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consistently inconsistent

153,383 просмотров • 3 месяцев назад •via X (Twitter)

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𝗣𝗼𝗽𝘂𝗹𝗮𝗿 𝗼𝗽𝗶𝗻𝗶𝗼𝗻: "𝗪𝗲 𝗻𝗲𝗲𝗱 𝗺𝗼𝗿𝗲 𝗱𝗮𝘁𝗮." 𝗔𝗰𝘁𝘂𝗮𝗹 𝗿𝗲𝗮𝗹𝗶𝘁𝘆: 𝟭𝟬𝟬 𝗴𝗿𝗲𝗮𝘁 𝗱𝗲𝗺𝗼𝘀 > 𝟭𝟬,𝟬𝟬𝟬 𝗺𝗲𝗱𝗶𝗼𝗰𝗿𝗲 𝗼𝗻𝗲𝘀. 𝗧𝗵𝗲 𝗺𝘆𝘁𝗵: More demonstrations always mean better models. 𝗧𝗵𝗲 𝗿𝗲𝗮𝗹𝗶𝘁𝘆: I've seen models trained on 200 high-quality demonstrations outperform models trained on 20,000 sloppy ones. Consistently. What makes a demonstration "high-quality"? - Smooth, deliberate motions (not rushed or hesitant) - Consistent task execution strategy across demos - Clear success/failure outcomes with proper labeling - Representative of actual deployment conditions - Performed by skilled demonstrators who understand the task What kills demonstration quality: - Human fatigue after 50+ consecutive demos - Time pressure ("let's just get this data collected") - Inconsistent demonstrators with different techniques - Collecting in unrealistic lab conditions - No real-time feedback on demonstration quality Unlike computer vision where you can throw away bad images easily, 𝗿𝗼𝗯𝗼𝘁 𝗱𝗲𝗺𝗼𝗻𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻𝘀 𝗮𝗿𝗲 𝗲𝘅𝗽𝗲𝗻𝘀𝗶𝘃𝗲 𝗮𝗻𝗱 𝗵𝗮𝗿𝗱 𝘁𝗼 𝗿𝗲𝗽𝗹𝗮𝗰𝗲. Every single one needs to count. 𝗗𝗲𝗺𝗼𝗻𝘀𝘁𝗿𝗮𝘁𝗶𝗼𝗻 𝗾𝘂𝗮𝗹𝗶𝘁𝘆 𝗶𝘀 𝗮 𝗱𝗮𝘁𝗮 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆, 𝗻𝗼𝘁 𝗮 𝗰𝗼𝗹𝗹𝗲𝗰𝘁𝗶𝗼𝗻 𝗮𝗳𝘁𝗲𝗿𝘁𝗵𝗼𝘂𝗴𝗵𝘁. What's your ratio of "data collected" vs "data actually used for training"?

Stephen James

35,147 просмотров • 11 месяцев назад

President Trump truthed one of Nick Adams Memes from back in February and I quote... America has been sick for a long time. President Trump is healing this nation. Check out some of his other posts to get an understanding of how Godly this man is. Who is Nick Adams? Nick Adams is an Australian-born American conservative author, speaker, and Trump appointee. He is a naturalized U.S. citizen, Stage IV cancer survivor, and founder of FLAG USA a nonprofit that has distributed millions of pocket Constitutions and founding documents to students to teach American civics, patriotism, and the nation’s Judeo-Christian heritage. He is a devout Christian who openly speaks about his faith in Jesus Christ, promotes “Make America Godly Again,” and frames his work around God-centered values, family, and freedom. About the post: On February 4, 2026, Nick Adams posted this striking image with the caption: “America has been sick for a long time. President Trump is healing this nation.” It is symbolic, patriotic artwork, not a literal religious statement. The image uses powerful visual elements to show America (represented as a sick man) being restored under President Trump’s leadership after years of division and decline, in the eyes of many supporters. President Trump later shared a similar version on Truth Social, which is why it’s circulating again. People are reading all kinds of wild meanings into it because of the biblical-style imagery (Trump in white robes with a healing touch, light, eagles, soldiers, etc.). In context, it is simply strong admiration for Trump’s impact on the country not claiming he is Jesus or performing miracles. Nick Adams is a Godly man who loves America and consistently points people toward faith, the Constitution, and traditional values. This post reflects his deep belief that strong, principled leadership is helping restore the nation. Many have accused Pope Leo XIV of blasphemy mainly over what they see as inconsistent emphasis when he speaks on abortion alongside immigration enforcement, with the minority directly labeling the Pope’s stance blasphemous for allegedly insulting God’s order or the sanctity of life in inconsistent application. Context matters. Share thoughtfully. Nick Adams 📱 Nick Adams Capt Kyle

