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Getting your nipples simulated with daddy's dick deep inside you... #nsfwtwt #cnc #bdsm #agegap #dom #breedkink #ddlg #sizekink #cnckink #sext #fucktoy #raceplay #wmaf

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you tend to hear this a lot from people outside or new to ML, and I often point to a talk Ilya gave a few years back: 1) think of any decent deep neural net that has enough memory and sequential ops as just a big parallel computer 2) training this neural net is doing search over computer programs that maximize your objective 3)unless you have some large bottleneck (and given you can successfully optimize this system) you’ll find that these parallel computers are highly robust to architectural changes. 4) this is because computers are great at simulating each other. your new architecture can usually be straightforwardly simulated ‘inside’ your old architecture. 5) it’s not that architecture doesn’t matter, but it mostly matters with respect to (1) fundamental bottlenecks in this parallel computer (2) modifications that make models easier to optimize, since this argument only holds if your optimization is good (3) compute efficiency/system efficiency wins that make learning easier or faster. 6) it’s quite possible that new architectures will lead to breakthroughs in machine learning, but we should first start with bottlenecks, not naturalist intuitions about the ‘form’ of AI should take. until you understand this it seems surprising that small models trained longer are better than undertrained big models, that depth and width are surprisingly interchangeable, that talking to a model with an MoE or sparse attention or linear attention is approximately the same iso evals.

will depue

215,019 views • 7 months ago

🎵 Akademiks Breaks Down Drake’s “Rich Baby Daddy” Lyrics DJ Akademiks reacted to Drake’s lyrics on “Rich Baby Daddy”, saying Drake is one of the worst people imaginable to beef with over a woman. 💭 Akademiks Main Point According to Ak, competing with Drake in a love triangle is almost impossible: “How do you compete with a nigga who can literally buy a woman anything she wants?” Break up today, back together next week Ak jokes Drake might just solve it with a G Wagon. 🚗 The G Wagon Joke Ak laughed at how casual Drake makes luxury sound: •“She not getting a G Wagon.” •“Nah… she might get that G Wagon. You’re Drake.” Ak added Drake has a long history of buying women cars, making the lyrics hit even harder. 📝 Lyrics That Stand Out Ak read the bars and said they sound insane when you really listen: “I still got some love deep inside of me No need to lie to me I know you got a guy, he’s not a guy to me Just say goodbye to him Then take a ride with me” Ak’s reaction: “Drake is a generational hater.” 😅 😵‍💫 Why Drake Is Dangerous in Romantic Beef Ak explained the imbalance: •Drake is ordering custom Rolls Royce Spectres •The average dude is offering Frontier aisle seats “Imagine trying to compete with Drake for a chick. That’s crazy.” 😂 Akademiks Final Take Ak says Drake isn’t just rapping he’s flexing leverage: •Money •Status •Access •Emotion “When you read the lyrics, you realize how wild it really is.” 👀 Bottom Line If Drake wants your girl and decides to apply pressure… Ak says you already lost.

Cousin Tino ™️

20,480 views • 6 months ago

Hell froze over: announcing FormKit for React. Secretly framework-agnostic since inception, today we’re open sourcing the most popular Vue form library…for React. Why is this a big deal? 1. Forms are still hard. We (the creators of FormKit) thought form libraries were no longer necessary, given the trajectory of coding agents. It turns out we were wrong, and we learned this the hard way. Need repeating conditional fields nested 3 layers deep inside a dynamic component, with accessibility, validation, internationalization, and backend error placement? Turns out coding agents aren’t great at that. It’s table stakes for FormKit. 2. Single component. This matters more than you would think, but FormKit doesn’t ship lots of different components each with its own props. Instead, it has a single one: and unified props. This was done to provide a better DX to human engineers. It makes it easy to spot when a given component was part of the form’s data structure vs a presentational component. It turns out this matters even more to coding agents than humans. No matter where your coding agent is, whenever it sees “FormKit” it immediately knows “oh, that’s part of the form’s data”. 3. No plumbing. FormKit doesn’t require any manual data collection, event listening, or state tracking. It does all this for you on a heavily tested, framework agnostic, self-assembling graph. The only code your agent needs to write is declarative templates and submission handlers that respond to the state. 4. Dense colocation. FormKit’s syntax happens to be ideal for coding agents; nearly everything you need to know about a given input is *on* the input: Colocation dramatically improves the efficacy of coding agents. 5. DOM. FormKit, unlike most form frameworks in React, renders the actual DOM. This also increases colocation and best practices, meaning your coding agent is far more likely to produce consistent and high-quality output that looks and acts the way its supposed to. 6. Schema. FormKit’s own inputs are not written using Vue or React — instead, FormKit has its own render schema — think of it like an AST for the DOM — and you can modify it on the fly. It’s not very human-friendly to write, but it turns out most models are already pretty well trained on FormKit’s schema. Want your inputs to look a bit different on one form than another? No problem, your coding agent can easily make those changes *without* modifying the JSX structure at all. Oh, and any inputs you create for Vue work with React and vice versa. 7. Plugins. FormKit leans into the unstructured tree graph hard. The graph doesn’t just collect data, it also passes down configuration and plugins. Want one form to work a bit differently than another one? No problem — just add a plugin to the top of that form or group and its children will all receive that feature. You can even mass assign props and configuration this way. Of course, FormKit has been solving these exact issues for a long time, but it wasn’t until we started using it on our own projects with coding agents that we realized what a huge advantage it is. With so many people using coding agents with React, it made sense to unveil FormKit for what it has always been — a completely framework-agnostic form framework that happens to unlock your coding agents. ➡️

