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๐Ÿš€ Weโ€™re hiring! Staff Scientist / Postdoc โ€“ Tissue Clearing & 3D Image Analysis (m/f/d) (LMU Munich) Are you a great fit, or do you know someone outstanding, please reach out ๐Ÿ” If you want to at the frontier of whole-organ / whole-body 3D imaging, and help generate truly...

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Ali Max Erturk

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PHOTON COUNTING CT is NOT a better CT It is a NEW imaging modality Photon Counting CT (PCCT) represents a transformative leap in medical imaging, not only as a molecular imaging modality but also as a technology offering ultra-high resolution and functional imaging capabilities. It is fundamentally more than just an enhanced version of traditional CTโ€”PCCT introduces new ways of seeing and understanding the human body, providing critical insights at the molecular, structural, and functional levels. This positions PCCT as a unique imaging modality that requires a fresh approach to technical implementation, operational workflows, and financial planning. Despite the larger upfront investment, PCCTโ€™s ability to drastically reduce downstream healthcare costs makes it a highly valuable investment in the long run. 1. Technical Innovations โ€ข Molecular Imaging and Energy Discrimination: Unlike traditional CT, which simply measures the total absorbed energy, PCCT counts individual X-ray photons and differentiates their energy levels. This allows for precise molecular imaging, revealing the composition of tissues and materials at a biochemical level. By distinguishing between different tissue types and contrast agents, PCCT opens up new diagnostic possibilities, such as identifying molecular biomarkers in tumors or distinguishing between stable and unstable plaque in coronary arteries. This capability shifts the focus of imaging from purely anatomical to both anatomical and molecular, offering more comprehensive diagnostic information. โ€ข Ultra-High Spatial Resolution: PCCT features significantly smaller detector elements compared to conventional CT scanners, allowing for ultra-high resolution imaging. This means clinicians can visualize fine structures such as microcalcifications in arteries, small lesions in soft tissues, or the intricate architecture of bones. This level of detail was previously unattainable with traditional CT. When combined with molecular imaging, this ultra-high resolution allows for the precise localization and characterization of disease at very early stages, which is essential for early diagnosis and intervention. โ€ข Functional Imaging Capabilities: PCCT also excels as a functional imaging modality. By capturing energy-resolved information, PCCT can provide insights into tissue functionality and dynamic physiological processes. For instance, it can detect changes in blood flow, tissue perfusion, and oxygenation without the need for additional contrast agents or scans. This functionality allows for real-time assessment of physiological processes, making it particularly valuable in cardiology, oncology, and neurology for evaluating organ function and monitoring disease progression. โ€ข Reduced Noise and Artifact Reduction: Photon-counting technology dramatically reduces electronic noise and imaging artifacts, such as beam hardening, resulting in clearer and more accurate images. The ability to deliver ultra-high resolution images with minimal artifacts improves diagnostic accuracy, reducing the need for repeat scans and ensuring that even subtle abnormalities are detected. 2. Operational Considerations โ€ข New Workflow for Molecular, High-Resolution, and Functional Imaging: The integration of molecular, ultra-high resolution, and functional imaging into routine clinical workflows introduces complexity that requires adaptation. Radiologists and technicians need specialized training to interpret and analyze multi-energy datasets that include molecular and functional information. PCCT produces a vast amount of detailed data, requiring clinicians to adopt new imaging protocols and refine their diagnostic approaches to fully leverage its capabilities. โ€ข Post-Processing and Data Management: PCCT generates richer, more complex datasets, which necessitates advanced post-processing tools and data management systems. Existing PACS and imaging software may not be equipped to handle such large volumes of data or to process functional and molecular information effectively. This means healthcare institutions must invest in robust IT infrastructure, including upgraded software and storage solutions, as well as provide additional training for staff on new imaging analysis techniques. โ€ข Revised Clinical Protocols: The molecular, functional, and ultra-high resolution imaging capabilities of PCCT will likely prompt changes in clinical protocols. For instance, the need for contrast agents may be reduced, simplifying patient preparation and decreasing the risk of adverse reactions. Additionally, the ability to monitor physiological functions in real-time through functional imaging could lead to more dynamic diagnostic procedures, such as assessing the effectiveness of interventions or treatments in real-time. 3. Financial Impact โ€ข Higher Initial Investment: PCCT systems are more expensive than traditional CT scanners due to their advanced technology, which includes photon-counting detectors and the computational power required for high-resolution, molecular, and functional imaging. While this upfront cost is significant, it is crucial to view it in the broader context of the downstream benefits and cost reductions that PCCT offers. โ€ข Downstream Cost Reductions: Although the initial capital investment is higher, PCCTโ€™s ability to combine molecular, functional, and ultra-high resolution imaging leads to substantial reductions in downstream healthcare costs. Its superior diagnostic accuracy minimizes the need for follow-up tests, repeat scans, or invasive diagnostic procedures, such as diagnostic coronary angiographies. For example, in cardiology, PCCT can precisely differentiate between types of coronary plaque, reducing the need for invasive procedures to assess risk. โ€ข Lower Overall Healthcare Expenditures: By enabling earlier, more accurate diagnoses, PCCT can reduce the overall cost of patient care. Early detection of disease, particularly through its molecular and functional imaging capabilities, allows for more targeted treatments, potentially preventing the need for more aggressive and expensive interventions down the line. For instance, early-stage tumor detection via molecular imaging could lead to less invasive treatments, reducing hospital stays and improving patient outcomes, ultimately driving down healthcare costs. โ€ข Increased ROI Through Enhanced Patient Outcomes: Over time, the combination of molecular, functional, and ultra-high resolution imaging enhances diagnostic precision, which translates into better patient outcomes. Improved diagnostic accuracy reduces the incidence of unnecessary procedures, minimizes treatment delays, and results in more personalized and effective care. This leads to increased patient satisfaction, better healthcare outcomes, and greater patient throughputโ€”all factors that improve the institutionโ€™s return on investment (ROI). โ€ข Competitive Advantage and New Revenue Streams: By adopting PCCT, healthcare institutions position themselves at the forefront of advanced imaging technologies. The ability to offer molecular, functional, and ultra-high resolution imaging creates a competitive advantage, attracting more complex and high-value cases. This can boost the institutionโ€™s reputation for excellence in diagnostics, leading to increased referrals, new patient populations, and expanded revenue opportunities. Summary Photon Counting CT (PCCT) is not just an evolution of existing CT technologyโ€”it is a molecular, ultra-high resolution, and functional imaging modality that fundamentally transforms the diagnostic landscape. Its ability to capture detailed molecular data, visualize minute anatomical structures with ultra-high resolution, and provide real-time functional imaging opens new possibilities for earlier and more precise diagnoses. While the financial investment in PCCT is larger, the reduction in downstream healthcare costs through improved diagnostic accuracy, fewer unnecessary interventions, and earlier disease detection far outweighs the initial expense. For institutions committed to advancing patient care and improving long-term financial outcomes, PCCT is an essential investment in the future of medical imaging. The video attached shows a patient accessing the Hospital for ACS. PCCT can provide ALL the imaging information of the concurrent imaging modalities (CXR, CAG, Echo, CMR) that you see around it... that's a lot! #PhotonCountingCT #MolecularImaging #UltraHighResolution #FunctionalImaging #FutureOfImaging #AdvancedMedicalImaging #EarlyDiseaseDetection #InnovativeCT #CuttingEdgeHealthcare #PrecisionDiagnostics #HealthcareInnovation #MedicalTechnology #CostEffectiveImaging #NextGenCT #PatientCareRevolution

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11,820 Aufrufe โ€ข vor 1 Jahr

Sundial has raised $23M to build the analytics platform for the AI era! Our work is personal to me (though many have asked: Why? Aren't you into intuition and taste and experience which is ultimately unmeasurable?) But hear me out: I love building, and I have a deep respect for it. Making something people love is one of the hardest and most humbling endeavors. The art comes down to making high-quality decisions, which comes from an obsession with the cliffโ€™s edge between customer understanding and product capability. You need to know whatโ€™s working and what isnโ€™t. Thatโ€™s why data matters. Data is *information* about how reality works. At Sundial, we live by the mantra: diagnose with data; treat with design. What does masterful decision-making look like? It comes down to 3 things: 1. extreme alignment 2. shared curiosity to unpeel deeper and deeper layers of truth 3. urgent execution The very fact is that good intuition and taste comes from data internalized across many, many reps. Yes, reality is infinitely more complex than what can be measured. But measuring gives us a better grasp of reality. Alas, using data well is like learning a new language. It requires years of skill and context building. It's easy to misuse, whether misguidedly or intentionally. I know this all too well. Mastery requires everything from how to break down an ambiguous question, to fluently reading triangle charts and dense tables, to remembering the specific name of a specific column using a specific dialect of SQL. Too many people, like me, regularly feel frustrated by a) how long it takes to get answers b) how to draw the right interpretations c) how much noise I have to wade through to find actually actionable insights. Instead of greater confidence and quality, we get conflicting signals, cherry-picked facts, and analysis paralysis. Sundial is our attempt to solve those problems. Weโ€™re bottling up opinionated intelligence to guide decision-makers towards faster and more confident decisions. We envision a world where *everyone* can be their own expert analyst. Sundial uses AI and expert analytical techniques to make insights accessible to every decision-maker. Exemplary analysis takes the listener through a story. Data should speak the language of business, not the other way around. Sundial is also smart in the ways youโ€™d expect of an AI-native tool. Itโ€™s not just about looking up data (โ€œWhatโ€™s India ARR last month?โ€), which has become table stakes; rather, Sundial can also tackle deep, complex analysis (โ€Why did ARR decline? What are my levers?โ€). In a crowded landscape of fragmented data toolsโ€”dashboards, notebooks, ETL systemsโ€”Sundial brings it all together into one intuitive platform. We believe this era of AI will see teams doing far more with less, and moving faster than ever before. Our mission is to build the data brain for the next generation of AI-powered companies. We're thrilled to be backed by dj patil at GPVโ€”the first U.S. Chief Data Scientist and coiner of the term "data scientistโ€, alongside industry luminaries like Amjad Masad, tobi lutke, Fidji Simo, alex schultz ๐Ÿณ๏ธโ€๐ŸŒˆ, Shishir, Ruchi Sanghvi, Avichal - Electric ฯŸ Capital, Drew Houston, Howie Liu and firms including Sequoia Capital, Tribe Capital, Sunflower Capital, Unusual Ventures. The best part of building Sundial is the people we get to work with. Funding announcements are nice and all, but what really fuels us is the feedback and growth trajectory of our customers. Thereโ€™s nothing better than working on interesting problems with people you like. Onward! (P.S. Weโ€™re hiring for AI engineers, data engineers, and data scientists in the Bay Area -- DM me if you resonate with our mission, love dissecting big problems down into smaller ones, and appreciate the consistent practice of craft.)

