got on my radar because of that, not necessarily because she's evil. Same, because I never really saw it. Now maybe some of the witnesses in the trial would think differently, but that's not my role here. I am like—I'm an objective observer. And um, Olivia was never really cruel. Like she just does PR. So I wouldn't necessarily say like everything she did was like right. But if you look at her style, it's not polemical. It's not—it's mostly analytical. Okay. So that's not an aphoristic or manipulative or evil person really. That's a PR specialist. And this guy, Nick—very similar, Joe Flipperhead. Okay. If you look at his posts—like, I wouldn't exactly say he's a cruel human being, you know, like he memes and stuff. Okay. He's kind of like Dave Cullinane a little bit, but he's just like a human. And you can hear it in this conversation. Like Joe is the one who's really holding Aidan accountable. Joe Flipperhead—whose name is Nick—he's from Philly. And um, I noticed 'cause I watched the stream of them one time—I don't know—he seems all right. I don't have anything against him or Olivia. In fact, I think they did a damn good job, at least Joe. Because what you'll also see here is there's another subtext. What this conversation is about is an allegation that Aidan Kearney sent a recorded conversation to Karen Read—a conversation with her—and then someone—nobody knows who—sent the recording to Karen's lawyers, David Yannetti and Alan Jackson. Now, what's weird about this is that there's also—and I don't like, whatever, I guess it is what it is—but the host, one of the hosts, Chris, this Australian guy—he might be a New Zealander, I don't know. But anyway, he starts saying directly to Aidan, "Listen Aidan, you went to lunch with Meredith—this Turtle Boy's former girlfriend—but her name is Meredith O'Neill (Meredith O). She's a person; she has an existence outside of Aidan Kearney and whether—a lot of people, I think, rightfully so, will take issue with some of the things Meredith has posted. But that's for her soul to deal with. She has to reckon with it, reflect on it, whatever the fuck, okay? That's separate from; she exists outside of the fact that she used to date Aidan Kearney." And I just wanna make that as a blanket point that like Aidan Kearney does not own someone's soul because they had some connection to him at any point in time. These people are independent people who have their own lives. So Meredith O'Neill is her name. And Meredith—like, clearly something happened between Aidan and Meredith because over the past few weeks—like, first of all, there's some more subtext to this, which is Aidan's paralegal team before Olivia Lamb came on was Courtney Healy and this woman named Tina Murray. Tina Murray —I didn't even know THE NAME until two weeks ago—but I had seen her before because she had silver hair when she was in court one time. I had no idea who it was, but she was sitting next to Courtney Healy. Now, way back when Aidan Kearney was incarcerated in late 2023, early 2024—apparently these two women, Courtney Healy and Tina Murray, were very close to Aidan Kearney. Someone had his logins, allegedly. They were helping like post for him while he was in jail, et cetera. Now, there's time back to that as well. Jen Altman is a key figure in all of this. And the reason why is that Jen Altman was the reason that Aidan Kearney and Karen Read got hooked up initially through Natalie Wiweke-Bershneider or whatever her name is. Jen Altman was also among this weird group of people. It was Tina Murray, Courtney Healy, Jen Altman, I think, and maybe just them three, who had access to Aidan in jail on a paralegal list. And at one point, Tim Bradl, Aidan's lawyer, wrote down that Jen Altman was a lawyer. She got so mad that she messaged Bradl, and then those messages got leaked. So there's all this discontent brewing within Aidan Kearney's kind of like organization, if you wanna call it. I'd call it more like a—yeah, it's like a hierarchy. And like he's at the—it's like a politician almost, but he's not a politician. You have like a top person at the top, and then you have all these staffers, and you have to manage the staffers. That's what he's dealing with. And he's gotta keep everybody like in line because like at one person breaks—especially a key—all right, two things. One, there's a reason you compartmentalize information, and you're not gonna be able to get in these type of operations because nobody needs to know everything. If you did that, then everyone would be a weak link. The problem is though, in order to compartmentalize in a bureaucracy or a schema like this, you have to have some people who actually know what's going on. Those people are liabilities. They're weak