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New release out! #Jubilee taking over the pool area with a wild reverse riding session! 💦 🔊 VA: Cherrietti 🍒🍷COMMS OPEN! 🎧 SFX: ImJustThatKinky (Commissions OPEN) 🎨 Models: Mr.Bag / moyu VR + Passthrough, no WM, funscript and Midnight alt soon~ Link soon in profile #MarvelRivalsㅤ

Mendroxx

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29,650 views • 17 days ago •via X (Twitter)

NSFW #Jubilee #MarvelRivalsㅤ

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📰 For the first time ever --> Gym Class VR now support full-court games in NBA team courts with v1.0.672. Hop on your Meta Quest and experience it now! Details in video and below .... - Squad up with your team. Set your NBA team court settings to 2v2 or 3v3 full-court to get started. 4v4 and 5v5 is available in beta environments and will be ramping up soon. The latter will start with Meta Quest 3 players and expand from there. - Fast paced fast breaks. Run down the court to score or chase down the play. More locomotion controls unlocks a whole new style of play. - High IQ inbounds. Read the defense to run your play. Added rules like 8 second violation, backcourt, and more. This release still has a few known bugs that we are working on in parallel. Expect a ton of updates coming to full-court soon and in the future. Over coming weeks, we plan to open up the mode to Pro courts and then Public as well.

📰 For the first time ever --> Gym Class VR now support full-court games in NBA team courts with v1.0.672. Hop on your Meta Quest and experience it now! Details in video and below .... - Squad up with your team. Set your NBA team court settings to 2v2 or 3v3 full-court to get started. 4v4 and 5v5 is available in beta environments and will be ramping up soon. The latter will start with Meta Quest 3 players and expand from there. - Fast paced fast breaks. Run down the court to score or chase down the play. More locomotion controls unlocks a whole new style of play. - High IQ inbounds. Read the defense to run your play. Added rules like 8 second violation, backcourt, and more. This release still has a few known bugs that we are working on in parallel. Expect a ton of updates coming to full-court soon and in the future. Over coming weeks, we plan to open up the mode to Pro courts and then Public as well.

Gym Class

13,820 views • 2 years ago

I CHANGED MY MIND ON GOOGLE AI NO MOAT MEMO FROM 2023. I was—WRONG. I humbly apologize. In 2023 Google had an Ivory Tower walled garden views of open source AI. It was the actual reason OpenAI was formed. And I called them out on it and this act impacted my ability to “work in the industry”. Would not change it for the world because: 2026 Google open source Gemma 4 ( running fully locally on a computer with near cloud model abilities, is amazing and Google just made a moat. They out smarted OpenAI and the folks that are the new Ivory Tower arrogance: Anthropic. We at The Zero-Human Company with CEO Mr. Grok are deploying Gemma, Kimi, MiniMax and other open source models and so are millions of others. You can to and should. I will write how soon. Google smartly is building an intentional open source ecosystem and the clueless younger companies like OpenAI and Anthropic are doing anything to close their ecosystems. So I was right about Google than and I am right about OpenAI and Anthropic now. What I was wrong about is not giving credit to Google to drop the intellectual arrogance and embrace builders and understand the long game: it is not about the commoditized AI models it is about the ability to build a place to build. China gets it. So my apologies to Google and thank you for an astounding FREE OPEN SOURCE AI MODEL!

I CHANGED MY MIND ON GOOGLE AI NO MOAT MEMO FROM 2023. I was—WRONG. I humbly apologize. In 2023 Google had an Ivory Tower walled garden views of open source AI. It was the actual reason OpenAI was formed. And I called them out on it and this act impacted my ability to “work in the industry”. Would not change it for the world because: 2026 Google open source Gemma 4 ( running fully locally on a computer with near cloud model abilities, is amazing and Google just made a moat. They out smarted OpenAI and the folks that are the new Ivory Tower arrogance: Anthropic. We at The Zero-Human Company with CEO Mr. Grok are deploying Gemma, Kimi, MiniMax and other open source models and so are millions of others. You can to and should. I will write how soon. Google smartly is building an intentional open source ecosystem and the clueless younger companies like OpenAI and Anthropic are doing anything to close their ecosystems. So I was right about Google than and I am right about OpenAI and Anthropic now. What I was wrong about is not giving credit to Google to drop the intellectual arrogance and embrace builders and understand the long game: it is not about the commoditized AI models it is about the ability to build a place to build. China gets it. So my apologies to Google and thank you for an astounding FREE OPEN SOURCE AI MODEL!

Brian Roemmele

85,565 views • 5 months ago

🚨 Breaking: Dupe is now integrated into Apple Intelligence! Dupe has unlocked a breakthrough new way to resurrect trillions of dollars in lost shopping intent and dollars not spent. 75% of Gen Z screenshots products from TikTok, browsers, Pinterest, and then forgets they ever existed. The screenshots folder is a graveyard. So now you can: 📱Screenshot from anywhere 👆🏼paint over the product with your finger 💥BOOM! An instant feed of tailored deals magically reveals itself without you needing to open our app. No links and no copy/paste needed. More insanity loading soon, go download our app and try it out yourself! $dupe

🚨 Breaking: Dupe is now integrated into Apple Intelligence! Dupe has unlocked a breakthrough new way to resurrect trillions of dollars in lost shopping intent and dollars not spent. 75% of Gen Z screenshots products from TikTok, browsers, Pinterest, and then forgets they ever existed. The screenshots folder is a graveyard. So now you can: 📱Screenshot from anywhere 👆🏼paint over the product with your finger 💥BOOM! An instant feed of tailored deals magically reveals itself without you needing to open our app. No links and no copy/paste needed. More insanity loading soon, go download our app and try it out yourself! $dupe

Dupe.com

73,232 views • 8 months ago

Big news from OVER! 🚀 We're expanding our Visual Positioning System (VPS) globally integrating open datasets from Mapillary & Panoramax. Precise AR re-localization everywhere. Yes, EVERYWHERE! 🗺️ Mapillary & panoramax offer over 2 BILLION geolocalized images under CC-BY-SA license. Mapillary (recently acquired by Meta) covers the globe, while Panoramax specializes in France. These datasets beautifully complement OVER's community-driven OVRMaps. While they're less dense (about 1-2 orders sparser), their scale is massive. Check out Mapillary’s global coverage here: But leveraging such sparse, varied data isn't easy—think limited overlap, camera distortion, and no metric scaling. Yet, we've cracked the code! 💡 Our recent breakthroughs combining our VPS pipeline with cutting-edge Large Geospatial Models (LGMs) allow us to build accurate 3D digital twins and offer reliable VPS services using these sparse datasets. 📍 Accuracy might be lower than our detailed community maps, but it still blows GPS out of the water! This is HUGE for OVER. It means we’re extending our coverage WAY beyond the 110,000+ locations already mapped by our community. Web3 DePIN + Open Source beats Web2 giants like Niantic! And that's not all—we're also unlocking exciting new possibilities soon: 1️⃣ Faster and easier mapping through our Map2Earn program using 360-degree camera integration. 2️⃣ Integrating datasets from new DePIN partners—like our recent partnership with NATIX Network the OVER ecosystem. Stay tuned! The future of AR Spatial Computing and decentralized mapping is here, and it's open, collaborative, and unstoppable!