Julie Zhuo

128,986 Aufrufe โ€ข vor 1 Jahr

Just in $AMD Anush "Speed is the moat"|ROCm๐ŸŽ™๏ธ 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:

Mike

14,195 Aufrufe โ€ข vor 7 Monaten

What a year. ๐Ÿš€ 2025 was the year ChainOpera AI turned vision into real momentum: building a community-co-created, community-co-owned AI agent network and pushing the boundaries of what decentralized, collaborative intelligence can look like. ๐Ÿš€ Biggest highlights from 2025 โœ…- AI Terminal officially launched: We unveiled the ChainOpera AI Terminal as a unified gateway to decentralized AI, making it possible for anyone to interact with powerful, decentralized LLMs without technical friction. Positioned as the โ€œbrowser for the DeAI era,โ€ the AI Terminal marked a major step toward making decentralized intelligence accessible, usable, and mainstream. โœ…- AI Terminal adoption at massive scale: Momentum followed quickly. The AI Terminal surpassed 2M registered users and consistently ranked top 3 among all apps on the BNB AI DappBay, validating strong productโ€“market fit and real, sustained usage at scale. โœ…- Announcing Coco: the worldโ€™s first community-owned Super Agent: We introduced Coco, the intelligence layer that sits between users and the agent network. Coco dynamically routes each request to the most efficient, community-built agentโ€”optimizing for quality and speed while rewarding the creators behind the best-performing agents. This was a defining moment in realizing a truly community-owned intelligence layer. โœ…- From agents to a living agent network: With the launch of the Agent Social Network and Super Agent architecture, ChainOpera AI moved beyond isolated agents toward a collaborative system where humans and specialized agents coordinate, share context, and solve complex, multi-step tasks together. โœ…- $COAI breakout year: The listing of $COAI across major exchanges shocked the market, and throughout the year COAI consistently remained among the top AI-native crypto tokens by visibility, activity, and community engagement โ€“ reflecting growing confidence in the long-term vision of collaborative intelligence. โœ…- Global presence: ChainOpera AI around-the-world tour: ChainOpera AI went global in 2025, sponsoring and participating in major AI and Web3 events across North America, Europe, and Asia, including ETHDenver, Consensus Toronto, Token2049 Singapore, ETHCC, SBC, and Devcon. These global touchpoints helped us engage directly with developers, builders, investors, and partners worldwide, accelerating adoption and positioning ChainOpera AI at the center of the emerging AIxBlockchain movement. โœ…- Community momentum at scale: Community remained the heart of ChainOpera AIโ€™s growth. We successfully completed three seasons of structured community engagement, executed a widely participated community airdrop, and ran multiple ecosystem-shaping campaigns to incentivize builders, creators, and early adopters. These efforts strengthened alignment between users, developers, and the protocol, laying the foundation for a durable, community-owned AI ecosystem. โœ…- โ€œAI for Marketsโ€ taking shape: We laid critical groundwork for AI-native market intelligence, including the launch of PrediMarket Agent and multiple trading and analysis agentsโ€”early building blocks toward an AI-driven ecosystem for crypto and DeFi markets. โœ…- Building in public, with the community: Across product launches, research milestones, ecosystem discussions, and global events, we continued to build openly to bring developers, users, and partners directly into the evolution of ChainOpera AI. This year also marked the launch of the ChainOpera AI Foundation website, formally kicking off a bold Ecosystem Fund designed to empower builders, incubate high-impact projects, and accelerate the growth of a truly community-owned, collaborative AI ecosystem. To every builder, user, and supporter who helped make this year possible: THANK YOU! ๐Ÿงญ What weโ€™re excited about in the coming year ๐Ÿ”น- A Stronger, Denser Agent Economy (everyday adoption + cross-chain reach): In 2026, we are scaling the Agent Economy from growth to daily usage, with more agents, richer workflows, deeper multi-agent collaboration, and higher-impact use cases that users rely on every day. In parallel, we are expanding the agent network beyond a single ecosystem with cross-chain execution and interoperability, allowing agents to access the best liquidity, data, and opportunities wherever they exist. ๐Ÿ”น- AI Market Infrastructure Evolution: Building on PrediMarket Agent and our growing suite of trading and market-intelligence agents, we are advancing toward a mature AI market infrastructure, where agents continuously monitor, reason, simulate, optimize, and act across crypto, DeFi, and beyond. The goal is to make complex markets more accessible, more transparent, and more intelligence-driven, turning research, decision-making, and execution into a fast and reliable loop for everyday users. ๐Ÿ”น- Ecosystem Acceleration through the Foundation: With the ChainOpera AI Foundation and our Ecosystem Fund and Co-Creation Grants, we are doubling down on empowering independent builders to expand the protocol, the agent network, and the underlying infrastructure, so the community can co-create, co-own, and scale the ecosystem together. ๐Ÿ”น- Business Expansion and Market Penetration: In 2026, we will focus on expanding ChainOperaโ€™s reach through strategic partnerships, product-led growth, and new paths to monetization, bringing AI agents to a broader global user base and driving sustained adoption, engagement, and revenue, while staying aligned with community ownership and an open ecosystem. 2025 was the proof. 2026 is where it compounds. ๐Ÿ”ฅ Co-Create. Co-Own. COAI.

ChainOpera AI

17,007 Aufrufe โ€ข vor 6 Monaten

Iโ€™m recording this about 17 minutes before I hop on a zoom call so whatโ€™s your watching here? Itโ€™s a lot of what youโ€™re watching. I think most importantly what youโ€™re seeing is me having a good time and enjoying myself Iโ€™ve been really paying attention to that you know I can be so formulated formulaic strategic just because of you know the muscle memory of being an artist and a professional that sometimes I forget to you know, laughing and have a good time so the top of the year has been very consistent. You know we talked about the optimism you have come January 1 here we are in March. Iโ€™m not sure the date but weโ€™re in March now almost in the first quarter and Iโ€™ve been working every single day. Iโ€™ve been living every single day but two weeks ago I got sick and I donโ€™t know if it was allergies or whatever or something that was just going around because a few of my collaborators also was out and are still out to this to this day but everyoneโ€™s good everyoneโ€™s getting rest but that break really jolted me and scared me just how when I take the weekends off to go and live I always have this thought of when I go back on Monday do I still have it? Am I still in that mode that Iโ€™ve been feeling? the answer to that question is yes and I say that to say thereโ€™s this Producer, who I found on TikTok just because I love keeping my ear to the streets. Itโ€™s not good on the back and you shouldnโ€™t keep your ear to the street for too long because itโ€™ll make your back hurt, but itโ€™s worth the pain. I promise you, but I found this Producer and the captain was. Iโ€™m making a beat every day and if I miss a day I quit and I sell all of my equipment. Iโ€™ve been in the search of just new production. Iโ€™m looking for a new bounces of drums and I feel like the youth is where itโ€™s always gonna be at. I take pride in pointing at people who may not have the experience or anything yet but that doesnโ€™t mean that you you donโ€™t have what it takes to change the world or the Sonicโ€™s so I reached out to trippy and I told him yo Iโ€™ve been looking for help on drums and swings Iโ€™m gonna nerd out for you but like Iโ€™m kind of getting tired of hearing the snare on the two and four or a repetitive high hat patterns and what I seen when I seen trvpyyy post well what I heard rather with someone who was taking liberties and swings and bounces, so I shot my shot in DM them got his number and we hopped on a FaceTime call and he told me his name was trippy and immediately I started smiling from the inside and out because I have a friend by the name of trippy who very early on took the chance to say yo I like what you doing I want you to get a front seat of what itโ€™s like to be a superstar and also what itโ€™s like to show love and be a friend and pour into someone so recording this now healthy me and Jason are back in the gym. We had a very strong week I had a very exciting week of being outside and just being with friends and loved ones Lotta late nights but we make sure we still get up in the morning and hit our 3 mile run or our leg days, upper body or full body . The weekends are usually my time to rest and live, but Iโ€™m recording live now from the studio excited and ready to play and Jam just because I genuinely love what I do thereโ€™s a lot Thatโ€™s about to happen in a great way actually coming up this week and Iโ€™m excited for that but Iโ€™m even more excited to have a great time and just have a blast Iโ€™m so thankful Iโ€™m so present. Iโ€™m so appreciative of the life that I lived. I love that I get to speak these things and it gets transcribed in a text but I mean every single word. I love you and Iโ€™ll see you later, Playboy itโ€™s about to be a fun week.

Mr.Mrs

37,555 Aufrufe โ€ข vor 4 Monaten

Tlon Messenger is now open to everyone. We built a simple and infinitely flexible platform for you to use AI agents with your friends. We think itโ€™s pretty amazing, we love using it every day, and we want to see what people can do with it. So weโ€™re opening it up to the public. Itโ€™s fun and exciting to build the future of personal computing in an informal, chat-based way with your friends. (You can skip the rest and just download it from the link in the next tweet if you want.) If you donโ€™t want your digital future to be owned by a giant company but you want to explore whatโ€™s possible in this new era of agent-driven computing, you should try using Tlon. But wait, what is it? Tlon is a messaging platform built 100% open source, decentralized and owned by its users from the ground up. With Tlon you own everything: your data, your workflows, your programs: the whole thing. Think of it like Telegram or WhatsApp that you own forever and you can freely customize. Every Tlon account comes with an OpenClaw-powered bot. (Donโ€™t worry, we safely run OpenClaw for you in our infrastructure so your bot canโ€™t go off the rails. Youโ€™re also welcome to host your own claw if you want maximal control.) We use our bots to collect research, build nuanced daily briefings, collate data from all our disparate services. Tlon makes it insanely easy to use OpenClaw by simply installing an app from the app store, we let you keep your data and programs independent from any app or model provider, and provide the canvas to explore whatโ€™s possible. Whatโ€™s most interesting for us is using bots together. On Tlon bots can create groups, augment them, moderate them, invite others and freely engage with both users and other bots. Tlon is an open playing field unlike whatโ€™s possible on conventional platforms. So, what do we do with Tlon? First and foremost, we run Tlon on Tlon. Bots coordinate data from all of our services (Linear, GitHub, all of our servers and infrastructure) and handle alerts, briefings and help us track down bugs in place. Having all of this easily synced between a desktop client and a mobile app is quick and convenient. We use bots to research new areas of work or interest. Bots can compile trees of notes, use different models to evaluate them, and then add on autoresearch-like automations to go even deeper. Since Tlon bots can freely switch between models and providers, we often pass research to Anthropic, OpenAI and self-hosted models to see different results. The most fun part of using bots as researchers is doing it together. โ€œPut together short (~500 word) notes on the 10 most popular open source messaging protocols of the past twenty years, put them in a notebook inside a group and invite Corrina, Walt and Bill as well as their botsโ€ is a good example. Together weโ€™re able to move more quickly than we would on our own. Many of us also use bots to keep track of all the separate threads of work in our personal lives with close friends and family. Someone built a system for keeping track of their garden across time, someone else built a system for prepping lunches for their daughter and sending recipes to family members. Another team member built an integration that tracks what flights are passing overhead so they get a push notification every time a plane goes by. Many of us quickly communicate with our bots via voice memo when weโ€™re out and about. Having a single interface to all the models that also holds all our data and is in our pockets feels great. Especially when the data goes into a single archive. Why is Tlon different? Every Tlon account runs on top of your very own personal server. If you ever want to download it and run it yourself, you can. If we ever go out of business, itโ€™s yours to keep. This is very different from anything that already exists. You canโ€™t keep your WhatsApp forever. You canโ€™t keep your Telegram forever. Tlon is an archival-quality system thatโ€™s yours to customize. Why did we build it? In my 1999 imagination, sitting in front of a CRT somewhere in the California countryside listening to Underworld and the sound of a modem, a connected computer was an engine of unending creative potential for everyone. When I was a teenager, a computer with an internet connection felt like an infinite expanse of possibility. Not only could you use the computer to find new tools to experiment withโ€”you could also build whatever tool you could think of. It seemed like anything was possible. I looked forward to a future where everyone could build whatever software they needed, whenever they needed it. It turned out, in the intervening twenty years, that to build and customize software you have to both write code and host it on a server somewhere. For most people, so far, that has been impossible. Instead of controlling our software, our software controls us. We rely on others to build it and decide everything about it: how it works, looks, how much it spies on us and how long it lives. But all of this is changing, fast. The hottest programming language of 2026 is English. People with no technical experience are building their own tools. Itโ€™s incredible. The expanse has opened up again. The cost of building what we think of today as software is headed to zero. What yesterday was an entire app is rapidly being replaced by a conversation. The result is hyper-specific, tailored to the user and much more efficient. Today, agents help us build workflows, automate processes and pull together disparate sources of data. All of the annoying apps and services and clunky interface weโ€™ve put up with can just disappear. We can now program and control our computers in the programming language we already know: English. There arenโ€™t that many of us doing this yet, though. Itโ€™s still far too hard to set up, to distribute and to trust. Thereโ€™s also no single platform to experiment on and collaboratively imagine this new future of personal computing. We want everyone to be able to build bespoke, ultra-personal software on demand. We think software should be as available and accessible as a pen and paper. We think anyone should be able to enjoy the expanse of possibility that the computer provides with the lowest possible barrier to entry and the highest possible quality. So, starting far, far too long ago, we engineered a whole new system for it. Just for you. Weโ€™re opening up Tlon Messenger to a limited number of people each week. This isnโ€™t for exclusivityโ€™s sake, but because weโ€™re running infrastructure for you and your agent, and covering the tokens your agent uses. That can get expensive quickly, but we want to learn what people will do with this new system weโ€™ve built. Weโ€™re really curious to see what you can do, so give it a try and tell us what you invent. Download link to your local app store in the next tweet. Yours, Galen (and the rest of the Tlon Team)

