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538,065 görüntüleme • 7 ay önce •via X (Twitter)

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‼️🇷🇺🎖 Innovator on the Frontline: The Russian Soldier Changing Battlefield Tactics with His Inventions •A Unique Talent in the 150th Division: Ivan Poryadin, call sign “Mechanic,” is a distinguished Russian soldier and inventor, known for creating innovative tactics and weapons to enhance his unit’s effectiveness. Serving in a special reconnaissance battalion, he has been awarded the Medal “For Courage.” •Service and Contributions: Poryadin volunteered for the front in May 2022 and has since been involved in critical battles, including the Izium front and the storming of Marinka. Known for bravery, he once protected unarmed comrades by single-handedly confronting an enemy ambush. His leadership as a sniper group commander has been instrumental. •“Walking Fortress” Tactics: During the Marinka offensive, Poryadin introduced new methods of engagement, which he called the “Walking Fortress.” This approach kept his group safe, achieving zero combat losses over the course of two years of conflict. •Innovations on the Battlefield: •“Fortress Machine Gun”: A 23mm weapon Poryadin’s group used to dismantle enemy positions, increasing infantry firepower. •“Capricorn” Rocket Gun: This invention transformed his sniper group into artillery operators, with successful use in Bakhmut. The weapon has reportedly neutralized Ukrainian dugouts, equipment, and personnel. •Drone Shooter Attachment: Poryadin also developed an attachment for automatic weapons to effectively target and down various types of drones, which has since gone into production and is actively deployed. Poryadin’s contributions showcase the ingenuity within the Russian forces, with each of his inventions enhancing his battalion’s capabilities across different frontlines. - RVvoenkor reports

Zlatti71

39,911 görüntüleme • 1 yıl önce

Mob of entitlement terrorizing a local McDonald's until police step in. We are in Palm Beach Florida for this one. ​The trouble started inside the restaurant, where the rowdy crew began hounding and screaming profanities at workers with one going behind the counter. Fearing for their safety, the night manager immediately called 911. ​By the time officers arrived, the individuals had moved out of the lobby and into their car in the parking lot. Because of the chaos caused inside and out, management made it clear to police that they wanted the entire group formally trespassed from the property. ​While officers were calmly trying to explain the legal trespass order and gather identification, a male passenger took center stage. He launched into a profanity-laced tirade, screaming and aggressively arguing with officers. ​Police gave multiple explicit warnings: leave the property immediately or face jail time. ​While the driver and the other passengers prepared to comply and drive away, the combative passenger chose a different path. He got out of the car, caused a scene and left the property, however instead of walking away, he deliberately marched back across the parking lot toward the restaurant not once, but twice—openly defying the legal warning. ​His choice to repeatedly cross back over the property line transformed a chaotic restaurant complaint into a definitive criminal trespass arrest. While his friends drove off into the night, he was handcuffed, resisting and shouting obscenities all the way into the back of a Palm Beach squad car. The fatigue is real at times and people are sick of these types of scenes going on at places of business. The sense of entitlement that these individuals feel like they can act this way with zero repercussions is mind blowing.

Giggling Ganon

56,849 görüntüleme • 1 ay önce

//The Wire//2300Z October 27, 2025// //ROUTINE// //BLUF: FUGITIVE SEARCH ENDS IN U.K. AS MISTAKENLY RELEASED DEPORTATION CANDIDATE RECAPTURED. US NAVY LOSES TWO AIRCRAFT IN SOUTH CHINA SEA. VENEZUELA CONTINUES WARTIME PREPARATIONS.// -----BEGIN TEARLINE----- -International Events- South America: Venezuelan forces continue to make plans for an American invasion by hardening infrastructure and deploying defenses as best they can. Over the weekend many Venezuelan citizens have posted their military's movements on social media, at least one of which included the location of a Venezuelan SA-17 GRIZZLY Surface-to-Air Missile Battalion. Analyst Comment: TikTok and social media in general are the death of OPSEC in any nation, and Venezuela is no exception. Even the Venezuelan military has no real concept of digital security, and even pointing out these OPSEC violations to them directly doesn't really seem to matter much. Otherwise, American presence patrols continue as before. Some Venezuelans were able to observe what they described as American vessels on the horizon, confirming the US Navy and US Marine Corps continue to conduct operations quite literally just outside Venezuela's territorial waters. Far East: Over the weekend two US Navy aircraft were lost at sea due to two separate aviation mishaps. One MH-60R Sea Hawk from the USS *Nimitz* was lost at sea while conducting routine operations in the South China Sea. All three crew members survived the crash, and were recovered from the water. About an hour later, one F/A-18F Super Hornet (also assigned to the *Nimitz*) also went down, with both crew members ejecting and being recovered from the water safely. Analyst Comment: Despite the seeming rarity of two downed aircraft occurring at nearly the same time, these things do indeed happen occasionally. Two aircraft going down due to mishaps within an hour of each other is not exactly a frequent occurrence, but it does happen, especially since the US Navy continues an extremely intense tempto of operations. An investigation will be conducted, to be certain, but at the moment these disasters point to the nature of these types of operations...it's a risky business. As such, it is a sheer miracle that all of those involved survived these incidents, and several investigations are likely to be carried out to determine the causation of these mishaps. Until more information is known, there's no telling what led to the loss of either aircraft. United Kingdom: Hadush Kebatu was recaptured after a day-long manhunt yesterday. He was able to evade capture for two days, despite not even trying to evade detection. Authorities claim that they are still investigating what allegedly went wrong in order for him to be released by mistake in the first place, but so far no details on this have been released to the public. -----END TEARLINE----- Analyst Comments: So far, the development of the Kebatu case has been host to many concerning details which have inflamed tensions higher than they already are. For instance, he initially tried to return to the detention facility after his release, and remained in the vicinity of the facility for several hours. Eventually detention facility staff escorted him to the train station, and helped him escape. He was given a prepaid card with money, and generally spent the day walking around London on a light shopping spree, in one of the most heavily surveilled cities on Earth. Every few hours the Met released a new video of him milling around, but somehow managed to evade capture for the entire day, completely unaware that a nationwide manhunt was underway for him. In the end, it wasn't even the police that apprehended him...a local citizen spotted him in a public park which resulted in his recapture. Analyst: S2A1 Research: //END REPORT//