Big news from OVER! 🚀 We're expanding our Visual Positioning System (VPS) globally integrating open datasets from Mapillary & Panoramax. Precise AR re-localization everywhere. Yes, EVERYWHERE! 🗺️ Mapillary & panoramax offer over 2 BILLION geolocalized images under CC-BY-SA license. Mapillary (recently acquired by Meta) covers the globe, while Panoramax specializes in France. These datasets beautifully complement OVER's community-driven OVRMaps. While they're less dense (about 1-2 orders sparser), their scale is massive. Check out Mapillary’s global coverage here: But leveraging such sparse, varied data isn't easy—think limited overlap, camera distortion, and no metric scaling. Yet, we've cracked the code! 💡 Our recent breakthroughs combining our VPS pipeline with cutting-edge Large Geospatial Models (LGMs) allow us to build accurate 3D digital twins and offer reliable VPS services using these sparse datasets. 📍 Accuracy might be lower than our detailed community maps, but it still blows GPS out of the water! This is HUGE for OVER. It means we’re extending our coverage WAY beyond the 110,000+ locations already mapped by our community. Web3 DePIN + Open Source beats Web2 giants like Niantic! And that's not all—we're also unlocking exciting new possibilities soon: 1️⃣ Faster and easier mapping through our Map2Earn program using 360-degree camera integration. 2️⃣ Integrating datasets from new DePIN partners—like our recent partnership with NATIX Network the OVER ecosystem. Stay tuned! The future of AR Spatial Computing and decentralized mapping is here, and it's open, collaborative, and unstoppable!

Over the Reality 🌐

1,313,342 views • 1 year ago

AMAZING NEWS for Geophysics reseachers!!!!! I got a wild idea, and decided to give it a try! Grok build was able to reverse engineer and build a NEW version of the old school Japanese NICT Magnetosphere / Magnetopause model which shows the Earths current magnetic environment in space! The old NICT site was shut down due to "lack of funding" after the great Japan megaquake in 2011, the service ran for a little while after the quake and then went away for good. I was able to get the old site in the wayback machine internet archive, give a link to Grok, with a little direction on where to look for the data they were using, and next then you know Grok has made a full 3D version that pulls data real time ! Now we have a basic working 3D version of the magnetopause , and soon will be coming the animations showing the data over time (we will be able to hit play and watch it bounce around !) This is next level. For real, I'm geeking out!!!!!!

AMAZING NEWS for Geophysics reseachers!!!!! I got a wild idea, and decided to give it a try! Grok build was able to reverse engineer and build a NEW version of the old school Japanese NICT Magnetosphere / Magnetopause model which shows the Earths current magnetic environment in space! The old NICT site was shut down due to "lack of funding" after the great Japan megaquake in 2011, the service ran for a little while after the quake and then went away for good. I was able to get the old site in the wayback machine internet archive, give a link to Grok, with a little direction on where to look for the data they were using, and next then you know Grok has made a full 3D version that pulls data real time ! Now we have a basic working 3D version of the magnetopause , and soon will be coming the animations showing the data over time (we will be able to hit play and watch it bounce around !) This is next level. For real, I'm geeking out!!!!!!

Dutchsinse

43,914 views • 1 month ago

After driving more than $2 billion in token trading volume over the last month, our final Wave 1 rewards pool now contains $12.2 million of NFTs and tokens, 100% of which will be distributed soon via your Wave 1 Treasure Chests! We've also added $1,000,000 of tokens to kick off the Wave 2 rewards pool. Here are some details on what to expect next. Progress on Wave 1 has now been locked. Shortly you'll be able to view your final Wave 1 Treasure Chest in a "pending open" state on your rewards profile. As shared last week, it will take our team some time to ensure the prize pool is distributed fairly and accurately. Our goal is to allow you to open your chests and claim what's inside by Oct 17. There are 63 Wave 1 Grand Prizes which can be discovered by anyone, but are more likely to be found by those who obtained higher tier Treasure Chests. We are placing WETH offer liquidity behind NFTs across any collections where we purchased 11 or more items. Any NFTs acquired by OpenSea via accepted offers will be placed into the Wave 2 rewards pool. Wave 2 will run from Oct 15 - Nov 15 and 50% of our platform fees will continue to fund a new pool of rewards. We are also kicking off Wave 2 by adding $1,000,000 of $OP, $SOMI and $ETH! Shortly you'll be able to login to your rewards portal to begin leveling up your new Wave 2 Starter Chest. Our team is working to add new features to our rewards program for Wave 2, which we plan to release in the coming weeks: - More Voyage Types - Increased Shipments - A New 13th Chest (Currently Locked) We are also listening to your feedback and evaluating ways to continue improving, including options for incentivizing loyalty and more organic usage. The team is now hard at work processing Wave 1 rewards for distribution and enabling your Wave 2 starter chests - we'll let you know as soon as your Wave 1 rewards are available to claim! 🔓

OpenSea

396,361 views • 11 months ago

While reading the DeepSeek v4 paper, I ended up writing down over 90 questions. A lot of the paper reviews out there skip over the details, which is usually where the actual learning happens. So, I decided to put together a proper guide: an Annotated Paper Walkthrough. The core idea is that you still read the original paper as your source material, but whenever things get dense or confusing, I hold your hand through it. You get detailed annotations with visualizations, code snippets, reference links, and—most importantly—the context you need so you don't feel lost. Today I'm releasing v1 with the first 50 notes. Some of the things I unpack: • Why swap Softmax and Sigmoid for Sqrt-Softplus in the MoE Router? • What on earth is a Birkhoff polytope? • Does attention process some tokens 3 times? • What are split-KV and split-K, and why did DeepSeek drop them? • Why use Reverse KL, and where does it even come from? ..and a lot more. Even the most demanding readers will find something new here. Open-source models are still heavily borrowing from DeepSeek v3, and there’s no doubt that v4 details will soon become standard topics in discussions and ML interviews. Hopefully, this guide helps you stay ahead of the curve. As a friend of mine joked, going through this will not only make you a better engineer, but a better man 😂 I can't prove that scientifically, but it's worth a shot. Check it out:

While reading the DeepSeek v4 paper, I ended up writing down over 90 questions. A lot of the paper reviews out there skip over the details, which is usually where the actual learning happens. So, I decided to put together a proper guide: an Annotated Paper Walkthrough. The core idea is that you still read the original paper as your source material, but whenever things get dense or confusing, I hold your hand through it. You get detailed annotations with visualizations, code snippets, reference links, and—most importantly—the context you need so you don't feel lost. Today I'm releasing v1 with the first 50 notes. Some of the things I unpack: • Why swap Softmax and Sigmoid for Sqrt-Softplus in the MoE Router? • What on earth is a Birkhoff polytope? • Does attention process some tokens 3 times? • What are split-KV and split-K, and why did DeepSeek drop them? • Why use Reverse KL, and where does it even come from? ..and a lot more. Even the most demanding readers will find something new here. Open-source models are still heavily borrowing from DeepSeek v3, and there’s no doubt that v4 details will soon become standard topics in discussions and ML interviews. Hopefully, this guide helps you stay ahead of the curve. As a friend of mine joked, going through this will not only make you a better engineer, but a better man 😂 I can't prove that scientifically, but it's worth a shot. Check it out:

Igor Kotenkov

47,852 views • 4 months ago

Alexandr Wang, Meta's Chief AI Officer, on why Meta can no longer simply open-source its frontier model: As part of standing up Meta Superintelligence Labs, the team rewrote its internal risk doctrine. "One of the things that we did as part of Meta Superintelligence Labs is we updated our what we call our advanced AI scaling framework which is really our view of what are the risks that we see in developing these very powerful models and how do we want to handle those risks as we see them in early testing." They then ran their frontier model through it, and published what came back. "We published a lot of what we saw in the process of training Muark in our preparedness report and some of the things that we saw is that it actually triggered some high risk areas in the course of early training particularly around biorisk but also a number of the risks were elevated." The trigger came during early training, well before launch or red-teaming. Biorisk was the standout, with several other categories rising alongside it. Alexandr Wang is clear this isn't specific to Meta: "This is something I think the entire industry has seen as the models have improved pretty dramatically over the past year so we certainly aren't the only ones to see a host of these risks show up as we scaled up the models and as we sort of kept pushing the frontier of research." Which brings him to the real fork in the road: the difference between shipping a model inside a product and handing out the weights. "When we launched a model like New Spark in a product, we have a lot of ways to mitigate some of these risks and ensure that we're able to launch it in a safe and responsible way. It's much harder to do that when you open source a model and people can use that model in all sorts of contexts that we may not have full understanding of." A product is a controlled surface. You can filter, monitor, rate-limit, patch and revoke. An open-weights release is a one-way door: once the file is out, the deployment context and the mitigations both stop being yours. So Meta is building something different for release: "So we're in the process right now of developing models that we believe are fit and safe to be open source while still maintaining as much of the performance capabilities as possible."

Alexandr Wang, Meta's Chief AI Officer, on why Meta can no longer simply open-source its frontier model: As part of standing up Meta Superintelligence Labs, the team rewrote its internal risk doctrine. "One of the things that we did as part of Meta Superintelligence Labs is we updated our what we call our advanced AI scaling framework which is really our view of what are the risks that we see in developing these very powerful models and how do we want to handle those risks as we see them in early testing." They then ran their frontier model through it, and published what came back. "We published a lot of what we saw in the process of training Muark in our preparedness report and some of the things that we saw is that it actually triggered some high risk areas in the course of early training particularly around biorisk but also a number of the risks were elevated." The trigger came during early training, well before launch or red-teaming. Biorisk was the standout, with several other categories rising alongside it. Alexandr Wang is clear this isn't specific to Meta: "This is something I think the entire industry has seen as the models have improved pretty dramatically over the past year so we certainly aren't the only ones to see a host of these risks show up as we scaled up the models and as we sort of kept pushing the frontier of research." Which brings him to the real fork in the road: the difference between shipping a model inside a product and handing out the weights. "When we launched a model like New Spark in a product, we have a lot of ways to mitigate some of these risks and ensure that we're able to launch it in a safe and responsible way. It's much harder to do that when you open source a model and people can use that model in all sorts of contexts that we may not have full understanding of." A product is a controlled surface. You can filter, monitor, rate-limit, patch and revoke. An open-weights release is a one-way door: once the file is out, the deployment context and the mitigations both stop being yours. So Meta is building something different for release: "So we're in the process right now of developing models that we believe are fit and safe to be open source while still maintaining as much of the performance capabilities as possible."

Big Brain AI

16,374 views • 2 months ago

🔥Active Matter Is Now Available On PC, PlayStation 5, And Xbox Series X|S!🔥 Operatives, the door to the Multiverse is open! If you purchased the early version from the Gaijin Store, you can get the Steam edition at no extra cost until November 23rd. ▪️New Harmonization Cycle With the release, the next Harmonization Cycle begins, featuring new rewards. Merits have been introduced — earn them throughout the Cycle and exchange them for prizes, including items from previous Cycles. ⚡️At launch, we’ve expanded raid loot: legendary weapons can now be found in raids across the Multiverse. We’ve also streamlined the Shelter and inventory management so you can organize your base more intuitively, gear up faster, and dive back into raids sooner. ▪️"Premium" Becomes "Deluxe" With the release, the Premium Edition has been upgraded and renamed to the Deluxe Edition, now packing even more weapons, in‑game currency, and a second additional Body Sleeve — "Knight." All existing Premium Edition owners will receive these upgrades automatically and for free. ▪️Music The game features over a hundred tracks by independent composers and guest artists, including Akira Yamaoka. The soundtrack is available separately on Steam or as part of the Deluxe Edition, and will be released on streaming platforms later. 📢 Check your gear, assemble your squad, and stay tuned — we’ll soon also share the roadmap for Active Matter’s future development. The most dangerous raids are still ahead! #ActiveMatter #Gaming #GamesNews

🔥Active Matter Is Now Available On PC, PlayStation 5, And Xbox Series X|S!🔥 Operatives, the door to the Multiverse is open! If you purchased the early version from the Gaijin Store, you can get the Steam edition at no extra cost until November 23rd. ▪️New Harmonization Cycle With the release, the next Harmonization Cycle begins, featuring new rewards. Merits have been introduced — earn them throughout the Cycle and exchange them for prizes, including items from previous Cycles. ⚡️At launch, we’ve expanded raid loot: legendary weapons can now be found in raids across the Multiverse. We’ve also streamlined the Shelter and inventory management so you can organize your base more intuitively, gear up faster, and dive back into raids sooner. ▪️"Premium" Becomes "Deluxe" With the release, the Premium Edition has been upgraded and renamed to the Deluxe Edition, now packing even more weapons, in‑game currency, and a second additional Body Sleeve — "Knight." All existing Premium Edition owners will receive these upgrades automatically and for free. ▪️Music The game features over a hundred tracks by independent composers and guest artists, including Akira Yamaoka. The soundtrack is available separately on Steam or as part of the Deluxe Edition, and will be released on streaming platforms later. 📢 Check your gear, assemble your squad, and stay tuned — we’ll soon also share the roadmap for Active Matter’s future development. The most dangerous raids are still ahead! #ActiveMatter #Gaming #GamesNews

Active Matter

27,630 views • 14 days ago

Dave Aronberg debating Brother Counsel is a reminder that prosecutors who refuse to question law enforcement negligence and speak with such arrogance about facts they don’t fully understand are how innocent people end up in prison. Mistruth #1: “No Dog DNA” Truth: The results were inconclusive. On January 29, 2022, John O’Keefe’s clothing was collected from the hospital floor by Proctor. Instead of turning the items over to CSSS, he took them to the temporary evidence room and laid them out on butcher paper to dry, in an open area all troopers had access to. No chain of custody log exists. The clothing was not delivered to the MSP Crime Lab until March 14, six weeks later. It then sat for 14 months before being tested by MSP analyst Hartnett. Dog DNA testing resulted in no dog DNA, but it was also noted degradation and the presence of an inhibitor are possible reasons. Pig DNA was identified. Adam Lally also failed to preserve tissue samples from John O’Keefe’s right arm, injuries that appear consistent with dog bites to most observers. Chloe, the McAlbert dog was “rehomed” and renamed Cora soon after Karen Read’s defense team wanted information regarding the dog, given John O’Keefe’s arm injuries appear as from a dog attack. 📺