Tlon

598,595 Aufrufe โ€ข vor 28 Tagen

Check out our latest #Earth2 #creation the #MotorwayMarauder๐ŸŒโœŒ๏ธFrom #ConceptArt to #gameready, gives me #MadMax & #Terminator vibes - love it! Some #IMPORTANT things to remember about #Earth2 #drops leading up to #E2V1๐Ÿ‘‡ 1โƒฃAcquiring #skins is completely optional 2โƒฃ Notably, the #skins we drop leading up to the #E2V1 release will more likely have a โ€˜Limited Supplyโ€™, something that rewards our early supporters with increased rarity. These Limited Supply drops will become less frequent in the future being replaced with drops of unlimited supply but restricted availability requiring Players to wait for a skin to become available in the skin store or hope to acquire it via game play inside #E2V1 3โƒฃ Our goal is not to have these early #skin drops sell out during their maiden release, but rather provide an opportunity for our early supporters to secure skins they like at a discounted price with the welcoming guarantee of an all time Limited Supply. 4โƒฃ Most of the early #skin drops will naturally allow #Players to resell them, but importantly many will also be assigned with a once ever discount rate. #Skins that have Future Price Reduction assigned with โ€œNoโ€ means that if the #skin does not sell out on its maiden drop and subsequently gets listed in store again at a future date, #Earth2 will never resell that #skin at any discounted rate. 5โƒฃ #Earth2 is building a modular clothing system, meaning that most items of clothing, especially if sold separately, will be interchangeable on avatars making them more useful and giving the #Player more ways to mix up their outfits, look the part & express themselves. 6โƒฃ The version of the skin you see in store is the base version you receive with the skin, however, there will also be opportunities to tailor outfits in game allowing for the adjustment in fabrics, prints, colours and more (be prepared for a little legwork though, unless you want to take your clothing items to another #Player who specialises in tailoring). 7โƒฃ #Earth2 is proud to have uniquely designed the #skins you listed in our store & it is important to remember that these #skins are the end result of a long and stringent internal character pipeline we have developed. Each skin starts from concept art which is reviewed and iterated on numerous times before being approved. Once approval is given, it is handed to our 3D modelling team for sculpting into high poly, then low poly, while receiving numerous reviews and adhering to our pipeline protocols. When the low poly version is finished, the 3D team then finishes with UV mapping and texture baking and runs their own QA process. Once the entire 3D sculpting process is approved, the models enter the skinning, rigging and weight painting process and are then passed to the animation team for further testing with various animations and another set of QA such as minimising clipping and identifying any other potential flaws in the model. The model then needs to go through the final process with a game developer to ensure it passed the final tests and is game ready for #E2V1. 8โƒฃ The above steps only represent a light explanation of our character and clothing pipeline, but as you can see weโ€™re not simply selling static concept art images or a high poly 3D model that lacks any kind of optimisations resulting in little chance of it ever being game ready in its advertised state - there is a lot of work that takes place in order to get these skins to the stage our #Players see them in the video footage. Each skin sold helps support different parts of the development of Earth 2 providing us with new opportunities to further expand our team, speed up development and keep stepping closer to our short and long term goals for #E2V1 and #Earth2. 9โƒฃ We understand that fashion will become a big part of the #Metaverse, but we want to remind people that while some #Players may decide to set rules for certain skins being required for access or a ticket to entry under certain circumstances, from #Earth2โ€™s perspective these skins are for cosmetic purposes only. ๐Ÿ”Ÿ These skin drops also give #Earth2 the chance to show off our ability and versatility in avatar creation and accessories so even if youโ€™re not keen on picking up a skin, remember to have fun and simply enjoy the progress! Also take heart every time you see a #skindrop, if the #E2V1 pre-alpha was not launching this year I wouldn't be dropping skins. We want to have at least some diversity for #avatars inside #E2V1 from the early stages! #Earth2 #Metaverse #Skins #Fashion #Collectibles #3DWorld #WIP #prealpha2024

Shane Isaac ๐ŸŒ2๏ธโƒฃ

19,007 Aufrufe โ€ข vor 2 Jahren

Here's a devlog made by an anonymous Chinese fan replicating the surprisingly brand new technique that I developed for detecting asteroids which wound up being so powerful that it can easily track Stealth Fighters from over 100km away even when itโ€™s only using three $30 webcams as sensors meaning it easily outperforms all modern stealth tracking techniques in precision, range and cost. And while this demo is using optical light, this same technique which I call pixel motion to voxel projection, can be used interchangeably with thermal infrared cameras to work at night and also majorly boosts the effectiveness of radar allowing you to track fighters much more effectively through clouds and over the horizon. This technique will also always eventually give the exact location of the target even if the image is blurry as those blurs will always average out from the different perspectives into revealing the precise location of the target in the voxel grid. There is definitely a Mandela effect with this technique as it feels as though it should already exist, especially because at first as it sounds like it is performing triangulation (which has existed for years and is what we do for mocap and tennis ball tracking). But triangulation is entirely separate to this as triangulations only works if you have already identified where the ball is in a 2D image because youโ€™re able to rely on being able to use at least 2 separate high quality cameras which are much closer to the ball making the ballโ€™s apparent size much much bigger and therefore gives you hundreds of pixels to work with which makes it much easier to use object recognition techniques to recognize where it is in the image aka in 2D and then youโ€™re just using the other cameras view to project out lines which intersect in 3D to find out where the ball is in 3D. The major difference is that pixel motion to voxel projection allows you to find where the object is in 3D without having already found it in 2D which is an unbelievable difference as it allows you to use much lower quality cameras together to accumulate data together into 3D space. If this seem like it doesnโ€™t mean much then what it actually means is that you donโ€™t understand what Iโ€™m saying as what Iโ€™m saying means a LOT in practical terms as it means you go from having to use an imaging system that has to be able to image the object to the point that it is over a hundred total pixels in surface area to have enough data to recognize it to instead be able to use something that is only images the object to be 1 pixel in surface area and only changes the brightness value by 1 value every now and then. Iโ€™d recommend an amazing video by DST studios called โ€œLowlight cameras canโ€™t defeat stealthโ€ if you want a great video which goes over the difficulty of even using telescopes to recognize stealth fighters and why this is so impressive compared to other techniques and ironically it is what inspired me to realize the asteroid tracker I was working on actually could do this. Which brings me to the point that if this wasnโ€™t a new technique then not only would there be at least one example of an asteroid survey that points distant telescopes at the same place at the same time in order to be able to add the light together to detect asteroids which as I was shocked to learn isnโ€™t a thing despite the fact that it would make detecting asteroids trivial by comparison to modern 2D imaging while also having no impact on the normal scientific operations of those surveys other than small changes to scheduling. But there would also be an example of a drone tracker that uses this instead of using the aforementioned high quality zoomable telescope which has to be able to zoom in close enough to be able to recognize a drone. If you want to tell me that this is something that already exists give me an exact example of a product that uses it, not the general outline of a concept that you think it is, the actual product and then also tell me the asteroid survey that uses distant telescopes that point at the exact same place at the exact same time because I can guarantee that if you google what you think uses this you wonโ€™t even find the steps of subtracting the images from each other to get motion and will definitely not get the added step of projecting that motion into a voxel grid (It would blow your mind if you found out how Xbox kinect cameras work.) Also I want to make it clear, Iโ€™m not saying you should just use web cams to do this, Iโ€™m just using them as an example to show you the power of this in reality you would probably want to use 5 high quality zoomable thermal cameras which pan across the sky in sync with each other which due to using lower frequency are much less prone to the Rayleigh scattering that scatters visible light at 150 or so km away and again, you can also use this to majorly upgrade radar. Pretty much all of the problems you could think of for this are incredibly easy to overcome if you apply even a small amount of brainpower into fixing the problem. And yes, this gives you the exact location down to the meter of whatever you are tracking even if the image is blurry as those blurs will always average out to the exact location down to the meter in the voxel grid. Which is what makes this technique so powerful since the cost of adding each camera to The network grows linearly while the rate at which each camera gives more information grows exponentially due to the increasing unlikeliness of all of them having more movement in the same place. And given the size of the cameras it really wouldnโ€™t be that hard to hide and network these cameras together in other countries and on sea buoys to know where planes are everywhere in the world. Which brings me to the point that I personally really donโ€™t care about the military uses of this technology, if all it could do is precisely track stealth fighters then I wouldnโ€™t have cared enough to work on it, I could have used any of the many other life saving techniques as the subject of the video, stealth fighters just sounds the most clickable and the scale of the problem is more intuitive to most people and if I did use any of those as subjects for the demo it would inevitably result in the stealth fighter technique being figured out anyway and all of the other uses are so useful that I don't think anyone would reasonably complain about the upside. The real purpose of this video is that since this is a new technique that hasnโ€™t been used to detect stealth fighters despite the billions we have spent on that, then what else can you apply this to that could go on to improve billions of peopleโ€™s lives that you or others are working on. For example this also allows you to majorly improve the effectiveness of cryo electron microscopy and CT scanners. This part also is kind of hard to explain as it also sounds like it exists but again, when you look through all of the places where you think it is being used you will find that it wasnโ€™t. What Iโ€™m saying here isnโ€™t that this is a Radon transform or gaussian splat or whatever, Iโ€™m saying that this is able to get new information that wasnโ€™t being accessed before due to the added information about depth you get from the correlation of movement between each perspective which adds to the information that you already have. This allows you to directly subtract foreground and background objects as well as noise faster than you would be able to before and works better than super resolution for your images since super resolution wonโ€™t remove foreground and background objects like this does and instead just scales up target, foreground and background objects indiscriminately. And while with enough data Radon transforms or other scanning techniques would eventually get you a correct answer this will get you there a lot faster since those are mostly averaging techniques which average out noise whereas this gets you the ability to directly subtract noise. Iโ€™m not expecting you to think that this would do anything but if you try it for yourself you will find that it does majorly improve your ability to perform 3d scans. Again, cryo EM is a field where you would expect this technique to exist but when you look through all the papers on the topic there is no mention of tilting the grid slightly in order to be able to change your perspective slightly on the order of the feature size (if you tilt the grid then you only need precision on the order of an arc minute to do this) and doing multiple exposures from multiple different known tilts and then using those difference images to correlate depth from motion. In fact, in cryo EM you would normally want to do the opposite of this and have your exposures all taken from the same grid angle and just use the variations in how many of the same proteins are oriented in order to be able to scan them for a 3D model but this will generate you far more data faster. There is so much information that I canโ€™t really explain in text so if you have any questions such as why this hasnโ€™t been made before then they will most likely be answered in the video I originally posted which I have added to the end of the first Devlog for your convenience. And again, pretty much all of the problems with the technique can be fixed with a little bit of brainpower, in reality you would probably want to use 5 high quality zoomable thermal cameras which pan across the sky in sync with each other which due to using lower frequency are much less prone to the Rayleigh scattering that scatters visible light at 150 or so km away and again, you can also use this to majorly upgrade radar.