S2 Underground

13,569 görüntüleme • 8 ay önce

the Andrej Karpathy code: - be Team Human - choose things that scale - scale them to all of humanity things = { Tesla camera vision | humanoid robots | transformers | AI education Eureka Labs} Favorite pull quotes from Andrej Karpathy this morning: - Elon Musk was right on self driving: - "Waymo looks like it's winning right now but I think when we look in 10 years and who's actually at scale and where most of the revenue is coming from I still think [Tesla is] ahead" - "Tesla has a software problem, Waymo has a hardware problem"... "a waymo car has a lot of very expensive LIDAR and other sort of sensors built into the car so it can do what it does...[but] if you can just use cameras which is the Tesla approach then you effectively get rid of enormous cost complexity and you can do it in in many different types of cars". - on Optimus: - "cars are robots" - Tesla isn't a car company, it "is a robotics at scale company" - "early versions of Optimus thought it was a car" - same computer, same cameras, it was walking but thought it was driving - first applications will be in factories where it doesnt "crush grandma" - excited for Optimus to solve the Nat Friedman challenge of the quiet leaf blower robot - on transformers: - "Transformers are this beautiful like blob of tissue you can just get just arbitrary tasks and you just need the data you need to put it in the right form" - "the scaling laws are actually to a large extent a property of the Transformer. Before the Transformer, people were playing with LSTMs and stacking them, you don't actually get clean scaling laws... the Transformer was the first thing that actually just scales. - Architecture is no longer a bottleneck, its now just dataset and objectives - Internet data is "not what you want for your transformer, it's just a nearest neighbor that gets you really far"... "what you want is the inner thought monologue of your brain.. if we had a billion trajectories [of your brain as you're doing problem solving] then AGI is here". "the Internet is like 0.001% cognition and 99.99% of information and most of it is not useful for thinking" - Synthetic data is largely about "refactoring the dataset into these inner monologue formats". Cites the Tencent 1 billion persona paper - Transformers > Humans: much better at learning/memory "if you give it a sequence and you do a single forward-backward pass in that sequence then if you give it the first few elements it will complete the rest of the sequence... it memorized that sequence!" Human brain working memory is very small, transformers "are much more efficient learners". - Most LLMs memorize useless information - a "cognitive core" LLM OS could be as smol as 1b params - just needs to think, and then use tools to look stuff up - Bullish on an AI CEO supervising a swarm (or crew?) of smaller specialist agents - on Education - LLM101n will be "an undergrad level course" coming "early next year" - "I'm always more interested in anything that empowers people... I'm on Team Human" - cites Bloom's Two Sigma problem: "I find very interesting is like how far can a person go if they have the perfect tutor for all the subjects" - people with 1:1 tutoring get 2 stdev better results - "I taught 231n at Stanford and that was the first deep learning class and was pretty successful but the question is how do you really scale these classes — like, how do you make it so that your target audience is maybe 8 billion people on Earth" - for different languages and different capability levels - languages and transfer learning (from previously known domains) are low hanging fruit - "the demo is near but the product is far" - "so the question is how do you use AI to do the scaling of a really good teacher and so the way I'm thinking about it is the teacher is doing a lot of the course creation and the curriculum" - "at current AI capability the models are not good enough to create a good course but I think they're good to become the front end to the student and interpret the course to them" - Learning is supposed to be hard.. but he will "make it easier for people to learn" and in a post AGI society, learning can be entertainment if people want - Kids today should study Math, Physics, CS - "symbol manipulation heavy tasks, not memory heavy"

swyx

53,917 görüntüleme • 1 yıl önce