Dave Aronberg debating Brother Counsel is a reminder that prosecutors who refuse to question law enforcement negligence and speak with such arrogance about facts they don’t fully understand are how innocent people end up in prison. Mistruth #1: “No Dog DNA” Truth: The results were inconclusive. On January 29, 2022, John O’Keefe’s clothing was collected from the hospital floor by Proctor. Instead of turning the items over to CSSS, he took them to the temporary evidence room and laid them out on butcher paper to dry, in an open area all troopers had access to. No chain of custody log exists. The clothing was not delivered to the MSP Crime Lab until March 14, six weeks later. It then sat for 14 months before being tested by MSP analyst Hartnett. Dog DNA testing resulted in no dog DNA, but it was also noted degradation and the presence of an inhibitor are possible reasons. Pig DNA was identified. Adam Lally also failed to preserve tissue samples from John O’Keefe’s right arm, injuries that appear consistent with dog bites to most observers. Chloe, the McAlbert dog was “rehomed” and renamed Cora soon after Karen Read’s defense team wanted information regarding the dog, given John O’Keefe’s arm injuries appear as from a dog attack. 📺

Lara

12,228 views • 3 months ago

Candace Owens drops some INCREDIBLE new revelations that blow this case WIDE OPEN that there is most definitely foul play and also lean to involvement of our own FBI. - The info Andrew Kolvet put out about the surgeon talking about Charlie Kirk having bones of steel and Charlie's neck stopping a 30.06 were NOT said by the surgeon. These were allegedly Andrew's own words. Why did Andrew make this up, was he trying to solidify a narrative? - Charlie did still have a pulse but was not going to make it, so the surgeon left the ER room to make a call, then FBI agents would not let the surgeon back into the room where Charlie was to clean him up for when Erika came. The doctor made a phone call and the agents were then told to stand down and let the doctor back in. Why wouldn't they let the doctor back in his own ER room? - Before the alleged weapon/30.06 rifle was found, police officers and police dogs that are specifically trained to search out gun powder/bombs/etc., searched the areas and came up with NOTHING. As soon as the feds came and asked a bunch of odd questions and where they already searched, after awhile the feds then directed the police to search the area again but this time the police found the alleged murder weapon in a place that was already checked by police and trained dogs. Did the feds plant the gun in that area? - Also, another canine was used to track the location from the gun to the roof. This was not accomplished in traditional means. The dog was taken to the area where the alleged suspect jumped from the roof onto the ground and since the dog hit a scent on the ground, they automatically coordinated that scent hit with the position on the roof. The dog did not actually hit on the roof or the alleged shooter position. - This last allegation is not confirmed yet but was relayed to Candace that after the rental car story broke, a BOLO was sent out for a white Toyota Rav 4, the police did find the vehicle speeding away after the shooting, the police pulled over the driver, when the officer approached the white Toyota Rav 4, a federal officer was behind the wheel and flashed his badge to the officer who pulled him over and let him know that he was out ranked. WHAT IS REALLY GOIN ON? FYI: Multiple police there that day during the live investigation said that as soon as the feds arrived it was like a wild goose chase and many things were off and didn't seem right or went against normal protocol or procedure. These new conformations and allegations make it even more plausible that this was an inside, fed related, military intelligence style operation.

Candace Owens drops some INCREDIBLE new revelations that blow this case WIDE OPEN that there is most definitely foul play and also lean to involvement of our own FBI. - The info Andrew Kolvet put out about the surgeon talking about Charlie Kirk having bones of steel and Charlie's neck stopping a 30.06 were NOT said by the surgeon. These were allegedly Andrew's own words. Why did Andrew make this up, was he trying to solidify a narrative? - Charlie did still have a pulse but was not going to make it, so the surgeon left the ER room to make a call, then FBI agents would not let the surgeon back into the room where Charlie was to clean him up for when Erika came. The doctor made a phone call and the agents were then told to stand down and let the doctor back in. Why wouldn't they let the doctor back in his own ER room? - Before the alleged weapon/30.06 rifle was found, police officers and police dogs that are specifically trained to search out gun powder/bombs/etc., searched the areas and came up with NOTHING. As soon as the feds came and asked a bunch of odd questions and where they already searched, after awhile the feds then directed the police to search the area again but this time the police found the alleged murder weapon in a place that was already checked by police and trained dogs. Did the feds plant the gun in that area? - Also, another canine was used to track the location from the gun to the roof. This was not accomplished in traditional means. The dog was taken to the area where the alleged suspect jumped from the roof onto the ground and since the dog hit a scent on the ground, they automatically coordinated that scent hit with the position on the roof. The dog did not actually hit on the roof or the alleged shooter position. - This last allegation is not confirmed yet but was relayed to Candace that after the rental car story broke, a BOLO was sent out for a white Toyota Rav 4, the police did find the vehicle speeding away after the shooting, the police pulled over the driver, when the officer approached the white Toyota Rav 4, a federal officer was behind the wheel and flashed his badge to the officer who pulled him over and let him know that he was out ranked. WHAT IS REALLY GOIN ON? FYI: Multiple police there that day during the live investigation said that as soon as the feds arrived it was like a wild goose chase and many things were off and didn't seem right or went against normal protocol or procedure. These new conformations and allegations make it even more plausible that this was an inside, fed related, military intelligence style operation.

The SCIF

52,885 views • 9 months ago

GeoLibre v2.0.0 is here! GeoLibre is a free and open-source geospatial platform that runs everywhere: as a native desktop app, in the browser, on Android, and embedded right inside Jupyter notebooks. It brings modern web mapping, cloud-native data formats, and a full processing toolbox together in one place, all built on MapLibre and with no proprietary lock-in. Our first major release adds a true 3D globe, takes mapping beyond Earth to Mars and the Moon, lets styles round-trip with QGIS, and turns loaded vector layers into editable, save-back-to-source data. What's new in v2.0.0 - Planetary mapping: explore Mars, the Moon, and other bodies with the OpenPlanetaryMap basemaps, a per-project ellipsoid, and a planet switcher right in the Layers panel. - CesiumJS 3D globe: switch any map pane to a photorealistic 3D globe that stays camera-synced with your 2D maps and mirrors the layer stack. - True 3D data: render vector layers with Z coordinates, load TIN/MultiPatch 3D shapefiles, and display KML/KMZ Collada (.dae) 3D models. - Symbology interchange: import and export vector styling as OGC SLD, QGIS QML, and Mapbox GL style JSON, so styles round-trip between GeoLibre, QGIS, and the Mapbox/MapLibre ecosystem. - Editable source layers: edit vector layers and write the changes back to their source, including GeoPackage and GeoJSON files and PostGIS database tables. - Weather and sky: a new Weather menu with live cloud and precipitation radar overlays (RainViewer), plus a Google Earth-style sun position simulation for realistic lighting. - Terrain and lighting: double-click the terrain control to set vertical exaggeration, and view any scene in true 3D relief. - Smarter data import: bring in CSV without coordinates as an attribute table, split GPX track points and route points into separate layers, and load macOS-zipped and projected-CRS shapefiles. - Raster in the browser: build normalized-difference indices for any HTTP COG and extract COG/WMS/XYZ bounding-box subsets client-side. - Field Calculator upgrades: compute geometry length and area directly on your features. - Attribute table: multi-select rows with Ctrl and Shift, plus faster navigation. - Google Earth-style extras: "View in Google Maps / Google Earth" actions, camera-reset keyboard shortcuts, and a UTM easting/northing grid mode for the Gridlines overlay. - New plugins: a Mapillary coverage and street-level image viewer, a Historical Imagery panel, and an Elevation Profile tool. - Fully localized: all 13 language catalogs are complete, so the entire UI is translatable. Try it out - Launch GeoLibre Web: - GitHub: - Documentation: - Release notes: #GIS #GeospatialData #OpenSource #RemoteSensing #DataVisualization #MapLibre #GeoLibre