ConsistentlyInconsistent

50,687 Aufrufe โ€ข vor 10 Monaten

I'm pumped to announce that DFS Mastermind is officially LIVE! I know I teased it some and showed it off but the pre-launch is over and now we buildโ€ฆ The journey is just getting started and some of you have already joined in on the project with me. Thank you so much for your support! The early feedback is strong and has been that this concept of premium DFS evergreen content on demand, so to speak, where the community helps create and impact the content/ideas is a game-changer. So, what is DFS Mastermind? It's a passion pursuit project I created for all those that want to take DFS more serious with focus on the new topics and trends, review/application, information and education. All while collaborating with others that have that same curiousty and hunger for more knowledge! This includes content like: โ€ข Process/Strategy videos watching over my shoulder and listening as I explain my exact process across different sports and bringing in others that excel at sports Iโ€™m not as skilled/experienced with. โ€ข Case Studies/Review videos learning how I review and apply certain concepts I pick up from other top players and for other DFS sports. โ€ข Exlusive Interviews with DFS players - both professional and casual to learn more about their history, journey and see what we can pick up and learn from their past, lifestyle, mindset etc. โ€ข LIVE Events where we hop on a Zoom call together to collaborate and discuss topics around DFS sports, strategy, process, game theory, along with Q&A sessions etc. All this and MORE! Thereโ€™s also a private Discord for reflection/collaboration before and after events and to discuss new content releases, share thoughts and ask questions that are sparked from watching/listening to them. Everything releases in both audio and video format, so you can take it in your own way, on your own time. If you miss a LIVE Event, itโ€™s recorded and available for playback at your convenience. A completely new, innovative way to see things. Along with the ability to impact the content you see via the community-controlled content aspect! Important to note, this community wonโ€™t give you any projections, picks, plays, tools, data etc. (See Ship It Nation ๐Ÿš€). It will instead give you evergreen knowledge and insight on topics many DFS players struggle with daily. A way to learn at your own pace and be part of collaborations with other DFS players of all skill levels. No matter what DFS sites youโ€™ve been with or are currently at, this community is a great add-on for you. Thereโ€™s something you can take away and apply across all the things Iโ€™ll cover because the community is helping decide it, proving a majority wants it! My mission is to help others get better at DFS and continue to grow the game we all love! Even if it does tilt us heavy at times! If youโ€™ve ever enjoyed any of my work, this is a way to help ME, help YOU! This also helps the entire community. Join US: I truly appreciate if you can reply and/or help share this post. Thank you! Any questions, just shoot me a DM. I read all replies and respond to all DMs! P.S. I'm also offering a couple bonuses right out of the gate: 1.Most know I love a good giveaway, so why not kick things off with one of the biggest Iโ€™ve ever done! ๐Ÿ‘€ Anyone that joins the journey and supports will get entered into a draw on Dec. 23, 2024 for 1 $3,333 Ultimate Main Event Millionaire ticket on DraftKings, taking place Dec. 29, 2024. 2.When I first kicked this project off publicly, I asked thousands of DFS players to send in topics/questions they struggle with. Thanks to the 350+ that sent in questions, as it helped me create: DFS MIND MAP: TOP 10 TOPICS, TIPS, TRICKS & TIDBITS This is a 3hr30min Masterclass that everyone receives when they join the community. Iโ€™ll show more on that tomorrow but itโ€™s a HUGE value to get you started and youโ€™ll be part of the early group that receives it! ๐Ÿง ๐Ÿงฉ๐Ÿ’ก

Tyler Tamboline

60,031 Aufrufe โ€ข vor 1 Jahr

The most epic 13 minute AI rant I've heard in 2026 PS: My parent's heard this when I was playing it in the car and thought Jason โœจ๐Ÿ‘พSaaStr.Aiโœจ Lemkin went OFF like Stephen A Smith does on first take PPS: Full transcript below [17:00] Harry Stebbings: I I just wanted to ask Jason, if the people that we want are fundamentally different, the developers that we used to hire, we don't because AI writes the code for us. The marketers we don't want, the sales people we don't wantโ€”who who do we want genuinely? Like what is the attractive profile? Because your Anthropicโ€™s and your OpenAIs are hiring, so so what are the people that we want in the companies of the future? [17:18] Jason Lemkin: Look, I know it sounds trite, but but the answer is simple. It's just the expression each year changes. We want folks that are genuinely AI fluent. It's pretty simple. Now you know, maybe last year we called them prompt engineers, right? That used to be a job. I don't know if you remember that actually used to be the hottest job on planet earth. Now no one needs a prompt engineer because it's pretty easy to prompt all these tools. That job died. Okay. Um and now we need go-to-market engineers. Um I think that job's going to die. We needโ€”everyone needs so many forward deployed engineers. Like you can't hire enough forward deployed engineers. But uh you know um but Palantir just announced in whatever their their big their big eventโ€”they've gotten their deployment times down over 90% with forward deployed engineers. So that may becomeโ€”so the this wave of disruption for the titles and the specificity, it's also exhaustingly accelerating. But it's really simple. You meet anyone for any roleโ€”sales, marketing, engineering, product, QAโ€”they're they're either they're either they can't keep all of the ways they use AI to accelerate their job from spewing out of their mouth, or they're staring at you. It's there's nowhere in the middle. Like, and the person that comes in and saysโ€”it's it's it sounds Captain Obviousโ€”but like, you know, you just had the whatever from Lovable, the the marketing head that was super popular on the show, right? She's just spewing AI-native insights into Lovable, right? It's not that complicated. You hire her, Elena, or whatever it is. You just hire her. It doesn't matter whether she's still in college or a junior or a senior or a middler, a left or right. And honestly, if you interview people, I would say of all even of the best startups I've invested in, maybe 30% of the management team meets this standard at best. 30%. Maybe less. And of the interviews I do in general, it's single-digit percents. It's just and in in that sense, it's the same as ever. Like you either lower the bar in hiring or you hire someone that's actually great. And someone that's actually great is so far ahead of you in how to apply to to employ the efficiencies of AI in their role, your jaw falls on the table. The difference is we used to need warm bodies. That's what's changing. We used to need warm bodies to answer the call, to do QA, to do code review, to to get the blue pixel to go from the upper left to the lower right. You laugh, but you need you literally needed to brute force this with humans. With AI, every day that goes by, the AIโ€”you do not need brute force human beings on your team. And that's another reason they're shrinking. Why are all these new companies so efficient? They're just not brute forcing things with humans. They're just not. They're choosing not to. And so these teamโ€”all the brute forcers out thereโ€”everyone talks about how bloated teams got in 2021. I don't agree with that. I think they got as big as they needed to be when growth was high and you needed humans to do everything. All you look at these teams that that doubledโ€”well if growth continued at 60% like the rate in early 2021 for 5 years or can help me do the math and every single thing a software company did required a human. You were understaffed by your 2021 headcount. You'd be sitting here in 2026. You every office in SoMa would be triple packed and you there wouldn't be enough humans to staff your company. It's just the world changed. [20:33] Harry Stebbings: Jason, you live on the bleeding edge. I think me and Rory see that and I think the world sees that when they hear you every week in terms of how you run SaaS. For all of the CEOs and execs who listen to the show, what would you advise them in terms of determining whether someone is AI fluent when they meet them for jobs, for talent? [20:51] Jason Lemkin: Here's I realized I was just asked this. I just did a review with a super fast startup growing just crossing 100 million and I was asked this question. And one of my favorite executives, I thought his answer was pretty dated and because he gave me an answer that was about 6 months old. The answer 6 months old is: "I look for folks in my team, I look for you know at what tools they play with." Okay, that was a great answer in like summer of 2025. Okay, I tried Lovable last week. Okay, the answer in 2026 is: "What commercial AI tool have you brought into your organization this month?" That's the test. Anyone that is on the bleeding edge that you would want to hireโ€”now there are so many great products in the market. Okay, there is no excuse in any role to have not brought one tool a month into your organization. Okay, thereโ€”now there's going to be better and better tools and better and better products as the year goes on. What's the one you did? And you will see folks with their deer in the headlights to this question. What what sales tool? What marketing tool? What product tool? What engineering tool? What did you bring in? Why did you pick it? How does it working? Because if you're at remotely at the cutting edge, you're all over this. You're looking for the next agentic tools that will radically improve how you do business. This isโ€”you think everyone thinks SaaS is at the bleeding edge, right? You know, you know, all we do is we're just looking for the tools and trying them. Okay? Okay, we're one year ahead of everybody else because we did the simplest thing in the world. Like we tried the tools early and we trained them. We trained them for a month. Okay, I'll give youโ€”want hear a horrible example from this week? Super hot AI company valued at 6 billion. Okay, I'm not going to name it. Um, this week yesterday told us we had to quadruple what we spent on their product. Okay, their agent told us, right? And why did this happen? Okay. Well, at this $6 billion company, no one had trained the agent on its pricing properly. No one had tested it. They said, "Well, well, we've been in beta." And we said, "Well, when did the beta launch? A year ago." Okay, these are people asleep at at the wheel. You want somebody who the instant this comes up, they exactly know what the issue is. And "Hey, when I was at Lovable Replit, we trained the agent. This is how we did it. I brought in this tool. I brought in this tool that that Rory invested in last week. It solved all these issues." That's what you want to hear. And if they haven't brought in a tool in the last 30 days, at least deeply evaluated it. I don't really care whether they bought it, but gone so far down the funnel they can tell youโ€”pick whatever tool: Fixie, Regie, GC, AIGCโ€”I don't care how you went through it, you looked at it, you can tell me the eight ways it would improve the productivity of your business and three you didn't. Just don't hire that person because they're going to run your company to the ground. This is the job today. The job today is not to screw around on ChatGPT and to be a prompt engineer. The job today is to bring the best AI and agentic products into your organization and leverage all the hard work that the engineers have done building those products. That's your job. You don't have to screw around. You don't have to be a prompt engineer anymore. You have to be an agent deployment expert. Aโ€”this is the new job we're making up today. An Agentic Deployment Expert. That's your job from C-level to junior. Agentic Deployment Expert. Don't hire anybody else. You're going to regret it. They're going to stare at the camera. He's good. Stare at the camera. He's honorable. We could probably just I could slip away, get a coffee, and come back. No. And I I sound exasperated, Rory. And Iโ€”but the reason I am is I can just see I can see my best companies doing it. And I can see some companies I've invested in not doing it. And I want to cry. I just want to cry when they have no ADs on their team. I justโ€”like you're flushing your years of your life down the toilet by not approaching your how you're building this company this way. [24:33] Rory: Yes. And at the risk of being positive, it's worth pointing out two things he didn't say. Well, something implicit why he saidโ€”Jason didn't do the only hire, you know, he didn't commit the um employment law, I think it's a civil penalty of saying only employ people below X who get the new new thing because he implicitly said anyone can do it provided you're willing to learn. And I think that's the big aha that's one of the positive statements to make here right? Look and I think it appliesโ€”I'm always wary of being "Hey, coming across, hey this this is the things that you all have to do." I think it applies to everyone including investors right? I mean I will say I have found that unless you're willing to invest the time learning these tools you actually shouldn't be investing in them. One of my partners Andy had this expression: "You know, if you decide you want to stop learning new things you probably should retire within 6 to 12 months and never write another check again." Maybe that's down to 3 to 6 months at this stage, right? And I think, you know, it'sโ€” [25:27] Harry Stebbings: Yeah, I actually I actually had a meeting with mine and Jason's biggest investor the other day and Iโ€”pretend he's not hereโ€”I said I think he's the most equipped investor for this generation of investing because I don't think anyone quite sits at the bleeding edge like he does on the investor side. [25:42] Harry Stebbings: Why in terms of using the equip stuff? Yeah. Yeah. In terms of using the stuff, understanding understanding bottlenecks, constraints. For sure. [25:51] Jason Lemkin: But can I just add one point? We can just cuz it's so important if it helps people. Okay, we areโ€”and thank you Harry. We're going through these phases. Okay, and when AI started to blow up for real for us, uh call it early 2024, right? Maybe late '23, I wasn't equipped. It was too technical. I wasn't going to go in and figure outโ€”I wasn't smart enough to figure out how to deal with a massively hallucinating LLM API and turn that and turn that into something magical. Kudos to investors and others that that got it in early '23, '22. I mean I remember Iโ€”I guess it was maybe SaaStr Annual '23. I was with David Sacks and I did a Q&A and I said, "How you thinking about AI at Craft?" He's like, "Well we're all in. We want 80% of '23 of investments to be AI." I'm like, "Great but like show me the show me the great ones in market." He's like, "They're all prototypes. We're all they're all they're all proof of concepts but we're all in anyway." That's where you kind of had to be in '23 if you weren't investing at like the LLM level. Okay, I wasn't smart enough. Then we went through this weird-ass prompt engineer era where like you you could torture these products to do something good, right? But you had to torture them. You had to like craft these crazy things that made no sense. Now we are in the era where mere ordinarily smart generalists can make these tools do magical things. And literally I go to these meetings and people be like, "I don't know how to like this is so scary. I don't know how to do this." And we show them our backends. Do you know how to do a workflow generator? Do you know how to do a a decision tree? Like we've been building these since software in the '90s. Okay, if youโ€”I can show you all of our agents. The how they work is novel. They do have to be trained. You can't be lazy and have these agents work. But honestly, the the UI, the UX, the way we interact with them, it's just software. And so my point is: Pick yourself off the ground. This is your time now. If you felt lost in AI era, if you felt like you're behind, you don't understand what all these people are saying on X and Twitter and their Claude and and their and talking about all the 4.6 point Nano point and it's overโ€”like you just it's not your world. This is your time. This is your time for the generalist that knows how to use software tools really really well. And Iโ€”this is my last point but it's so important. If ever in your recent lifeโ€”and this is why you could be all you need to be is young at heart to Rory's pointโ€”if in the last three to five years you have successfully deployed a piece of enterprise software of any sort you yourself, not some agency you hired, but if you have deployed it, you can deploy any agentic tool. Any. And you can become the hero in your company and you can become the hero in your functional area. But I watch folksโ€”I'm literally helping a company now that they're adding hundreds of sales folks this year with a new pre-IPO COOโ€”he's not hasn't brought in a single tool, totally scared of it. Okay, it's not that hard. Did you use SalesLoft? Did you use Outreach? Did you use HubSpot? Do you know these tools? If you can deploy these tools, you can deploy a world-changing AI agent. And so this is the time for people like the folks that that were shut out of the AI revolution right now. The generalist folks that are not that know how to deploy software that don't even know how to build software. Like vibe coding for me was folks who knew how to build software, but you didn't have to be an engineer. Now, you just need to know how to deploy software to win with AI agents. That's all you need to know. So many people have these skills and they're petrified of AI. "How did you do that? How did you deploy an AI BDR?" Well, we bought a piece of software, we figured out how it worked for a day, we set it up in an afternoon, and then and then we did spend 30 months training it, which you didn't do with this old software because in the old days, we just had to manually upload all the data, right? And there was no training. The the only non-intuitive part is training these things. And it's it's it's just work. So that's why when I see folks on the management team not doing this, there's no excuse. You do not need to be technical to win with AI agents in Q2 of '26. You do not need to be even 1% technical. Not at all. So it's your time. Or you're going to get laid off. Or you're going to get laid off because you're not going to matter.