links. If you have someone who is too close and they know how you compartmentalized information, they'll see the full picture. They're the weak link. That's Courtney Healy, Tina Murray, Jen Altman, Meredith, Lindsey a little bit. These people are the weak links for Aidan because they see the full picture, whether they are aligned with him, don't like him, etc. etc. It's just they're the biggest weaknesses for him because they see the full picture. That's why he tries to either control them—in my opinion—or destroy them. But Aidan's in a real tough spot here because you can't run that playbook on Karen Read. Clearly, these people are incredibly loyal to her. Flipperhead, Olivia, etc. They may have been helping Aidan, but they're incredibly loyal to Karen. Now, what I've always suspected is that the whole point of charging Aidan Kearney was—one, he did bad things to the witnesses in the retrial, Lindsey Gaetani. He did bad things allegedly. Okay, the grand jury indicted him. But I think Brian Tully and the MSP unit that investigated Aidan—they were more interested in two different goals. Okay, they had parallel objectives beyond just the criminal proceeding. One: get information about who the target of the federal probe was after August of 2023. And it was Tully's unit and Matthew Farwell related to the Sandra Birchmore murder coverup. Number two: I think Tully wanted—and Kate Peter and Marty Keach wanted—Aidan Kearney and Michael Morrissey wanted Aidan Kearney to flip on Karen Read. It was a pressure tactic. It was always just a pressure tactic. That's what I fully believe. Now, I'm not saying he didn't do bad things. I just believe in the mind of the DA—these people were using pressure tactics to get Aidan Kearney in a tactical position where he would flip. Why do I think this? Well, a few things. One: in the fall of 2023, between like August and November, Aidan Kearney didn't need an intermediary with Karen Read. Natalie was out of the picture, although I'm suspect, because there's this new text from Natalie from August saying that like she was still loyal to Karen Read—although ostensibly they had a falling out in June of 2023 because Natalie called Karen late at night and she was upset about it. I always thought that was BS. Now I know why it was BS because there's also a March 24 message about like Joe Warren and Natalie wanting to go to court. I just have this suspicion that Natalie was never really like against Karen. What Natalie was doing was using Turtle Boy as leverage with Karen's permission—using it's called a limited hangout. Limited information about Turtle Boy's culpability for witness intimidation to the MSP so that the MSP would trust Natalie—so that Natalie could relay information back to Karen about the ongoing investigation of Karen and Aidan for conspiracy under 2747 and witness intimidation under 26813B. Now they did try to eventually indict Karen on that in March of 2024 at No True Bill, but they can do it again. They got more evidence—the state in May of 2024 about Aidan saying in Facebook messages that one Karen told him not to go to Lindsey Gaetani's apartment on December 23rd, 2023, and then some other stuff—basically where Aidan was implying that someone told him to run Jen McCabe's license plates. Who would that be? Karen Read. He didn't say it but he implied it to Jenna Rocco and Amy D'Angelis and whoever else was in that internal chat that got leaked. So I really believe that the reason why Aidan Kearney was such a liability to Karen Read—and why she was saying it out loud—is that Karen Read always saw Aidan Kearney as vulnerable to flip. Why? Because Brian Tully did his homework—whatever his motives were—and he found a few things. And I think that him and Kate Peter profiled Aidan Kearney. That's why Kate Peter had some role in this—because they thought Kate Peter should really like Aidan in a lot of ways because he used to be colleagues. Two: I think the state police thought she saw his psyche—Aidan's psyche—and could help them profile him. Three: I think Kate Peter is very hard into the world, and Tully and those other people in the unit could say like, "Yeah, we're worried about Birchmore; we got to do damage control here. Nothing's really wrong with the O'Keefe death investigation," and just—they're going to find out about Birchmore—and Kate would go along with it. That's my opinion. But Tully gets this video of Aidan that he had sent to Lindsey—and it's out there on the internet. I don't want to play the content; it's sad. But this is why I think this is what was in the prosecutor's mind when they were going—and the MSP's mind—when they were going after Kearney. Yes, he did bad things—especially to people that knew the DA and Tully like