Qiusheng Wu

36,217 views • 2 months ago

Guide to find hidden GEMs which pump 10-100X 1 tool + 10 mins = no scams anymore There are too many methods how memes' founders fool you into thinking “This is the new $PNUT...” With this strategy, I did: $PNUT $7.5M -> $1.4B $LUCE $8M -> $190M $AURA $3.4M -> $27M And that's just my personal cases... ➣ Reveal the strategy 1. Where to search? To start searching, we're going to use: Yeah, compliance of tools in, outperformed the whole memes market and I use only it and Photon (but in this strategy without it) 2. Set the params • Go to "Trending" • Set the params as on video • Pick the most liked to you 3. Connection between wallets The most important, since the whole pump could be artificial... • Open the chart • Mark a zone where you want to see the connection • Click on "Bubble" (check video) • If there's no connection — GREEN FLAG Definitely it doesn't give to you any guarantees and you should check out all their social media networks — must have DYOR the whole time and soon, I will release more guides And many calls are coming...

Guide to find hidden GEMs which pump 10-100X 1 tool + 10 mins = no scams anymore There are too many methods how memes' founders fool you into thinking “This is the new $PNUT...” With this strategy, I did: $PNUT $7.5M -> $1.4B $LUCE $8M -> $190M $AURA $3.4M -> $27M And that's just my personal cases... ➣ Reveal the strategy 1. Where to search? To start searching, we're going to use: Yeah, compliance of tools in, outperformed the whole memes market and I use only it and Photon (but in this strategy without it) 2. Set the params • Go to "Trending" • Set the params as on video • Pick the most liked to you 3. Connection between wallets The most important, since the whole pump could be artificial... • Open the chart • Mark a zone where you want to see the connection • Click on "Bubble" (check video) • If there's no connection — GREEN FLAG Definitely it doesn't give to you any guarantees and you should check out all their social media networks — must have DYOR the whole time and soon, I will release more guides And many calls are coming...

Ronin

33,896 views • 1 year ago

Today, we’re thrilled to introduce GAIA, a modular creation engine for the AI age. At its core, GAIA is a multiplayer creation engine designed to bring democratized Generative AI abilities to everyone, hence its name. It abstracts away the complexities of leveraging open-source software, hardware requirements, and technical intricacies, allowing creators to focus solely on creating, together. GAIA has been instrumental in powering the imagination and creative works of our studio, significantly boosting productivity, collaboration, and creativity. It has saved our team thousands of man-days in production work, enabling us to dream bigger, bolder, and execute more swiftly. When used by experienced creators, GAIA, with its ever-growing toolsets built by core contributors, stands to be the best AI creative co-pilot for industry-specific production workflows—from gaming to fashion, and from personal consumption to real estate renderings. GAIA's self-reinforcing flywheel is poised to dramatically enhance the platform's capabilities in both the near and long term: The cost of GPUs and compute will continue to improve. Open-source AI models are becoming increasingly powerful over time, as seen by the evolution from Stable Diffusion 1 to Lightning, alongside other impressive OSS creations like AnimateDiff, LoRAs, and ControlNet. The architecture of AI workflows will become more fine-grained, allowing exponentially increasing control over final outputs. The data and connections that AI workflows can make, both in-app and out-of-app, will grow more sophisticated. GAIA already allows for the chaining of Generative Image AI recipes, grouping complex node-based programs into simple consumer-facing interfaces. Soon, with multi-modality workflows, creators will be able to leverage not only images but also text and sound to create even more complex workflows. Today is the least capable GAIA will ever be. It already provides superpowers unachievable by many creators who know how to harness them. We have an extremely exciting backlog of features lined up, starting with social features. Our mission as Ather Collective core contributors is to get GAIA into the hands of as many creators and businesses as possible. While we believe in e/acc, our north star for Ather Collective remains: Equitable, Accessible, Composable, and Collaborative. If you would like to be a part of the early access users of GAIA, please register using this link: Our team will open up capacity as soon as we are able to. There is only one way AI benefits humanity, and that’s through open AI. Let’s be a part of it. ✌🏻

Today, we’re thrilled to introduce GAIA, a modular creation engine for the AI age. At its core, GAIA is a multiplayer creation engine designed to bring democratized Generative AI abilities to everyone, hence its name. It abstracts away the complexities of leveraging open-source software, hardware requirements, and technical intricacies, allowing creators to focus solely on creating, together. GAIA has been instrumental in powering the imagination and creative works of our studio, significantly boosting productivity, collaboration, and creativity. It has saved our team thousands of man-days in production work, enabling us to dream bigger, bolder, and execute more swiftly. When used by experienced creators, GAIA, with its ever-growing toolsets built by core contributors, stands to be the best AI creative co-pilot for industry-specific production workflows—from gaming to fashion, and from personal consumption to real estate renderings. GAIA's self-reinforcing flywheel is poised to dramatically enhance the platform's capabilities in both the near and long term: The cost of GPUs and compute will continue to improve. Open-source AI models are becoming increasingly powerful over time, as seen by the evolution from Stable Diffusion 1 to Lightning, alongside other impressive OSS creations like AnimateDiff, LoRAs, and ControlNet. The architecture of AI workflows will become more fine-grained, allowing exponentially increasing control over final outputs. The data and connections that AI workflows can make, both in-app and out-of-app, will grow more sophisticated. GAIA already allows for the chaining of Generative Image AI recipes, grouping complex node-based programs into simple consumer-facing interfaces. Soon, with multi-modality workflows, creators will be able to leverage not only images but also text and sound to create even more complex workflows. Today is the least capable GAIA will ever be. It already provides superpowers unachievable by many creators who know how to harness them. We have an extremely exciting backlog of features lined up, starting with social features. Our mission as Ather Collective core contributors is to get GAIA into the hands of as many creators and businesses as possible. While we believe in e/acc, our north star for Ather Collective remains: Equitable, Accessible, Composable, and Collaborative. If you would like to be a part of the early access users of GAIA, please register using this link: Our team will open up capacity as soon as we are able to. There is only one way AI benefits humanity, and that’s through open AI. Let’s be a part of it. ✌🏻