Capt Kyle

60,433 просмотров • 3 месяцев назад

The LUCAS device, also known as the Lund University Cardiopulmonary Assist System, is revolutionizing the way we perform CPR (Cardiopulmonary Resuscitation). This mechanical marvel is designed to deliver high-quality chest compressions during cardiac arrest, ensuring consistent and uninterrupted compressions that are crucial for maintaining blood circulation and oxygen delivery to vital organs. How does LUCAS work? Imagine a portable, easy-to-use device that can seamlessly integrate into your emergency response protocol. The LUCAS device does just that, providing consistent and high-quality chest compressions, even during transport or in challenging environments. This frees up healthcare providers to focus on other critical tasks during resuscitation efforts, optimizing the overall care for the patient. Why is LUCAS so important? Manual chest compressions, while essential, can be inconsistent and tiring for healthcare providers, especially during prolonged resuscitation attempts. The LUCAS device ensures that the patient receives the necessary compressions at the correct depth and rate, enhancing the chances of successful resuscitation. Benefits of using LUCAS: Improved chest compression quality:LUCAS consistently delivers high-quality chest compressions, even in challenging situations. Reduced provider fatigue:By taking over chest compressions, LUCAS allows healthcare providers to focus on other critical tasks. Enhanced patient outcomes:Consistent and effective chest compressions are crucial for improving patient survival rates after cardiac arrest. Where is LUCAS used? The LUCAS device is becoming increasingly popular in hospitals and emergency medical services worldwide. Its portability and ease of use make it ideal for use in various settings, including ambulances, operating rooms, and even during transport. The future of CPR: The LUCAS device represents a significant advancement in CPR technology. Its ability to deliver consistent and high-quality chest compressions is revolutionizing the way we respond to cardiac arrest, ultimately improving patient outcomes. As technology continues to evolve, we can expect even more innovative solutions to emerge in the field of CPR, further enhancing our ability to save lives."

Fatai Ibrahim, RN,MSN 🇳🇬🇺🇸

54,828 просмотров • 1 год назад

How to ACTUALLY reach 500 points on Arc without getting stuck or confused 👇 A lot of people complain: "Bro I watched all videos/articles already but not getting points anymore" 😭 The problem is most users consume everything randomly in one day without tracking anything. Here’s the easiest method that helped many users 👇 1️⃣ Don’t watch content randomly Every day, new videos/articles get published on arc. So first: – Open 2 tabs/windows – Tab 1 = Arc Home page – Tab 2 = Contribution page (where you see points for videos/articles) Now on the Contribution page: – Click the 3 dots/menu – Find the “Find/Search in page” option 👀 Then: – Copy one video/article title from Home page – Search it inside Contribution page Now you’ll understand: – which content already gave points – which one DIDN’T give points yet If no points were received before for that content, then watching it now can still reward points 🤝 This is the main trick most people miss. 2️⃣ Watch content in an organized way Start either: – from oldest content OR – newest content But stay consistent. Every day: – Watch around 4 videos – Read around 5 articles ⚠️ Don’t randomly open 20 videos together. After watching: – wait around 5–10 mins – points usually get added quickly If no points appear: that content probably won’t reward anymore → move to next one. Also remember: – which article/video you ended on today – continue from there tomorrow Mobile users can also use multiple tabs/windows same as PC 👀 Honestly, if you stay consistent with only videos + articles, 500+ points becomes very achievable. And don’t forget livestreams: many web livestreams give around 20 points each 🤝 3️⃣ Timing matters A LOT This is another huge mistake people make 👇 Most users: – watch today at random time – then watch tomorrow at another random time Result? No points 😭 Arc content rewards usually need a FULL 24h reset. Example: If you watched today at 6PM, then tomorrow start again around: 6:10PM – 6:15PM Don’t rush before 24h fully passes. And again: – only do around 4 videos + 5 articles daily – once points are added, stop there Watching too many extra videos usually doesn’t help. 4️⃣ Discord Application Tips (VERY IMPORTANT) Most people get rejected because their answers don’t match each other 😭 Example: Question 2: "What are you?" – You select “Content Creator” Then Question 3: "How will you help Arc?" – You answer “Building apps” See the problem? 👀 Your answers should CONNECT with each other. If you choose: – Content creator → talk about guides, videos, education, helping users. If you choose: – Builder → talk about products, apps, tools, etc. Usually 4–5 questions are connected together. If your answers feel random or inconsistent, rejection chance becomes very high. My suggestion 👇 – Reach 500 points first – Then apply carefully – Stay active in Discord – Join livestreams – Help community members on discord – Keep contributing & building consistently That’s honestly the best way to grow inside the ecosystem, and slowly get recognition for Tier badges & other community roles/badges too 💙 If you helped, please do like,repost & sahre you your frns🥰