Arjun Mahadevan (Mr. LLC ๐Ÿ‡บ๐Ÿ‡ธ)

37,533 Aufrufe โ€ข vor 3 Monaten

I vibe coded and built a sprite animation pipeline ๐Ÿ› ๏ธ (Day 22 of making the engine+game) โฌ‡๏ธ Watch the video if you don't wanna read the wall of text - it directly shows what I do. Shoutout to Jidรฉ โœจ for showing me a paper on black/white combination to get alpha, it's the cleanest method yet, and to Cursor for enabling this entire journey. If you prefer the wall of text here you go: The hardest part of using general image models for 2D sprites isnโ€™t getting a nice-looking frame, itโ€™s getting consistent motion across a whole sprite sheet. You can fake a sheet, but frames wonโ€™t align, timing drifts, and you end up with weird artifacts. Even if you manually cut frames + interpolate, the animation often looks โ€œoffโ€ because each frame is basically a new interpretation, not the same character evolving over time. This is especially noticeable with public API models like gpt-image-1.5 and Nano Banana. Some custom LoRAs for open models exist, but this is intended for less techy folks. My workaround: use a video model first, then post-process into a sprite sheet. Render the animation over a solid background (white/black/magenta/green), then chroma-key it out (my engine tool supports this). If the motion stays inside the silhouette, this works surprisingly well. You can do this in almost any video editing software too! The catch: keying almost always leaves an โ€œauraโ€ (edge spill). My best results come from interpolating the keyed animation with a clean base sprite, so you keep crisp edges and only โ€œborrowโ€ motion/detail where needed. If the animation extends outside the silhouette (tree branches, hair wisps, foliage), I usually skip โ€œtrue sprite animationโ€ and do it with shaders instead. Keying canโ€™t fully remove halos there, no matter how much feathering/tuning you do. Another annoying issue: pixel corruption. AI rarely generates a perfectly flat background (pure #000000 or #FF00FF). That tiny noise breaks clean extraction and creates crawling garbage pixels around the subject. For clean base sprites (and even PBR maps), a useful trick is generating the same asset on white + black backgrounds and deriving alpha from the difference. This is basically a matte workflow: white = opaque, black = transparent. It fixes auraโ€ฆ but youโ€™d need it per-frame to fix animation, which is still hard. For simple pixel art (single-digit frames), you can sometimes generate a sprite sheet, then ask the model to recreate it on black/white while preserving alignmentโ€ฆ but itโ€™s still manual-heavy. Honestly, at this point, for some projects itโ€™s easier to go 3D โ†’ 2D and render clean sprites/maps directly. But I still love pushing โ€œpure 2Dโ€ and seeing how far we can take it. Thanks for reading! Follow/bookmark/repost if interested in this kind of content!

Startracker ๐Ÿ”บ

20,181 Aufrufe โ€ข vor 5 Monaten

The $AEGIS DApp portal is now open to all: ๐Ÿ›ก๏ธ At Aegis, we believe in empowering the blockchain full of security, transparency and innovation. The Aegis Dapp has been under development for several months prior to the launch of $AEGIS and with that we have been able to build what we believe has the potential to change how users go about their day to day security. We are thrilled to share our progress and truly exciting news with you all. ๐ŸŽฏ First things first, at Aegis, we want to make it clear that the value of what we seek to bring to security across the blockchain, comes from our big vision, our strong team, and our commitment to long-term goals. โ„น๏ธ Letโ€™s kick this off with some information that is constantly happening, which is behind the scenes. Our full team is dedicated to the opportunity that lays ahead of us with becoming the leading voice/name for security, grasping every aspect with innovation, hard work, passion and commitment to see this sector grow. Everyone is aware of how important security is, a heartwarming mention to Messari for including us on how they see this sector growing rapidly and pushing a 10 Billion evaluation. We take that recognition with full responsibility and gratitude as we've been working hard on some really powerful stuff that could change the game for our industry. If you read the title and report itself, Iโ€™m sure thatโ€™ll give you some insight to whatโ€™s coming, and to the vast extent of what you can expect Aegis to be working towards. โ€”> ๐Ÿค This comes from teaming up with others within this sector and coming up with new tech to projects driven by our community, within the pipeline you can be confident that what we are building will push the cryptocurrency industry as a whole into a better future, the magnitude to what Aegis brings will not stop until we can confidently say, โ€œNegative security reports across the blockchain are at an all time low, thousands of users are satisfied that Aegis is protecting them and their assets.โ€ We're sticking to our vision no matter what the market does or whatever else comes our way. We plan to build what we set out to and we will see to it that our ecosystem is met. We've been working on some pretty amazing products that will be available within our Dapp, letโ€™s go over what we offer: * AI Audits * Live Monitoring * Penetration Testing * Bug Bounties * Live Watchdog * Token analytics for everyday users, developers, teams, auditors, institutions, investors. โฌ‡๏ธ Letโ€™s break it down for you in some simple steps: AI AUDITS: We have trained our LLM models as AI AGENTS, these consist of 3 people ( AI AGENTS ) for the audits that are performed. - Audit - Reviewer - Judge Each one analyzes with a different personality, letโ€™s check what personalities our AI AGENTS consist of: 3 different perspective auditors. 1 - Fine-tuned model x amount reads the code and generates the audit. โœ… 2 - Model x amount reviews the code and fact checks thoroughly. โœ… 3 - Model x amount ranks the code based on the severity outcome. โœ… โŒš๏ธ Live Monitoring/Watchdog: The Live Monitoring/Watchdog system is designed to provide real-time surveillance of smart contracts, ensuring the detection and prevention of any potentially harmful transactions or malicious activities. Through the utilization of an AI Agent model, the system is trained to proactively identify and thwart suspicious behavior, thereby safeguarding the integrity of the smart contracts. Also, a paid sophisticated threat detection model is available for more intricate protocols and Dapps, offering an advanced level of protection against potential threats. This proactive approach is crucial in mitigating the risk of exploitation and ensuring the security of the smart contract ecosystem. ๐Ÿ–Š๏ธ Pen Testing: Our platform offers Pen Testing services to developers, providing a controlled environment for whitehat hackers to simulate attacks and identify vulnerabilities in smart contracts and protocols. In addition to human whitehat hackers, our AI Agents function as Red and Blue teams, actively engaging in simulated attacks to stress-test protocols and identify potential weaknesses. This comprehensive approach allows developers to proactively identify and address security issues, ultimately enhancing the robustness and resilience of their projects. ๐Ÿ•ท๏ธ Bug Bounties: Our Bug Bounty listing platform provides developers with the opportunity to list their protocols and offer bounties to white hat hackers for identifying vulnerabilities. By aggregating millions of bounties from various platforms and utilizing AI tools, we streamline the testing process, reducing up to 80% of the workload typically associated with security testing. This allows developers to efficiently identify and address potential vulnerabilities in their protocols, ultimately enhancing the overall security and resilience of their projects. ๐Ÿช™ And lot more token analytics features for regular users, this will give you the opportunity to explore our Dapp for yourself and have some fun diving into the security platform of the future! Iโ€™m sure youโ€™re excited to try it all out yourself, which is why we have some exciting news to bring to the #Guardians of the blockchain! But just before you continue the read and see the beans have been spilled, we have to take this opportunity to share with you that this large step to becoming a security leader is but only 20% of what we have revealed. This will be at the core of what Aegis stands for and hopes to achieve. The focus here is upon our Dapp, and in time we will slowly bring forward information/updates regarding segments of what makes Aegis a force to be reckoned with. Now that youโ€™re fired up and excited to all of the announcements to come, letโ€™s get to the news youโ€™ve been waiting for! ๐ŸŽ‰ Weโ€™re spilling the good news, and are happy to say we are now set for public release! The team at Aegis are overwhelmed with the development, support from teams, community, partners and more on what we believe to be an institutional-grade product. But the fun doesnโ€™t stop there, this marks the start of what we aim to become, as it will take time and cycles to become better and better. Constant advancements will be set in place to attain the goal of achieving blockchain security. A statement from our CEO- Brian Hunt: โ€œI can confirm from the security conferences I attended with Centralized security firms Peckshield, Hacken, Certik, BlockSec presentations, they are trying to achieve something similar and it will take them years. Decentralized AI for Security!โ€ This initial drop of our dapp will be to get users signed up to gain access, in which weโ€™ll whitelist users to get the ball rolling. ๐Ÿ“ฃ To end this segment, letโ€™s get the party started with the long awaited Aegis Ai Security Dapp and sign up now!