TIN | Sipher Odyssey & Ather Labs

14,204 views • 2 years ago

Guys, good news !!!!! I have cried so much because, this is hard work !!!!!! Transitioning from care work in 2024 to dedicate myself entirely to the events industry with @cruxnxtioneventsuk laid a four-year foundation of resilience. Craving something permanent, I launched @nxtionfoodmarket with a clear vision of building a household name, starting with retail to establish community trust and customer loyalty. While the first few months were a struggle, I set a five-year timeline to build a franchise-ready model. Through dedication, consistency, confidence, and grace, we achieved that milestone in under two years growing a £35,000 investment into a business worth over £400,000. Today marks an exciting new chapter with the opening of our WAREHOUSE, a comprehensive Nigerian wholesale and retail store in Sheffield. We stock everything from everyday household essentials like brooms, igbako, omo origun, and adogan, to grains, flours, frozen and fresh meats, fish, yams, peppers, and vegetables. By offering wholesale prices alongside retail options, we empower retailers to buy at bulk rates while allowing everyday consumers to shop affordably compared to open market prices. Proudly introducing NXTION FOOD MARKET WHOLESALES (with a new trading name coming soon) alongside my wonderful new business partner and wife❤️ PS: We are currently welcoming strategic Investors for our next phase of growth. We are strictly offering structured Return on Investment (ROI) agreements no equity or ownership stakes. Opportunities begin at £5,000 and above for long-term partners who align with our vision. Serious inquiries only please reach out directly to discuss partnership terms. #bambad #sheffield #community #wholesales

Guys, good news !!!!! I have cried so much because, this is hard work !!!!!! Transitioning from care work in 2024 to dedicate myself entirely to the events industry with @cruxnxtioneventsuk laid a four-year foundation of resilience. Craving something permanent, I launched @nxtionfoodmarket with a clear vision of building a household name, starting with retail to establish community trust and customer loyalty. While the first few months were a struggle, I set a five-year timeline to build a franchise-ready model. Through dedication, consistency, confidence, and grace, we achieved that milestone in under two years growing a £35,000 investment into a business worth over £400,000. Today marks an exciting new chapter with the opening of our WAREHOUSE, a comprehensive Nigerian wholesale and retail store in Sheffield. We stock everything from everyday household essentials like brooms, igbako, omo origun, and adogan, to grains, flours, frozen and fresh meats, fish, yams, peppers, and vegetables. By offering wholesale prices alongside retail options, we empower retailers to buy at bulk rates while allowing everyday consumers to shop affordably compared to open market prices. Proudly introducing NXTION FOOD MARKET WHOLESALES (with a new trading name coming soon) alongside my wonderful new business partner and wife❤️ PS: We are currently welcoming strategic Investors for our next phase of growth. We are strictly offering structured Return on Investment (ROI) agreements no equity or ownership stakes. Opportunities begin at £5,000 and above for long-term partners who align with our vision. Serious inquiries only please reach out directly to discuss partnership terms. #bambad #sheffield #community #wholesales

MR BAMBAD

40,912 views • 28 days ago

Art on Tezos Friday Recap 🔔 → Kento by objkt on Kickstarter crosses $120K in pledges so far: 110 physical collectible cards from 40 artists, Season 01: Web Nostalgia. 🃏🎉 → ÌTÀN celebrated three years of bringing together West African artists with the exhibition ÌTÀN III: Transformation, featuring 50+ artists 💫🎂 → [UNDER CONSTRUCTION] opened in Shiraz, curated by Kika Nicolela & Mouzenn 🛠️ → ACTZ - Art Commissions September “Saudade” selections are out. Curators are contacting the chosen artists congratulations to everyone on the list. 👏🏡 → DagieDee shares Anchor, a project he's been building over the past months. It's an open-source, collector-owned preservation infrastructure for digital art. 🗃️ 🔐 → TezTree open call with Art on Tezos + FlexasuarusRex La Creme • 💪 🦖• is still open: submit a proposal for up to 1,000 tez and community votes. Deadline Sept 15. 🌳 → Over last weekend RGBMTL’s 5th edition unfolded in Montréal, featuring 247 local and international artists, curated by fellow artists and spearheaded by Strano, aitso and Nicolas Sassoon. Livestreams of both nights available. 🇨🇦✨ → “Stories We Tell Online” (objkt.one × The Second-Guess) continues with online releases and IRL shows at internet cafés in Berlin, Vienna and Linz. Curated by anika meier, Kika Nicolela and micol. 🗣️🛜 → STILL WET at Galerie Met in Berlin runs through September 5, physical and digital painting as an expanded medium, 18 artists, curated by Kika Nicolela and Ruizhe Liang. 🇩🇪🖌️ → This week’s Tezos Commons Artz Friday guest is multidisciplinary artist OGD. 🎙️🎨 Don't Miss: → Subject Through Time by Ruins, the release asks what is left of an ordinary place once a whole day has crossed it. Presented by objkt labs. 🪑🪟 → Dear Guests, Will You Take My Picture? by OONA. The performance took place at Museum of the Moving Image as the Dear Guests series finale. Presented by The Second-Guess 📸 → TOKEN01 by UBERMORGEN 🪢 ԅ( ͒ ۝ ͒ )ᕤ, a generative NFT release designed to bring a new crowd into collecting while directly supporting young creators in Vienna. Some TOKEN01s cross into RL: GRILLZ, NAILS + ARTZ. 💅🦷 📍 Vienna → Visual Voice, an audiovisual collaboration between Elisabeth Sweet and Tendrela, an AI that names the unnamed. Presented by The Second-Guess 📄🗣️ → THE OBSOLETE MATTERS by 𝘼𝘾𝘾𝙊𝙈𝙋𝘼𝙍𝙏'𝙎, with 30 artists exploring obsolescence in digital art 🕰️ 💾 → ÌTÀN III: Transformation curated by sierra renee, more than 50+ works to explore 💎 → [UNDER CONSTRUCTION] curated Kika Nicolela, featuring 26 artists 🛠️ → New on drop.art Ი𐑼: - JONGBOX by Flintpope 💮 ⚆ 🀱 - Levitations ISF145_1-8 by V4w.enko - K4rt00nz by oscar civit Image: Views of Seasons (fragmented) by Ivona Tau