wyne

10,372 просмотров • 1 месяц назад

This is the episode you’ve all been waiting for. This is the story of the #MartinLooterFund. Suppression is rarely a single act. It arrives as a lawsuit designed not to win, but to harass and abuse. It arrives as an offer, a lunch, a quiet suggestion that there's nothing to gain by pushing further. What the machinery of suppression counts on is the rational assumption that the story is not worth this. Your career is not worth this. Your family is not worth this. Your pain is not worth this. And in the cold calculation of survival, that logic is often correct. The corrupt men of the Philippines have more resources than the people exposing them. They have lawyers, and legislators, and cops, and judges, and NBI Directors, and the institutional patience that comes from never having to worry about next month's rent. But there is a version of this they have not fully accounted for. When the suppression is overwhelming — when they come with every weapon available, when the harassment is visible and the pressure is national — they have revealed themselves. The story they could not kill is now the story of how hard they tried to kill it. The record of their effort becomes the record of their guilt. But the journalist who publishes anyway, the media company who refuses to fold when the cost is real and the comfort is gone, does something that cannot be undone: they make the suppression itself proof of the story. Such is what happened five days ago when Franco Mabanta and four PGMN associates were set up in a malicious entrapment operation to frame them as extortionists — when in reality, no extortion happened. Franco was the one who was repeatedly approached, courted for two weeks, consistently lied to, and ultimately conned to make it LOOK LIKE EXTORTION. This is not romantic. It requires losing things. It requires losing friends, causing pain to family, and damaging one’s dignity. It requires knowing that the institutions that should protect press freedom often do not, that solidarity is inconsistent, and that vindication — if it comes — may come long after the damage is done. It requires being strong and resilient…and having to pay the price for being both. Franco and PGMN were willing to pay that price. Truth-telling at this level is not a calling that promises good outcomes. It only promises that the record will exist. That is what we are after by publishing this story. To put on record what Martin Romualdez has done to the entire country — and to show with clarity why he punished PGMN for wanting to expose his evil secrets. In this episode, we do what many journalists are too afraid to attempt: open the books of Congress, especially those books written by what almost all Filipinos consider the most corrupt House Speaker in history. Congress holds the power of the purse. Martin Romualdez wanted the purse itself. From unjustified budget padding to phantom savings, from chronic underspending to a cash hoard that keeps growing — this episode puts together a dangerous and infuriating picture that is impossible to ignore. Romualdez has activated his whole machinery — paid trolls, scammer influencers, dishonest mainstream media outlets, corrupted officials — to make sure this episode never sees the light of day. And the name of the one journalist who has chosen not cower to his intimidation and power is CJ Hirro. The ones who come with the most machinery to silence the media always have the most to lose. That's why they come. Today PGMN will give Romualdez what he is afraid of. We are publishing. We are insisting that he have his worst fear realized. For the motherland, this Mother's Day — this is the #MartinLooterFund episode. This is the story Martin Romualdez wanted to kill.