McCabe, Jen McCabe, etc. But also Aidan was an Achilles heel for Karen. Think about MSP, right? And the way we're analyzing Aidan's weaknesses via weak links in the compartmentalization chain. Okay, flip it around and think about MSP thinking about Karen. What's a weak link in her compartmentalization chain? Aidan Kearney. Now, in that regard, Aidan Kearney—if he flips on Karen Read—guarantees a conviction for Karen Read for the state, even if they can't get her on John's death. It was a backup plan. Second to that, I think though—it's a dynamic situation—and that something must have fucking happened recently. Okay, and I've long thought—and we'll read Lindsey's post on this later because she was talking about it on Twitter overnight, and I was reading it this morning, and it made me think about this—I've long suspected that Kate Peter made a deal with Aidan Kearney in the past like 6-8 months. And the deal was involving the Norfolk DA and the people prosecuting Kearney, and the goal was to get Kearney to flip. And I also think Kate wants Kearney in the Netflix documentary that she's working on with Gretchen and Sandpaper—which, they don't really understand. Like, bro, you think you're getting my footage and me if you're going to enable Kate Peter and try to portray her as the Charlotte of the internet? What planet are you on? No. No, the answer is no. But anyway, I really believe that this deal was made because why else—and I think Karen found out about it—because why else would Karen—[we're going to—the conversation is going to clarify all this]—why else would Karen on Friday authorize Joe Flipperhead to release information that confirms that Aidan recorded Karen. Now, why Karen is not going to do this if she didn't hear the fucking recording? She's not a moron. She's a tactical genius. I'm telling you—I don't necessarily agree with all the things she's done. I personally think she's responsible for John's death, but like—she's a fucking tactical genius. And you have to understand in some sense—like she wouldn't do this unless it's real. Like someone sent her that recording, and I don't believe Aidan Kearney sent it to intermediaries because if Meredith is the closest person to him—or was—in the world, and he's going to lunch with her and will only play it for her allegedly—okay, there's no way in hell that he would just send it to people. I believe—whether through a fake account or otherwise—Aidan Kearney sent that to Karen's lawyers. That's just my opinion. I think there's strong reason for him to do it. It's a message. Okay. As a result, I think Karen Read doing this had to sense that this was the moment—like this was the moment where the decision was going to be made about whether or not he cooperated. And now is Aidan's kind of like signal flare that I'm thinking—from Karen Read's perspective—Aidan sending that recording to Jackson and Yannetti is a signal flare that if she doesn't act now, he's making the choice to flip on her. Okay, well, what did she just do? She in essence just put him in the worst position possible because he had to be able to—him and Kate Peter—had to sell the narrative in public that—and this is why I was on Lindsey's profile earlier. Let me see if I can bring that up—him and Kate Peter had to sell the narrative in public that Karen was worse than Aidan Kearney. All right, so let's take a look at Lindsey Gaetani's post here. Let's read this first and then let's look at the post from Kate Peter. So Kate Peter post last night: "Karen Read has killed a man before and to my knowledge, Aidan Kearney has yet to do anything like that. Take that as you will. Regardless, they're both giant DBAGs, but you can decide who is worse. My vote is Karen Read." That's Kate Peter—one of the closest people in the world right now to Brian Tully, Michael Morrissey, and the decision makers who were initially prosecuting Kearney—telling you in plain sight what's going on. So let's read Lindsey's post: "Yes, we already know a deal was made a long time ago. How cute of Kate trying to win over the turtle riders after she pretended she was still trying to put him in jail the past several months. Does anyone of the turtle riders know who Christine Gagne is? I have no idea who that is. Does anyone know who that is? That's the woman Kate Peter blamed for wiretapping charges with TB and the person she blamed when I asked her where her deleted Google Drive went with the state's evidence. Why would Kate blame this woman for deleting evidence when this woman's name was never mentioned during the grand jury or in a single email or police report? Interesting." Well, wait a minute. Wait a minute. Wait a minute. So we know Kate Peter was providing evidence to the grand jury. We know