AEGIS AI

127,936 Aufrufe โ€ข vor 2 Jahren

An open-source, onchain creator platform that never says "no" to creativity. If you ask, "Can I build this here?" - the answer is always yes. Learn more about our vision below ๐Ÿงต ๐Ÿ‘ What is TheCreators? ๐Ÿšช A collective of artists, builders, and fine memes reshaping the creator economy. We empower creators to go direct-to-market, bypassing traditional gatekeepers. By bringing creativity and commerce onchain, we're unlocking a new era of freedom. But this isnโ€™t new. This is one of the longest plays. - purchased by rskagy.base.eth ๐Ÿ‘๏ธ๐Ÿšช d/acc #BasedCreators โน in 2012 - was a web2 branding and ad agency until 2021 - working for gamestopNFT and onboarding hundreds of thousands of gamestop apes to buy their first NFTs, something changed, leading to a meeting of minds, and a collective mission to deliver on the promises of web3 gaming. to re-convene at a later date, when the time is right. It has since undergone 4 years of trial and error and battle testing to see what works and what doesn't work when it comes to community owned digital worlds. ๐ŸŒ Building a Based World What does it mean to build a based world? To us, it means a world where creators own their work, communities thrive and share an ownership stake in their own distribution, and creativity is limitless. Our platform aims to enable anyone to create immersive experiences - games, events, and digital spaces - without barriers. Weโ€™re developing: โœ… AI-powered worldbuilding - natural language prompts generate metaverse spaces โœ… Onchain asset discovery, deployment, & interaction from within virtual worlds โœ… No-code & pro-level tools - Unity-based with deep onchain integration โœ… Plug-and-play templates โ€“ for rapid creation and customization by novice 3D and game devs. โœ… Maintained by the open source community We're partnered with: ๐Ÿฐ Guild - enabling their userbase of 4m+ connected wallets to reward their communities with token-gated towns, games, events, drops, & experiences ๐Ÿ‘ liquid ๐Ÿ’ง / moved to @clanker_world (USED FOR TESTING NOW) - Official metaverse event partner, building Clankercon 2025 for the clanker ecosystem of 100k+ meme token communities ๐Ÿค–๐ŸŽฎ FARCAST - Superpowering their vision for agentic gaming with minigames and metaverse tech ๐Ÿถ Own The Doge ๐Ÿถ๐Ÿ–ผ - Creating lasting, meaningful impact in the world thru memes & onchain culture. Targeting education, gaming, food, & fun. Do Only Good Everyday ๐ŸŒ TheCreators is a global movement, with friends in high places โœจ Watch the video in this post to see an overview of one of the first-party games slated to be released on our platform, "Settlers of Ariel," built by TheCreators Studios. Creators will have access to modular templates, AI-assisted customization, and interoperable game elements built by us, and trained using our AI to enable natural language metaverse building. It's all early-stage, but we're moving fast. ClankerCon and other upcoming projects will showcase the first real applications. Then we grow other creators to publish on the platform. โ“How will we select the first creators to be allowed on the platform? What's next? We will be releasing THEO-0, our onchain AI agent as our next development milestone. This agent will actively run a 24/7 campaign to enable people to vouch for their favorite creators via a limited voting process. Vote for creators you like, and they will gain CREATE points, and you will also gain points for voting every day in a streak. Creators with the most points on the leaderboards will be among the first onboarded to the platform, and all creators with points will be invited to take part in Token Generation Events as each season of leaderboards comes to a close. 1. Help us grow as we look forward to launching THEO-0 2. Be ready to start voting for your favorite creators! How do I become a Creator? If you pour your time, energy, and soul into something special - you already are one. If your mission is to reclaim art and culture from corporate algorithms, & make a more based world for our children, you belong here. Join us. ๐Ÿ‘๐Ÿšช

Create on Base โน

28,271 Aufrufe โ€ข vor 1 Jahr

BRAIN COMPUTER INTERFACE NANOTECHNOLOGY THROUGH mRNA VACCINES. Since Moderna called their mRNA jabs an "operating system" designed to program humans, people were confused and nervous. And they should be. The type of tech that these pharmaceutical companies are developing along with other leading companies like the Pentagon's DARPA and many other leading researchers and tech innovators with self-assembling and other types of nanotechnology, developing sensors, electrodes, and BMI devices to enter the body through mRNA vaccines and other methods to have control, monitor, induce behavior, emotions, functions, even read and write to the brain, etc., are literally terrifying. This isn't something that's coming within the next 5 to 10 years. It's already here. Brain-Computer Interface (BCI), as a cutting-edge technology, refers to the establishment of a direct communication channel between the brain and peripheral electronic devices to realize the efficient information exchange between people and machines. It in a narrow sense refers to the establishment between the brain and the external environment does not depend on the peripheral nerve and muscle new communication and control channel, by measuring and collecting the central nervous system activity, and its directly translated can be recognized by external artificial equipment signal or instruction, so as to realize the direct communication and control of the brain and external equipment. Generalized brain computer interface includes input BCI, output BCI and interactive BCI, the input BCI is by external equipment or machine to the brain input electrical, magnetic, acoustic and optical stimulation of brain-computer interface system, output BCI is the signal of the brain into the external equipment control instructions, interactive BCI is by feedback nerve output and input link connected to form a closed loop brain computer interface system. Nanotechnology plays a key role in the innovative applications of neuroscience and brain computer interfaces. By taking advantage of the unique properties of ministerial, such as high conductivity, biocompatibility and regulation, scientists are able to design more sophisticated and efficient brain-computer interface devices. These devices can not only realize the precise recording and stimulation of nerve signals, but also promote the repair and regeneration of nerve tissue, providing new tools and means for neuroscience research and clinical application. Therefore, the innovative application of self-assembling, biodegradable, graphene, etc., nanotechnology in the interface between neuroscience and brain computer technology is gradually promoting the rapid development of this field, providing infinite possibilities for humans to explore the mysteries of the brain and improve the neural function. Brain-Computer Interfaces (BCIs) enable direct communication between the brain and external devices, but their performance heavily depends on the quality of the electrodes. Traditional materials, such as gold and platinum, offer high conductivity but often struggle with biocompatibility and can cause tissue damage due to their mechanical mismatch with neural tissue. While conductive polymers provide greater flexibility, they frequently fall short in electrical performance. Nanomaterials, including carbon nanotubes (CNTs) and graphene, are increasingly considered promising alternatives. These materials combine high conductivity with mechanical flexibility and offer potential improvements in biocompatibility, enhancing the capture and transmission of neural signals. Hybrid materials, which integrate conductive polymers with nanomaterials, have also shown potential by balancing flexibility and signal quality. This review examines recent advancements in nanomaterial-based BCI electrodes and focuses on how these new materials address the limitations of traditional electrodes. It also discusses emerging tools like metallic nanoparticles and nanowires, along with the ongoing challenges of biocompatibility, tissue integration, and ethical considerations. As nanotechnology continues to evolve, it has the potential to significantly enhance the functionality and longevity of BCIs, making them more effective in facilitating neural communication. Nanotechnology, as the frontier field of the development of science and technology in the 21st century, is gradually penetrating into the research of neuroscience and brain-computer interface, injecting new vitality and possibilities into this interdisciplinary subject. With the deepening of human cognition of the brain, neuroscience and brain-computer interface technology has increasingly become a bridge connecting the biological world and the digital world, aiming to interpret the brain information and realize human-computer interaction through advanced technological means, and then promote the innovation of medical treatment, rehabilitation, intelligent control and other fields. The introduction of nanotechnology provides a different perspective and means to solve the technical problems in the field of neuroscience and brain-computer interface. Antimalarial, with their unique structural characteristics, excellent photoelectric properties and excellent mechanical properties, show great potential in the application of neural interfaces. In structure, the small size effect of ministerial enables them to combine more closely with nerve cells to reduce tissue damage during implantation. In terms of photoelectric properties, the high electrical conductivity and tunable optical properties of ministerial enable the accurate recording and stimulation of nerve signals. In mechanical properties, the toughness and elasticity of ministerial ensure their stability and reliability in the long-term implantation process. These improvements in properties not only significantly enhance the biocompatibility of neural interfaces and reduce the risk of immune response, but also greatly improve the transmission efficiency and accuracy of neural signals, laying a solid foundation for the further progress of neuroscience and brain-computer interface technology. The main nanomaterials in the brain-computer interface is classified according to the organic nanomaterials in the composition, such as carbon nanotubes, graphite and nanoseconds, play an important role in neuroscience and brain-computer interfaces with their superior biocompatibility, high conductivity and lightweight properties. They need to be able to enhance electrode flexibility, improve signal recording quality and stimulation efficiency. Semiconductor ministerial, such as organic electrochemical transistors, have excellent ionic and electron conduction properties and can serve as an interactive interface between biology and electronics to achieve highly sensitive signal detection. As a typical spongy and wet material, hydrogel is widely studied and used because of its unique mechanical properties, biocompatibility and ionic conductivity. It can provide a good carrier for a variety of inorganic ministerial and build composites with better performance. There are also magnetic antiparticle, quantum dots and up conversion antiparticle, which play an important role in advanced imaging technologies and can realize the visualization of specific pathological markers or cellular processes, contributing to the early diagnosis and monitoring of neurodegenerative diseases. Although these technologies are great for people with disabilities or illnesses, just like many other technologies, it's already being weaponized as developments are already in the process with innovations and numerous methods of control and the monetization of certain aspects throughout this technology. This is a government's dream weapon and privacy will cease to exists along with your own thoughts. This is the world that is sadly already here and in major development for our society. The part that should scare everyone is that this type of technology and nanomaterial is already in some mRNA vaccines, in our food supply, and being sprayed on us, animals, and our food from above. Sadly, how much they've been lying to us. Let's just say it wouldn't surprise me if a large amount of people around the globe have some kind of self-assembling, nanotechnology inside them already. Especially the people who took the jabs during covid. I suggest to really do your own research before considering taking any vaccines or shots in general. The writing is on the wall, complete control is the goal, and it's already here.