Justin Schroeder

11,549 views • 3 months ago

This hot, trashy American blonde slut lights up in the backseat of a taxi. She's clearly high as a kite, and explains that she just got done "filling up the paint can", and is off to have "dinner" now; that's some "meating" where she's gonna be "feeding the mouth". We can all guess the profession with which she supports her druggy habits. Just listen how she moans with pleasure as she pumps that first inhale into her addicted lungs; she clearly needs that relaxing ciggie after filling up her paint can. Then, after a second inhale, she does a massive exhale while showing us just how amazing her slutty mouth truly is. She's stuck just about everything in there known to man; cigarettes, meth pipes, oxy's, and loads of hot beef. And which guy wouldn't wanna feed her his meat when she opens up like that! Just imagine that tongue piercing rubbing against your shaft while you're balls-deep inside of her. And she just doesn't stop; doing one deep inhale after another, holding her ciggie between her fingers and showing off her silver space nails. Then we get even more action from that super hot, slutty ashtray mouth. First the creamy white smoke she held in her mouth comes out, and then she exhales the smoke that was deep inside her lungs. You hear the taxi driver coughing at one point; he's clearly struggling. Oh man, this hot white trash slut is just such unbelievable fun! This is the girlfriend I truly want; getting high and watching her smoke all day, filling her paint can to the brim and feeding that hot mouth all the meat she can take. #smokingblonde #smoking #smokingfetish #sexysmoker #sexysmoking #cigarette #girlsmoke #smokingwoman #smokinggirl #smokingbabe #smokingbeauty #cig #chainsmoker #heavysmoker #girlswhosmokecigarette #chainsmoking #girlswhosmoke #smokingmodel #smokinghot #smoker #smokergirl #cigarette #addicted #smokingaddiction #smokinginthecar #lightingup #deepinhale #openmouthexhale #hotmouth #sluttymouth #sexymouth #tonguepiercing #slut #trashygirl #whitetrash #hooker #prostitute #high #drugged #druggie #coolgirl #hotgirl #sexygirl #americangirl #americansmoker
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This hot, trashy American blonde slut lights up in the backseat of a taxi. She's clearly high as a kite, and explains that she just got done "filling up the paint can", and is off to have "dinner" now; that's some "meating" where she's gonna be "feeding the mouth". We can all guess the profession with which she supports her druggy habits. Just listen how she moans with pleasure as she pumps that first inhale into her addicted lungs; she clearly needs that relaxing ciggie after filling up her paint can. Then, after a second inhale, she does a massive exhale while showing us just how amazing her slutty mouth truly is. She's stuck just about everything in there known to man; cigarettes, meth pipes, oxy's, and loads of hot beef. And which guy wouldn't wanna feed her his meat when she opens up like that! Just imagine that tongue piercing rubbing against your shaft while you're balls-deep inside of her. And she just doesn't stop; doing one deep inhale after another, holding her ciggie between her fingers and showing off her silver space nails. Then we get even more action from that super hot, slutty ashtray mouth. First the creamy white smoke she held in her mouth comes out, and then she exhales the smoke that was deep inside her lungs. You hear the taxi driver coughing at one point; he's clearly struggling. Oh man, this hot white trash slut is just such unbelievable fun! This is the girlfriend I truly want; getting high and watching her smoke all day, filling her paint can to the brim and feeding that hot mouth all the meat she can take. #smokingblonde #smoking #smokingfetish #sexysmoker #sexysmoking #cigarette #girlsmoke #smokingwoman #smokinggirl #smokingbabe #smokingbeauty #cig #chainsmoker #heavysmoker #girlswhosmokecigarette #chainsmoking #girlswhosmoke #smokingmodel #smokinghot #smoker #smokergirl #cigarette #addicted #smokingaddiction #smokinginthecar #lightingup #deepinhale #openmouthexhale #hotmouth #sluttymouth #sexymouth #tonguepiercing #slut #trashygirl #whitetrash #hooker #prostitute #high #drugged #druggie #coolgirl #hotgirl #sexygirl #americangirl #americansmoker