Peanut Gallery Media Network

15,508 просмотров • 2 месяцев назад

Recently I got some hands-on time with Crimson Desert and below are my first impressions as well as some of the gameplay I was able to capture. Crimson Desert is a good game, but it won’t be for everyone. I know the devs claim this isn’t an RPG, but I don’t know any other way to describe this game other than a HARDCORE action RPG. If you need the yellow paint to know where to climb this game isn’t for you. But if you love getting lost in a whimsical world with a boat load of content this game is going to be right up your alley. I think what impressed me most is the attention to detail. There’s so many little things the dev team took into consideration that I think people who enjoy being immersed into a world are going to appreciate. Even if you aren’t that person; on a basic level I think most will enjoy the game's combat. It’s fast, fluid and provides a ton of player expression with its deep skill tree. The world of Pywel is vibrant, large in scale and full of life. It’s easy to get lost off the main quest line as there’s always something to do and someone to speak to. An example being I was wandering through the open world and encountered a distressed woman seeking help. I agreed to follow her only to find out moments later she was with a gang and they were trying to back door me. That had me cracking up. I think if the open world is consistently full of fun, unique side content like that & the main quest line is fire this game has a lot of potential to impress. It’s just a shame that I didn’t get to spend more time with the main quests as I kept getting side tracked with cool stuff to do in the open world. So I can’t give you much insight into that. What I can say is after the opening section there’s NEXT TO NO tutorials in this game, the puzzles are hard & the default controls are a bit clunky. You will be getting lost and I can see that frustrating some people who aren’t interested in a challenge. That’s why I mentioned earlier that this is a hardcore RPG. It does not do a lot of hand holding. Because of that I predict you and your friends will be sharing tips and tricks similar to when Elden Ring first launched and nobody knew what they were doing. If you are a patient person and take the time to learn the game's systems I promise you will be able to put together some awesome combos that will make you feel like the main character. My biggest fear for this game is that I won't finish it. Not because it’s a bad game, but I can just tell from my brief time with it that it’s next level massive. As someone who's been gaming for 30+ years it’s very rare you’ll hear me say a game was overwhelming, but this game is. For people who lack a ton of free time I can see that being a turn off because once again the game doesn’t give much direction or tutorials outside the opening area. Not to mention this game could be big just for the sake of being big. I was curious to know how much of the content was engaging versus just open world bloat? Hard to tell because I only got a few hours with the game. I also fear that the Ai isn’t the best in this game. The Ai issues I encountered zapped all immersion away for those moments. I’m not sure if the final build will differ from the vertical slice we played, but what I can tell you is that on the build we played I wasn’t impressed by the Ai. Several times I attacked enemy camps and they never reacted to me attacking them. They just stood there and took it which made the world feel less alive. There were also times where enemies were looking dead at me just standing still as the battle music played threatening to beat me up, but they never did anything. It was 3 or 4 times I encountered this poor Ai which is a red flag for me because I only got two hours of hands on time with the game. Mind you in those two hours a good portion of it was just me working my way through the prologue and the early quests, so I didn't spend a ton of time in the open world. What I'm trying to get at is the janky ai was very noticeable. It wasn't something that took long to find. I will say when the game works it's great, but when I tell you the Ai was bad at times it was bad. It reminded me of the dumb NPC’s often found in Ubisoft open world games. I’m not looking for this to be a Souls game but I want some level of challenge in the combat. Hopefully that stuff gets patched out. That being said, I’m confident in saying this game is good. I just didn’t have enough time with it to determine if it’s good, or GREAT. Only time will tell when Crimson Desert drops on March 19th, 2026 for the PC, PS5 and Xbox Series. Pros —---------- - Combat makes you feel like demon - Deep Skill tree - Vibrant world - Solid voice acting - Fire OST - The little details (trust system, you can commit crimes ect.) - No Fall damage - Puzzles are creative & challenging - Game doesn’t hold you hand (some people will hate this) - You can swap in and out of 3rd and 1st person at will. Wasn’t able to explore much of how that changes the game, but it’s nice that it's an option. - EASILY over 100hrs of content (some will hate this though) Cons —---------- - Clunky controls (Default controls take some time adjusting too. I hope there’s other control schemes at launch) - Inconsistent Ai (Ubisoft bad at times. sometimes the enemies wouldn’t attack during combat or act like they never saw you) - Long load times (we were playing on PC’s, but idk the specs) - Your horse can faint & when they do traveling the large world wasn’t as fun (and I couldn’t figure out how to get him back - most likely a skill issue) - Early stamina management is OD. Early game it’s easy to drown & get tired running. I’d imagine it gets better late game, but early game it’s frustrating trying to explore. - Camera takes some getting used to in combat. Sometimes its too close and others too far. - Early arrows have no impact. Felt useless. Hoping later upgrades fix that

The Black Hokage

1,174,980 просмотров • 4 месяцев назад