Art on Tezos Friday Recap 🔔 → Kento by objkt on Kickstarter crosses $120K in pledges so far: 110 physical collectible cards from 40 artists, Season 01: Web Nostalgia. 🃏🎉 → ÌTÀN celebrated three years of bringing together West African artists with the exhibition ÌTÀN III: Transformation, featuring 50+ artists 💫🎂 → [UNDER CONSTRUCTION] opened in Shiraz, curated by Kika Nicolela & Mouzenn 🛠️ → ACTZ - Art Commissions September “Saudade” selections are out. Curators are contacting the chosen artists congratulations to everyone on the list. 👏🏡 → DagieDee shares Anchor, a project he's been building over the past months. It's an open-source, collector-owned preservation infrastructure for digital art. 🗃️ 🔐 → TezTree open call with Art on Tezos + FlexasuarusRex La Creme • 💪 🦖• is still open: submit a proposal for up to 1,000 tez and community votes. Deadline Sept 15. 🌳 → Over last weekend RGBMTL’s 5th edition unfolded in Montréal, featuring 247 local and international artists, curated by fellow artists and spearheaded by Strano, aitso and Nicolas Sassoon. Livestreams of both nights available. 🇨🇦✨ → “Stories We Tell Online” (objkt.one × The Second-Guess) continues with online releases and IRL shows at internet cafés in Berlin, Vienna and Linz. Curated by anika meier, Kika Nicolela and micol. 🗣️🛜 → STILL WET at Galerie Met in Berlin runs through September 5, physical and digital painting as an expanded medium, 18 artists, curated by Kika Nicolela and Ruizhe Liang. 🇩🇪🖌️ → This week’s Tezos Commons Artz Friday guest is multidisciplinary artist OGD. 🎙️🎨 Don't Miss: → Subject Through Time by Ruins, the release asks what is left of an ordinary place once a whole day has crossed it. Presented by objkt labs. 🪑🪟 → Dear Guests, Will You Take My Picture? by OONA. The performance took place at Museum of the Moving Image as the Dear Guests series finale. Presented by The Second-Guess 📸 → TOKEN01 by UBERMORGEN 🪢 ԅ( ͒ ۝ ͒ )ᕤ, a generative NFT release designed to bring a new crowd into collecting while directly supporting young creators in Vienna. Some TOKEN01s cross into RL: GRILLZ, NAILS + ARTZ. 💅🦷 📍 Vienna → Visual Voice, an audiovisual collaboration between Elisabeth Sweet and Tendrela, an AI that names the unnamed. Presented by The Second-Guess 📄🗣️ → THE OBSOLETE MATTERS by 𝘼𝘾𝘾𝙊𝙈𝙋𝘼𝙍𝙏'𝙎, with 30 artists exploring obsolescence in digital art 🕰️ 💾 → ÌTÀN III: Transformation curated by sierra renee, more than 50+ works to explore 💎 → [UNDER CONSTRUCTION] curated Kika Nicolela, featuring 26 artists 🛠️ → New on drop.art Ი𐑼: - JONGBOX by Flintpope 💮 ⚆ 🀱 - Levitations ISF145_1-8 by V4w.enko - K4rt00nz by oscar civit Image: Views of Seasons (fragmented) by Ivona Tau

Tezos

16,878 views • 25 days ago

U.S. Lt. Gen. Ben Hodges (Ret.) pulls zero punches, saying the Trump administration's policy is a "giant middle finger" to its alles and an absolute win for putin. He warns that ceding Europe to Russia means a full-on global war is coming soon if Ukraine falls. putin is literally popping champagne right now. Ben Hodges: “This is the giant middle finger to uh, to that Europe, by this administration. I think the happiest person in the world with this document is vladimir putin, because this strategy cedes Europe to the Russian sphere of influence. And this is out in the open now. It's not, there's no nuance, it's out in the open. And I think that Europe better, number one, ensure that Ukraine does not fail. And number two, it it better be ready because if Ukraine does fail, there will be a full-on global full war between Russia and Europe very soon.” Host: “The way you put it, Ben Hodges, makes it sound historic and alarming. Is that what it is?” Ben Hodges: “Well, historic in terms of American failure, turning our back on, not only our allies of over 80 years, but also damaging ourselves. I mean, for all these years, our European allies have given us access with bases, intelligence sharing, we've served together in so many different theaters. We've we've stood shoulder by shoulder in diplomatic circles. And now, this is the giant middle finger to that Europe by this administration. Understandable, making a priority defense of the homeland in Western Hemisphere and Indo-Pacific, that's that's not new. What's new is clearly this is about spheres of influence. And for the Trump administration, Europe is not going to be that sort of strategic interest to us anymore.” Hello, 1938. The Trump administration is actively creating a Russian 'sphere of influence’. We are watching the rollback of 80 years of security in real-time. This is treasonous foreign policy. This is exactly what putin wants: a free pass to do whatever he wants in Europe. A global war between Russia and Europe is what happens when America quits its job as a world leader. The Ben Hodges Warning: Get ready, Europe. If you don't save Ukraine, you're next. The US won't have your back. It's time to realise the 'alliance' is on life support because of one man.

U.S. Lt. Gen. Ben Hodges (Ret.) pulls zero punches, saying the Trump administration's policy is a "giant middle finger" to its alles and an absolute win for putin. He warns that ceding Europe to Russia means a full-on global war is coming soon if Ukraine falls. putin is literally popping champagne right now. Ben Hodges: “This is the giant middle finger to uh, to that Europe, by this administration. I think the happiest person in the world with this document is vladimir putin, because this strategy cedes Europe to the Russian sphere of influence. And this is out in the open now. It's not, there's no nuance, it's out in the open. And I think that Europe better, number one, ensure that Ukraine does not fail. And number two, it it better be ready because if Ukraine does fail, there will be a full-on global full war between Russia and Europe very soon.” Host: “The way you put it, Ben Hodges, makes it sound historic and alarming. Is that what it is?” Ben Hodges: “Well, historic in terms of American failure, turning our back on, not only our allies of over 80 years, but also damaging ourselves. I mean, for all these years, our European allies have given us access with bases, intelligence sharing, we've served together in so many different theaters. We've we've stood shoulder by shoulder in diplomatic circles. And now, this is the giant middle finger to that Europe by this administration. Understandable, making a priority defense of the homeland in Western Hemisphere and Indo-Pacific, that's that's not new. What's new is clearly this is about spheres of influence. And for the Trump administration, Europe is not going to be that sort of strategic interest to us anymore.” Hello, 1938. The Trump administration is actively creating a Russian 'sphere of influence’. We are watching the rollback of 80 years of security in real-time. This is treasonous foreign policy. This is exactly what putin wants: a free pass to do whatever he wants in Europe. A global war between Russia and Europe is what happens when America quits its job as a world leader. The Ben Hodges Warning: Get ready, Europe. If you don't save Ukraine, you're next. The US won't have your back. It's time to realise the 'alliance' is on life support because of one man.

Yasmina

116,489 views • 9 months ago

Perplexity declared war on the biggest open source AI movement of 2026. This changes how millions of people will interact with AI agents forever. Here is what happened and why almost nobody is talking about the real implications. OpenClaw exploded in January and it became one of the fastest growing open source projects in GitHub history. The premise was radical. An AI agent that runs on your own machine, connects to your messaging apps and actually does things while you sleep. Developers went wild and over 700 community built skills appeared on ClawHub. People were negotiating car deals, filing legal rebuttals, and building entire social networks run by AI agents. Then Perplexity showed up with something different. A cloud powered system that coordinates 20 frontier AI models at once. They call it Perplexity Computer and this week they went even further. They announced Personal Computer. An always on AI agent that lives on a Mac mini in your home, connected to your local files and Perplexity's secure servers around the clock. It never sleeps or stops working and you control it from any device, anywhere. But the real story is what CEO Aravind Srinivas said during the Q&A session at their inaugural developer conference in San Francisco. He called Perplexity Computer a product "meant for serious people." He talked about Uber drivers asking him when they could stop driving and let AI make them passive income. That, he said, is the actual vision and then he went directly after OpenClaw. He said even a former Perplexity engineer struggled to get OpenClaw running on their own machine. He warned about unvetted malware being imported through OpenClaw's community skill hub, with no control over what people are contributing. He called the hobbyist approach of managing 700 API keys and sub agent configuration files a dead end for mainstream adoption. And four years of building world class orchestration gives Perplexity something an open source project cannot match. Enterprise grade security for solopreneurs and businesses alike. On one side, OpenClaw represents radical openness. Your data stays local, you choose your own models, you own everything and the community builds the tools. On the other hand, Perplexity is betting that most people don’t want to be system administrators. They want results, security guarantees, and something that just works out of the box. The Personal Computer runs on Perplexity's SOC 2 certified infrastructure. Every sensitive action requires user approval, every action is logged, and there is a kill switch. The enterprise version connects natively to Snowflake, Salesforce, HubSpot, and hundreds of other platforms. Teams can query data warehouses and build financial models without waiting on an analytics team. The real question is not which product is technically better. The real question is whether the future of AI agents looks like Linux or looks like the iPhone. Because the Uber driver Srinivas described is not going to configure sub agent routing tables. That person needs something that works the moment they open it. And if Perplexity captures that market, the open source movement becomes a niche for developers instead of a revolution for everyone. That is the billion dollar bet being made right now.