Smoking girl lover

831,180 views • 1 month ago

yall think black hat sauce is methods wtf do you think is the base for those methods? It's making them believe and feel false realities > If you want real black hat alpha, this is it. YOU WANT your VSLs or marketing campaigns to have a high CVR, AOV & retention (mrr in the backend) black hat methods get to these means in many ways like (fake authority using ai for clebs, back end mrr, fake promises, etc) >> however you can overcome the need for all of this while getting the same end results by just curating the reality of the VSL and experience in general to fit what those methods would have done. like for example - how would we be able to invoke a first time experience ecstasy of emotion in a vsl? > not only will this make the experience of the ad unique but also give you a platform to create a real authority figure that matches the belief of a cleb. from my experience I've found the way to do this is visually, auditorily, and ofc with your creatives. As yall know for my VSLs I try to take very unique different angles, with very specific visuals that back it up. and if you have trouble with this, you're literally in the perfect time in the world. You can use sora 2, put in your theme & ideas and ask it to be creative, include 100 different shots/scenes (add a aesthetic source image to make the generations 100x better) and boom. You have so many different frames and angles to get inspired by. > Also with MRR, you know one neurochemical that boosts the fuck out of CVR & retention? makes you trust more in a offer, promise, and changes your consciousness in ways that subsequently makes you spend more? its oxytocin. best example that I always use. the Charity water VSL (search up on yt). $700m off of MRR how? because of how touching and deep it hit. those types of narratives and experiences is what secretes oxytocin. And that's one legit real way you can boost your mrr and keep it long term if your angle is tied in a way to keep eliciting that reaction. It can be for any offer or product, happy or sad (best to stick with happy unless for a charity vsl like this one, or if yk what you're doing). > However remember one chemical change doesn't mean everything. There are tons of different states of mind you can put someone in, but they won't led to the results you want unless you include Specifics (on the offer, promises, and social proofs/belief elements) A big idea & unique angle and a proposition that ties in the creative --> to a reason showing that they NEED to buy this offer for whatever reason. >>> these changes and efforts we go to make a VSL work, doesn't pull it's weight & potential if we don't see it through a lens of economic game theory. over the last 28 years or so "several lines of experimentation have discovered that our goal- directed behaviors can be under “unconscious control” (Custers & Aarts, 2010)" The unconscious mind is the foundation for all your customers actions, they act because the deeper sections of their brains pick up a cue run it through memory, and pre biologically embedded risk/reward and elimination scenarios to see if this new stimuli is similar/relevant to past stimuli that has aided in spreading it's genes in the past (i.e. been useful to the past generations which led to this trait being past on over and over again) For your purposes, the way to use this to your advantage and to activate it in a positive sense so it guides your customer to a conversion is to implement visual & auditory cues in your VSL that mirror the goal and desire/outcome they so deeply desire. this can be done by the language you use (copy), visuals/b roll etc. this will overlap with prefrontal–striatal loops as conscious intent ≈ 72 % making your customer already feel and get a grasp of their desires This is where belief and proofs come in, they all go hand in hand and strengthen the end goal (to buy). _____ also another note for the unique angle, drop off of CVRs happens also when a customer gets sight of a familiar stimulus in a VSL/offer (could be anything) even if they don't think of it consciously, the brain processes everything happening which is directed to be a data point for thought, through a memory check and relation test. If in the past, you had a bad experience with that stimulus, or something similar. The brain will count the offer as invalid with the outcome of lowering belief and seeing the future outcome as achievable. _______ more data on this inside also one of the biggest needle movers is tension in VSLs, include that in everything. 🥂