The SCIF

25,975 Aufrufe โ€ข vor 1 Jahr

First of all, we here at AMGI want to thank you all for being on this journey with us. We have been extremely busy. Over the last few weeks we have delivered a huge early access patch to My Pet Hooligan, delivered a new on-chain governance solution with WinVote, brought back NFTs in game, started testing the Street Kred system, made some new hires, delivered a new site for AMGI Studios and smashed the largest gaming event in the USA, PAX West. What does all of this mean and importantly what is next!.... PAX West You have seen the videos, you know the vibes were on point, but let's dive deeper into this and what the key takeaways are. PAX West was completely different to the WAGMI Crypto events that we are mostly used to in this space, although these are always fun and important, when creating gaming products, it is also important to get directly in front of people who have a passion for gaming. That's what PAX West was, hosting over 100,000 gamers who just want to play games and have fun. PAX West was a great success for us on many fronts. It confirmed that we have something special in our hands. Gamers loved both the brand and the game and were eager to get involved. It opened up new exciting opportunities with gaming and hardware companies. It was a blast seeing event goers from Day 2 onwards wearing the My Pet Hooligan t-shirts around the city. It was great to see parents playing the game together with their kids. The choices to not include blood and gore made a huge difference and have opened some new unexpected doors for us. If we truly believe in the progression and adoption of this industry we need to move beyond degen products and into real life consumer products that people can truly enjoy. That's what we are here to do, no matter how difficult it is, and no matter what the current โ€˜metaโ€™ is. We have been here for many years grinding day in and day out and are still here today delivering like we are the new kids on the block trying to prove ourselves. The Game PAX West marks the end of a phase of the project, whilst we now posture more into continued efficiency, growth and retention. The game is not feature complete by any means yet but the foundations are strong. There are a number of features still being developed, including a progression system, consumables system, further build out of questing, token utility and more. As these are continuing to be developed we also continue on our journey to make the game more accessible. This will start with Steam and then Consoles. A Microsoft rep at PAX told us โ€œwe are going to make itโ€, who are we to disagree!... Lots of new ideas, lots of new feedback to work from and a renewed drive and hunger which are only going to help make this an even more compelling and fun game. The Web3 Marketplace In the coming days, Version 1 of the My Pet Hooligan Web3 Marketplace will be going live. Version 1 for now will allow for the trading of My Pet Hooligan NFTs, OG Hooligans and Zuckbots for $KARRAT. It will also serve as the marketplace for all of our upcoming in-game blockchain assets. This will eventually become part of your online My Pet Hooligan central hub and will include features such as rentals and subscriptions. It's been a long time coming but it shall be here very soon. Everything's coming together, one step at a time. It is important to note that there are many pieces of a complex puzzle that must come together in order for us to succeed. Between payment solutions, L1 & L2 blockchains, wallets, distribution platforms and the laws of the land. We are in uncharted waters and continue to do things in the most flexible ways possible to ensure we have strong resilience with our operations. The MPH website is next on the list for an uplift too as well as an overhaul of the user accounts system UI/UX. Team We continue to strengthen the team bringing in new hires and stepping up individuals from the community. Some of the new resources being brought in include a new Game Producer, Senior Game Engineer, Senior Blockchain Engineer and the former Dean of the Epic Unreal Fellowship Programme. Collectively bringing in experience from Epic, Solana, Blizzard and more. There are also some community role changes and new advisors that will help with social strategy and web3. As well as new marketing efforts through new channels of distribution that we are exploring. More to come on thisโ€ฆ WinVote V1 Governance isn't sexy but building tools for the benefit of the space that others can license is. Governance is a key part of the industry and a need for most of the foundations in the crypto space. WinVote has started its trial with the KARRAT Foundation. Whilst the trial continues it will continue to be built out with an aim to be the premier tool for on-chain governance in the space. Access to WinVote for other communities and organizations wishing to use WinVote will be secure through licenses that utilize $KARRAT. We still have much more at work here in the studio, such as continued R&D, The Others, AI, Feature Development and more. This list is long, but we are grateful to get to do it. Stay tuned and let us cook, this s#it ainโ€™t easy! Karrat Gang, thank you again for being on this journey with us. We love and appreciate you all! Look out for a catchup with the team next week. Hooli-hoo!!

My Pet Hooligan

26,613 Aufrufe โ€ข vor 1 Jahr

Loneliness On The Path & Transcending The Matrix Many of us can relate to the sense and experience of feeling alone as we shed the matrix-cultural social programming and sincerely start to seek truth. As we embark on the path, we start to learn, often remember, realize, and begin to see a deeper reality within and without us. This new sight is contrary to what the masses believe in and how they live their lives. It is also opposed to whatever we found to be true at first. But there was a splinter in the mind - a seed deep within that inspired us to question what we've been told and taught most often after a period of intense suffering responding to the yearning of the soul's call to awaken. It pushed us to answer the call and step into the unknown, and down the rabbit hole we tumble. As we progress on our path, going through our trials initiations and process of disillusionment, truth starts to become stranger than fiction. We can no longer relate to pleasures, social interactions, and enjoyments we may have engaged in enthusiastically in the past. Goals, ambitions, and desires we once had and were very attached to start to feel completely foreign to us. We realize that most of our so-called needs and desires, wants, including group and tribal identifications, were based on lies, wounds, and matrix programs, which we mistook stemming from our true self. They do not lead us to nor reflect true fulfillment joy, and love - the pure state of our soul hidden deep within us beyond the ego personality - our unique soul embodied individuality centered in the Divine. We start to see through appearances and all the pretense - the mechanical unconscious social interactions with the unconscious feeding mechanisms between people - emotionally, energetically sexually - where almost everyone is a copy of a copy sleepwalking and dreaming of being awake. We realize how little of real individuality and authenticity there is in the world, and how people mistake their conditioned and programmed ego personality for authenticity and also mistake all kinds of feelings, desires, and cravings within them for the soul being. All of which we have done in the past as well to varying degrees and still may do. We realize how little of true love there is. If we are honest with ourselves, we also question what love truly is and if we have really ever experienced it. The more we uncover within us and work through our shadow aspects, mechanical behavior, wounds, and traumas, the more we see all that in others. As the masks fall away, we start to see the unseen and a whole new world - the real world opens up. At first this view is not pleasant at all, and we may question our sanity, feelings of despair, depression, shame, guilt, anger, sadness, and loneliness come up everything that we have been hiding and have suppressed for lifetimes starts to come to the surface the darkness within and without is being made conscious as we descend into the underworld. The higher we want to rise, the deeper we need to go, The more light we possess, the more darkness we uncover. It is the esoteric law of descent and ascent at the same time. If we are sincere in our process, we start to realize thatwe cannot blame others or anything externally anymore. We are asked to take full self responsibility with radical self-honesty. The more we awaken, the more we are also confronted with the illusion of control, the ego likes to cling to. There is something else, a higher divine force that is pulling us out of inertia and sleep, asking us to surrender to it while, at the same time, the lower forces of nature want to keep us chained to our past, our wounds, programs, and identifications trapped in the victim-blame cycle. The occult adverse forces tag into our lower nature using temptations, egohooks and thought injections targeting our blind spots and wounds to keep us plugged into the matrix. Ultimately, we realize that the battle is and always has been through us. We then also start to see and sense the mighty occult hyperdimensional forces beyond our five sensory cognition that manipulate not only us but all people like puppets with strings attached. We realize that there is something else hidden from the mind of ordinary consciousness that controls and manipulates human beings from occult realms - something that feeds on humanity and keeps us in a frequency prison of fear and survival-based egoic service to self-consciousness. We also start to see the wounds and traumas people carry masked and armored under a thick social mask disconnected from their bodies. In fact, we begin to see how most people suffer deep inside but don't know that they are suffering for all the attention and energy is used to escape it by dissociation and then externalizing or suppressing their pain to avoid the discomfort of feeling it within. Like unconscious drug addicts, most people are constantly looking for a fix, trying to fill a bottomless hole in, always looking for love, fulfillment, and happiness externally- just like we have done in our unconscious sleeping state, dreaming of being awake. We then start to encounter humans who don't seem to have a soul but are empty shells occupied by something else. The eyes always give it away - all of which becomes more obvious as we cleanse our perception by internal work. We don't get fooled by appearances anymore. We begin to see via inner vision and our guidance comes more and more from within, not influenced by the group hive mind or the conditioned mind with all its fragmented thought loops. We let go of comparison, ambition and competition and surrender to our soul's calling to unite with the Divine. However, not only do we experience isolation and loneliness pulling back more and more from exterior life we also become subject to the projections and attacks of people still wandering in the wilderness of the collective matrix program. We realize that longtime friends and even family members or our spouse and partner are not at all who we thought they were - that these connections were often based on the illusion of love, trauma bonds, and social programming. We realize how we mistook love for all kinds of behaviors, feelings, and things that are not love but were based on wounds and unconscious feeding mechanisms. When we tell others about our discoveries and realizations we are most often met with ridicule made fun of or even attacked and shamed. We are being told that we are negative, crazy and live in fear or engage in fear-mongering-when, in fact, this reaction is their unconscious fear of the truth projected onto us. It is their false mechanical ego personality trying to protect itself from disillusionment with occult forces, working through them, using them as unconscious matrix agents and attempting to keep us from awakening, speaking truth, and anchoring the divine force. Hence, we also realize that we cannot possibly take anything personally anymore because it is not them doing anything. Moreover, we also recognize that these attacks and interferences serve a teaching function in the bigger picture of the evolution of consciousness and in the process of our unique soul evolution for all there is are lessons. These realizations and confronting the lies we've been telling ourselves do indeed lead to disillusionment - a moral bankruptcy. It's the necessary death everyone has to go through to be reborn in the true self. It is the way out of the matrix. Yet this loneliness we experience and the inability to fit in anywhere has its purpose, including the suffering we experience. If we keep on the track with faith and trust, learning our lessons with sincerity, patience, humility, and courage, it will lead us to true love, real companionship, and a conscious connection with Spirit as we find our way back home, reuniting with the Divine. We start to experience magical positive synchronicities and there is help and support of the divine force that responds to our call and supports and guides us in unexpected ways. But we can only perceive this guidance if we get out of the tunnel vision of ego identification and out of our heads. Doors open where there have been no doors before. Out of the dark, we emerge into the light, and we realize and experience on an embodied levelโ€”not merely philosophically or intellectuallyโ€”that we were never alone but under a spell of separation from all that is, as we experience and perceive the Divine in all. Godspeed. Bernhard Guenther โ€œWe must become so alone, so utterly alone, that we withdraw into our innermost self. It is a way of bitter suffering. But then our solitude is overcome, we are no longer alone, for we find that our innermost self is the spirit, that it is Creator, the indivisible. And suddenly, we find ourselves in the midst of the world, yet undisturbed by its multiplicity, for our innermost soul we know ourselves to be one with all being.โ€ - Hermann Hesse --------------------- Written and narrated by Bernhard Guenther Video and audio editing by Victor Fontane

Bernhard Guenther

136,740 Aufrufe โ€ข vor 1 Jahr

Cyberpunk City: Stepping Boldly Into a New Era At Cyberpunk City, innovation and ambition have always driven us. Weโ€™ve built more than just a gameโ€”weโ€™ve created an entire ecosystem where blockchain technology meets immersive experiences. From our token-powered economy to NFT-backed in-game assets, weโ€™ve consistently pushed boundaries. Along the way, weโ€™ve achieved significant milestones, expanded our community, and shown resilience in the ever-changing world of Web3. Now, weโ€™re excited to announce a pivotal new chapter for Cyberpunk City as we prepare to migrate to a new blockchain that aligns perfectly with our long-term goals. This move represents not just a transition, but an opportunity to build on our successes and scale the project further. With exciting updates on the horizon, weโ€™re confident this journey will unlock new opportunities for our community and propel Cyberpunk City to new heights. Reflecting on Our Achievements Before diving into the future, we want to acknowledge the milestones and achievements that have shaped Cyberpunk City: Strong Token Economy: Weโ€™ve built a thriving token-based ecosystem and ensured real utility for in-game assets through NFT integration. Commitment to Decentralization: With the launch of @CyberpunkStake, we showed our dedication to decentralization and rewarded our community with substantial token distributions. Impressive NFT Volume: Cyberpunk City is currently ranked 10th in all-time volume among NFT projects, a testament to the trust and activity within our community. Price Action and Market Strength: Our token has demonstrated consistent strength in price action, reflecting confidence in our vision and project execution. Meaningful Partnerships and Community Events: Weโ€™ve secured valuable partnerships and organized gaming events that brought our community together. Recognition at xDay: Cyberpunk City has proudly participated in two xDay events, earning two awards that highlight the projectโ€™s innovation and impact. These achievements reflect the hard work of our team, the enthusiasm of our supporters, and our shared vision for building something remarkable. As we prepare for the next chapter, weโ€™ll continue to build on these successes, creating more opportunities and experiences for everyone involved. What Does This Mean for Our Community? This transition is more than just a technical shiftโ€”itโ€™s a chance to elevate the Cyberpunk City ecosystem, refine our offerings, and tap into larger, more vibrant ecosystems. Our mission is to ensure that Cyberpunk City thrives in an ecosystem that can support our ambitions. Here are the key updates that will take place during this migration: 1. Token Ticker Change Earlier, our community voted through a DAO process, selecting $CYB as the new token ticker. As part of this transition, $CYBER holders will be able to bridge their tokens to $CYB on the new chain. 2. Asset Bridging All community-owned NFTs and tokens will be bridgeable to the new chain. Our Cyberpunk City dApp will facilitate these transactions, ensuring the process is as smooth as possible. Some assets will receive enhancements, but rest assured, all updates will be completed within a reasonable timeframe. 3. xExchange Trading Our token will continue to be traded on xExchange throughout the migration process, maintaining liquidity and flexibility. You will also have the option to bridge your tokens to the new blockchain at your convenience. 4. Timeline and Chain Announcement The official chain announcement will be made on November 8, 2024, and the migration will be completed by year-end. The new blockchain aligns with our vision of expanding Cyberpunk City into a vast, more diverse ecosystem, with a significantly larger user base and even greater opportunities for growth. 5. Whitepaper V2 Weโ€™ve received many inquiries about our new whitepaper, and weโ€™re excited to share that Whitepaper V2 will be part of a coordinated series of announcements. Due to uncertainties over the past 10 months, we postponed its release to ensure it aligns with the new direction of the project. Now, with a clear path ahead, we are working on a whitepaper that reflects new features and insights gained over three years of development. 6. Website Redesign Alongside the chain announcement, weโ€™re launching a completely revamped website to elevate the Cyberpunk City experience. With a cutting-edge design that mirrors the sophistication and quality of our game, the new site will be more dynamic, visually immersive, and crafted to engage a growing community of gamers. This update will also roll out with Whitepaper V2, providing a clear and comprehensive vision of our roadmap and future plans. The redesigned website reflects our commitment to delivering a premium experience and attracting a larger audience. 7. Marketing Strategy Our decision to keep the blockchain confidential for now is part of a carefully crafted marketing strategy. We aim to reach the largest audience possible with this announcement and are preparing the necessary content and campaigns to ensure a smooth and exciting reveal. 8. Business Development and Partnerships Our business development team is actively working to establish new partnerships on the new blockchain. Once the transition becomes public, weโ€™ll be announcing multiple collaborations to accelerate growth and expansion in our new ecosystem. A New Chapter for Cyberpunk City This transition is a bold and necessary step toward scaling Cyberpunk City into a truly global ecosystem. Itโ€™s not just a technical shiftโ€”itโ€™s a new beginning, filled with opportunities to build on our past successes and embrace new challenges. Weโ€™re confident that this move will unlock new possibilities, helping us reach more players, forge deeper partnerships, and create a thriving community. Weโ€™re excited to share this journey with you and look forward to what lies ahead. Stay tuned for updates and get ready to experience the next evolution of Cyberpunk City! Thank you for your supportโ€”weโ€™re just getting started!