Perplexity declared war on the biggest open source AI movement of 2026. This changes how millions of people will interact with AI agents forever. Here is what happened and why almost nobody is talking about the real implications. OpenClaw exploded in January and it became one of the fastest growing open source projects in GitHub history. The premise was radical. An AI agent that runs on your own machine, connects to your messaging apps and actually does things while you sleep. Developers went wild and over 700 community built skills appeared on ClawHub. People were negotiating car deals, filing legal rebuttals, and building entire social networks run by AI agents. Then Perplexity showed up with something different. A cloud powered system that coordinates 20 frontier AI models at once. They call it Perplexity Computer and this week they went even further. They announced Personal Computer. An always on AI agent that lives on a Mac mini in your home, connected to your local files and Perplexity's secure servers around the clock. It never sleeps or stops working and you control it from any device, anywhere. But the real story is what CEO Aravind Srinivas said during the Q&A session at their inaugural developer conference in San Francisco. He called Perplexity Computer a product "meant for serious people." He talked about Uber drivers asking him when they could stop driving and let AI make them passive income. That, he said, is the actual vision and then he went directly after OpenClaw. He said even a former Perplexity engineer struggled to get OpenClaw running on their own machine. He warned about unvetted malware being imported through OpenClaw's community skill hub, with no control over what people are contributing. He called the hobbyist approach of managing 700 API keys and sub agent configuration files a dead end for mainstream adoption. And four years of building world class orchestration gives Perplexity something an open source project cannot match. Enterprise grade security for solopreneurs and businesses alike. On one side, OpenClaw represents radical openness. Your data stays local, you choose your own models, you own everything and the community builds the tools. On the other hand, Perplexity is betting that most people don’t want to be system administrators. They want results, security guarantees, and something that just works out of the box. The Personal Computer runs on Perplexity's SOC 2 certified infrastructure. Every sensitive action requires user approval, every action is logged, and there is a kill switch. The enterprise version connects natively to Snowflake, Salesforce, HubSpot, and hundreds of other platforms. Teams can query data warehouses and build financial models without waiting on an analytics team. The real question is not which product is technically better. The real question is whether the future of AI agents looks like Linux or looks like the iPhone. Because the Uber driver Srinivas described is not going to configure sub agent routing tables. That person needs something that works the moment they open it. And if Perplexity captures that market, the open source movement becomes a niche for developers instead of a revolution for everyone. That is the billion dollar bet being made right now.

Milk Road AI

22,333 views • 6 months ago

We are going big this year and into next! 2026 will be a Radiant year. The Radiant community is thrilled to announce the release of TWO MAJOR open-source projects that showcase the power of collaborative development: Radiant-Core Node! RXinDexer! 1. Radiant-Core Node 2.0-Project Phoenix Our next-generation blockchain node implementation! 🔗 -Built with modern C++20, Radiant-Core represents a significant evolution in our blockchain infrastructure: -Enhanced Performance: Support for transactions up to 12 MB with ~81,000 inputs. -Developer-Friendly: Native Prometheus metrics endpoint for easy monitoring. -Flexible Configuration: Node profiles from the system design paper (archive/agent/mining) for different use cases. -Glyph Token Swap Protocol Upgrades: **On-chain** broadcasted atomic swaps via PSRT. The classic advertised swaps will still work but this ushers in a whole new era for DEX and atomic swaps on-chain. -Cross-Platform: Docker-based CI for consistent builds across Linux, macOS, and Windows. -Available soon on testnet and aiming for mainnet activation by block 400k. 2. RXinDexer - Blockchain indexer for RXD and Glyphs 🔗 -A powerful Python-based indexing solution that enables developers to efficiently query and track Radiant blockchain data and Glyph assets. These releases embody our commitment to transparent, community-driven development. Open source isn't just about code—it's about empowering developers worldwide to: ✅ Contribute improvements and innovations ✅ Audit security and verify integrity ✅ Build complementary tools and services ✅ Learn from production-grade blockchain implementations Get Involved! Whether you're a seasoned blockchain developer or just getting started, your contributions matter. Check out the repositories, review the documentation, submit issues, or contribute code. You are the Proof of Work! And together, we're building the future of decentralized digital value transfer and sound money with no trusted third parties. The way Satoshi intended. The future is Radiant!

We are going big this year and into next! 2026 will be a Radiant year. The Radiant community is thrilled to announce the release of TWO MAJOR open-source projects that showcase the power of collaborative development: Radiant-Core Node! RXinDexer! 1. Radiant-Core Node 2.0-Project Phoenix Our next-generation blockchain node implementation! 🔗 -Built with modern C++20, Radiant-Core represents a significant evolution in our blockchain infrastructure: -Enhanced Performance: Support for transactions up to 12 MB with ~81,000 inputs. -Developer-Friendly: Native Prometheus metrics endpoint for easy monitoring. -Flexible Configuration: Node profiles from the system design paper (archive/agent/mining) for different use cases. -Glyph Token Swap Protocol Upgrades: On-chain broadcasted atomic swaps via PSRT. The classic advertised swaps will still work but this ushers in a whole new era for DEX and atomic swaps on-chain. -Cross-Platform: Docker-based CI for consistent builds across Linux, macOS, and Windows. -Available soon on testnet and aiming for mainnet activation by block 400k. 2. RXinDexer - Blockchain indexer for RXD and Glyphs 🔗 -A powerful Python-based indexing solution that enables developers to efficiently query and track Radiant blockchain data and Glyph assets. These releases embody our commitment to transparent, community-driven development. Open source isn't just about code—it's about empowering developers worldwide to: ✅ Contribute improvements and innovations ✅ Audit security and verify integrity ✅ Build complementary tools and services ✅ Learn from production-grade blockchain implementations Get Involved! Whether you're a seasoned blockchain developer or just getting started, your contributions matter. Check out the repositories, review the documentation, submit issues, or contribute code. You are the Proof of Work! And together, we're building the future of decentralized digital value transfer and sound money with no trusted third parties. The way Satoshi intended. The future is Radiant!

Radiant Blockchain

41,416 views • 9 months ago