that from the recently released court documents and discovery in the Kearney criminal case. Why was—why is Kate Peter blaming someone? Who is Christine Gagne, who—why is Kate blaming her when Kate was the one who was—there's evidence that Kate was directly providing this material to Tully, who was taking it to the grand jury. And by the way, I want people to understand: my anger here is not because Aidan Kearney was prosecuted. I think he should be held accountable. My anger here is because the people prosecuting him had ulterior motives. Lindsey Gaetani didn't have an ulterior motive. She was victimized. She was an unwitting pawn in this proxy war between Karen and the DOJ—Karen and the DOJ and Aidan on one side, and the Norfolk DA and the MSP unit on the other. But instead of trying to prosecute Aidan, it was all tactical. And nobody was told—that's the worst part. And that's why I'm so upset about all of this, because it was a disgrace. It was a disgrace to the process. If you're going to hold someone accountable, do it. You don't use it as leverage to get someone else. And if you're going to do that, be open with the people who are victimized. Otherwise, you are going to build resentment. Why would you ever want to be in a situation where you have to handle a victim? Because if they were made aware of what was actually going on, they would be upset. That is a very prime example—on its face example—that something is very wrong. Not because Aidan Kearney is absolved of liability or because I think he did nothing wrong. Absolutely not. No. Other way around. But because that kind of behavior—given impunity basically, because there's a larger fish—it's an abuse of prosecutorial discretion, not because the prosecution exists. In my opinion, a grand jury indicted him; he should be prosecuted. That's what happens when indictments get handed up. But because the aim of the prosecution was not to seek justice—it was to get—it was to pressure Kearney to flip on Karen Read. [Transition to the conversation] Now, to bring this all back—because we got to go—I want to look at this conversation here. I want to actually listen to this chat a minute. I'm going to explicate; I'm going to try to tell you what happens. "Hi, Bunny Towel. Hi, Christina. No haircut. But guess if you want to send donations—today's a good day for that. We got to get Towel to the end of the month. Towel's not going to be able to move very much for the next few days. So I could use some food if you want to send me some gift cards. I just need some help. All right. I'm a little towel. I got a lot going on. And anyway, so I'll—I'm sitting in my chair. That's as much as I can do right now. I can talk; my brain works. I can sit in my chair. I'm not doing anything else, but I should eat at some point. Anyway, so we're going to listen to this conversation because you have to think of all that background when you're analyzing. Why right now? Okay, why would Karen Read tactically right now burn Aidan Kearney? Aidan Kearney supporters are very loyal, but a lot of Aidan Kearney's base are becoming alienated because either they care more about Karen Read than Aidan Kearney or because Aidan Kearney's been on this weird tear recently where he like been attacking middle-aged women who are most of his fans. All right. Most of his fans are middle-aged women. And he goes after people's looks like whatever. So there's already this alienation happening. I believe the only reason Karen Read does this right now is because what it did—and what it's doing to Aidan Kearney—is it's decimating his support. Okay. Well, why are you decimating his support? Why are you forcing people to pick sides? Why would you do that right now? Either [he] cooperated or he's about to. All right. Now Karen Read—if she was—here's my read of this—if Karen Read was just going to cooperate, she wouldn't have done this this way. Okay. I'm sorry. It would have been completely different. I don't believe that she would have done it this way. I believe she would have done it a completely different way. And the reason why I believe that—we're going to read the text from Karen before we start listening to this. By the way, you can see I have the video here for you. What happened? By the way, just to give you a little more context. So this X Spaces that we're going to listen to—I have the full 37-minute X Space. This X Space, okay—it was before the text messages from Karen to Joe Flipperhead got released. So what you have to realize is these texts you're seeing on the screen got released because of this conversation. You're going to hear Joe Flipperhead say it.](https://image.24vids.com/tw-1972809333571502470/amplify_video_thumb/1972808166204137472/img/XOOS2z0jZvC0WHzY.jpg)