Cyberpunk City

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FULL TRANSCRIPT OF ELON'S CYBERCAB AND ROBOVAN PRESENTATION 00:00 Welcome 01:16 Cybercab & Future of transportation 04:33 Cost 05:53 Timeline 07:13 Self-driving technology 10:05 Inductive charging 10:24 The cities of the future 11:04 Robovan 12:13 Optimus Welcome Welcome to the We, Robot party. We have quite a show for you tonight. I think you're going to like it. As you can see, I just arrived in the Robotaxi, the Cybercab. And there's 20 more where that came from. So they've been traveling, there's no people in them. As you can see, the car is just going by with no people. We have 50 fully autonomous cars here tonight. So you'll see model Y's and the Cybercabs, all driverless. You'll be able to take a ride in the Cybercab. There's no steering wheel or pedals. So I hope this goes well, we'll find out. You see a lot of sci-fi movies where the future is dark and dismal, where it's not a future you want to be in. So, you know, I love Blade Runner, but I don't know if we want that future. We want that duster he's wearing, but not the bleak apocalypse. We want to have a fun, exciting future that, if you could look in a crystal ball and see the future, you'd be like, yes, I wish I could be there now. That's what we want. Cybercab & Future of transportation So, when we think about transport today, there's a lot of pain that we take for granted, that we think is normal. Like having to drive around LA in 3 hours of traffic. Yeah, people that live in LA, I mean, you know, try to get from Pasadena to El Segundo during rush hour. You can fly to another city faster than you can get to LA. And you have to drive the whole way, unless you're in a Tesla. Of course, our Tesla already does quite well at this supervised self-driving. So, supervised full self-driving is actually working quite well. I'm sure there's people in the crowd who are using that. So, we'll move from supervised full self-driving to unsupervised full self-driving where the car, you could fall asleep and wake up at your destination. But there's also a challenge for a lot of people that cars cost too much. I mean, when you factor in everything that goes into a car and the car insurance and the car payments, storage of the car, it's very expensive. You say, like, how many hours a week are cars used? Your average passenger car is only used about 10 hours a week out of 168 hours. So, the vast majority of the time cars are just doing nothing. But if they're autonomous, they could be used, I don't know, five times more, maybe ten times more. So you could actually, for the same car, would have five times as much value, maybe ten times as much value. There's 168 hours in the week, and like I said, only ten of them are used for driving. And then, a bunch of those hours are looking for a parking spot, which can be pretty annoying at times. So, with autonomy, you get your time back. This is a very big deal. So it's not just, it'll save lives, like a lot of lives and prevent injuries. I think we'll see autonomous cars become ten times safer than a human. I mean, if you think of times past where there used to be an elevator operator in every elevator but once in a while, they get tired and accidentally shear somebody in half. Now, we have automated elevators. You just get an elevator and you press a button and you don't even think about it and it just takes you to the floor. And if you did see an elevator operator with a big relay switch, you'd be like, that's weird. That's how cars will be. And it's not just the lives saved in injuries, but if you think about the cumulative time that people spend in a car and the time that they will get back that they can now spend, well, I guess, on their phones or watching a movie or doing work or whatever you want to do you can think of the car in autonomous world as being like just little lounge. You're just sitting in a comfortable little lounge and you can do whatever you want while you're in this comfortable little lounge. And when you get out, you will be at your destination. So, yeah, it's gonna be awesome. Cost So, in fact, I think the cost of autonomous transport will be so low that you can think of it like individualized mass transit. The average cost of a bus per mile for a city, not the ticket price, because that is subsidized, but the average price is about a dollar a mile, whereas the cost of Cybercab we think probably over time, the operating cost is probably going to be around twenty cents a mile. Including taxes and everything else, it probably ends up being 30 or 40 cents a mile. And you will be able to buy one. And we expect the cost to be below $30,000. And I think there'll be an interesting business model where, let's say somebody is an Uber or Lyft driver today where they can actually sort of manage a fleet of cars and like, sort of manage, I don't know, 10, 20 cars and just take care of them. Like a shepherd tends their flock. You have a little flock of cars and you're the shepherd and you take care of your flock of cars. I think that would be pretty cool. I think it's going to be a glorious future. It's going to be really something special. Timeline We do expect actually to start fully autonomous unsupervised FSD in Texas and California next year. And that's obviously, that's with the Model 3 and Model Y. And then we expect to be in production with the Cybercab, which is really highly optimized for autonomous transport in probably, I tend to be a little optimistic with time frames, but in 2026. So, yeah, before 2027, let me put it that way. And we'll make this vehicle in very high volume. But well, before that, you will experience a robotic taxi via the Model 3 and Model Y program and model S and X, too. But the Model 3 and Y will achieve unsupervised full self-driving with permission, in wherever regulators essentially approve it. In the US, and then to follow outside the US. And Cybertruck, too. All our cars are basically, all cars that we make. Let's not get nuanced here. Self-driving technology One of the reasons why the computer can be so much better than a person is that we have millions of cars that are training on driving. It's like living millions of lives simultaneously and seeing very unusual situations that a person in their entire lifetime would not see. With that amount of training data, it's obviously going to be much better than what a human could be because you can't live a million lives. And it's also, it can see in all directions simultaneously and it doesn't get tired or text or any of those things. So, it will naturally be, like I said 10, 20, 30 times safer than a human, just for all those reasons. And I want to emphasize that the solution that we have is, AI and vision. So, there's no expensive equipment needed. The Model 3 and Model Y and S and X that we make today will be capable of full autonomy, unsupervised. And that means that our cost of producing the vehicle is low. Now, we are going to actually over-spec the computer for the Cybercab. So, our AI 5 computer will be somewhat over-spec'd because I think there's actually also an opportunity, sort of like an Amazon Web Services, where if the car is driving for 50 hours a week, there's still over 100 hours left and there's a potential there to have a massive amount of distributed inference compute, where if you've got like a fleet of 100 million vehicles and a kilowatt of efficient inference compute, you have 100 gigawatts of compute, which is really quite substantial. And if it's there, you might as well use it so that I think will make sense. So, our autonomous future is here. As I said, we've got 50 Teslas driving autonomously. We're trying to give you a sense of what cities will be like in the future. And when you get in, you'll see like, it's really quite a wild experience to just be in a car with no steering wheel, no pedals, no controls, and it feels great. So we have enough vehicles here, so everyone should be able to try it out and experience the set that we've built here. It's a very big set. So it's like really we've used I don't know, 20, 30 acres or something like that. It's really big. So, it goes on, the ride's long. And we set it up to feel like a ride, like a park ride. So, it'll be cool and you'll get to experience it tonight. Inductive charging Something we're also doing is and it's really high time we did this is inductive charging. So, the robotaxi has no plug. It just goes over the inductive charger and charges. So, yeah, it's kind of how it should be. The cities of the future One of the things that is really interesting is how will this affect the cities that we live in. And when you drive around a city, or when the car drives you around the city, you'll see there's a lot of parking lots. There's parking lots everywhere, parking garages. What would happen if you have an autonomous world is that you can now turn parking lots into parks. And so, from we're taking the inglot out of parking lot. You're welcome. So, there's a lot of opportunity to create green space in the cities that we live in. So, like, that would be quite fantastic. Robovan Oh, and also, what happens if you need a vehicle that is bigger than a Model Y? The Robovan. We're going to make this and it's going to look like that. Now, can you imagine going down the streets and you see this coming towards you? That'd be sick. So this can carry up to 20 people, and it can also transport goods. You can configure it for goods transport within a city. Or transport of up to 20 people at a time. The Robovan is what's gonna solve for high density. If you want to take a sports team somewhere or you're looking to really get the cost of travel down to, I don't know, 5, 10 cents a mile, then you can use the Robovan. One of the things we want to do, and we've seen this with the Cybertruck, is we want to change the look of the roads. The future should look like the future. Optimus Speaking of robots. Everything we've developed for our cars, the batteries, power electronics, the advanced motors, gearboxes, the software, the AI inference computer, it all actually applies to a humanoid robot. The same techniques. It's just a robot with arms and legs instead of a robot with wheels. We've made a lot of progress with Optimus. And as you can see, we started up with someone in a robot suit. And then, we've progressed dramatically, year after year. So, if you extrapolate this, you're really going to have something spectacular, something that anyone could own. So, you can have your own personal R2-D2-C3PO. And I think at scale, this would cost something like, I don't know, $20,000, $30,000, probably less than a car is my prediction, long-term. It'll take us a minute to get to the long term. But fundamentally, at scale, the Optimus robot, you should be able to buy an Optimus robot for, I think, probably $20,000 to $30,000, long-term. And what can it do? It'll basically do anything you want. It can be a teacher or babysit your kids, it can walk your dog, mow your lawn, get the groceries, just be your friend, serve drinks whatever you can think of, it will do. And, yeah, it's going to be awesome. I think this will be the biggest product ever of any kind, because I think everyone of the 8 billion people of Earth, I think everyone's going to want their Optimus buddy. And there's going to be maybe two. And then, they'll be producing products and services. I predict, actually, provided we address risks of digital superintelligence, 80% probability of good outcome, look on the bright side, the cup is 80% full, the cost of products and services will decline dramatically. And basically, anyone will be able to have any products and services they want. It will be an age of abundance the likes of which people have not, almost no one has envisioned. It will be something special. So now, one of the things we wanted to show tonight was that Optimus is not a canned video. It's not walled off. The Optimus robots will walk among you. Please, please be nice to the Optimus robots. You'll be able to walk right up to them and they'll serve drinks at the bar. I mean, it's a wild experience just to have humanoid robots and they're there, you're just in front of you. So yeah, with that, let's party!

Mario Nawfal

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