Krma

37,202 views • 9 months ago

Most $TAO holders staking right now are trusting the wrong validators. Not because they are careless. Because nobody explained what the numbers on the Validators page actually mean. There is a tool inside Taostats that shows you exactly which validators are genuinely working and which ones are collecting your emissions without contributing anything to the network. It is free. It is live. And almost nobody is using it correctly. Here is exactly how to read it. Step 1: Understand what Dominance actually measures. Dominance is not popularity. It is not a ranking of which validator is best. It describes a validator's Stake Weight as a percentage of all validator stake weights combined across the network. Stake Weight is calculated as: root stake multiplied by 0.18, plus all alpha staked across subnets converted into TAO. Root stake is deliberately discounted at 18 percent of its face value. Alpha stake carries the full weight. This means a validator with deep subnet-level staking is structurally more powerful than one sitting purely on root, even if their raw TAO numbers look similar on the surface. When you see a validator with rising Dominance over time, it is not just getting more popular. It is getting more alpha stake directed toward it across active subnets. That is a meaningful signal about where serious capital is moving inside the network. Step 2: Check the Take percentage before you delegate anything. Take is the percentage of emissions the validator keeps for itself. Everything above that number flows to you as a nominator. A validator with a 18 percent Take keeps 18 percent of the emissions their position generates and distributes the remainder to stakeholders. A validator with a 50 percent Take is keeping half of what your stake earns. Most people never look at this number before delegating. It is the first number you should check. A high Take is not automatically a red flag if the validator is genuinely performing well and contributing to the network. But a high Take combined with low VTrust in their subnet performance page is the exact combination that should make you move your stake immediately. Step 3: Open the Validator Performance page and find the VTrust score. This is the number most holders never see. VTrust measures how closely a validator's weight assignments align with the honest stake-weighted majority across the network inside each subnet they operate in. Validators are responsible for evaluating miner output and assigning scores. Those scores go into Yuma Consensus and determine which miners earn emissions. A validator doing genuine evaluation work will have weights that align closely with the honest consensus. High VTrust. Consistent emissions. Reliable nominator returns. A validator that is weight copying, meaning they are simply copying the Yuma consensus scores back onto themselves rather than doing real evaluation, will show a flagged return on Taostats. Their nom/24hr/1k TAO score appears in red. This is Taostats telling you directly: this validator is extracting value from the network without contributing to it. When you stake to a weight copying validator, you are funding a free rider. Step 4: Watch the 24hr Nominator Change column. This number moves fast and it tells you something before any other signal does. A validator losing nominators over consecutive days is a validator that informed stakers are quietly leaving. A validator gaining nominators rapidly while their VTrust is healthy is a validator attracting attention for the right reasons. The 24hr column is the on-chain version of sentiment before sentiment becomes a narrative on social media. Step 5: Check Active subnets alongside Total Weight. Active tells you the number of subnets where the validator has a parent or child hotkey running. A validator with high Total Weight but low Active subnets is concentrated. They are running a specific strategy in specific markets. A validator with broad Active coverage across many subnets is building a wider surface area for emissions and is more exposed to the overall network performance rather than any single subnet cycle. Neither is inherently better. But knowing which type of validator you are delegating to tells you what you are actually betting on when you stake. Step 6: Check the Weight Change column over time. Total Weight is a snapshot. Weight Change is momentum. A validator with stable or growing Total Weight over consecutive days is attracting net new stake consistently. A validator with declining Weight Change is losing stake faster than it is gaining it. Most people look at the current number. The people positioning correctly are watching which direction the number is moving and how fast. The difference between a good validator and a dangerous one is not obvious from the outside. It is not the name. It is not the size. It is the VTrust score, the Take percentage, the nominator trend, and whether Taostats is showing their return in red or not. Every one of those signals is sitting on the Validators page right now. Free. Live. Updated every block. The investors who read the data layer before the narrative layer will not need to explain their staking decisions later. Open Taostats tonight. You will want to find this post when you do.

2xnmore

11,771 views • 1 month ago

If you're a Christian man, it is obvious to see that the world is controlled by Satan. Everywhere you look, we see evidence of this—from entertainment to politics to social media. It is clear that the enemy's agenda is at play, and it's an agenda designed to sabotage the men who have influence in the kingdom of God. And if you’re an entrepreneur who’s been struggling with your weight… You are being affected by this satanic agenda. Why Your Health Is Under Spiritual Attack: My name is Gabe Pluguez, and since 2019, alongside my business partner Joey Yochheim | Default Kings , we’ve been helping men break free from unhealthy patterns—for good. And we don’t just help men “get in shape.” We teach them a faith-based approach to changing their unhealthy habits so that they actually keep the weight off permanently. Like Jim— shown in the video, a 70-year-old C-suite executive who lost 53 lbs in 5 months, kept it off through the holidays, and has sustained it since after working together. Like Alex— shown in the video, a crypto entrepreneur and a dad of one who’s lost more than 40 lbs, has gotten abs, competes in Jiu-Jitsu, and has kept it off for over 2 years since after working together. Like Gavin— shown in the video, a 50-year-old father of six who was busy running multiple businesses but still lost 32 lbs in just 12 weeks. Or like Vinnie— shown in the video, an entrepreneur who’s lost 50 lbs and has kept it off for over 2 years since after working together. So here’s the thing. You already know the truth. You know that you shouldn’t be eating garbage. You know that you should be exercising consistently. You know that God made you in His image and that you’re designed to be strong and actually commanded to honor the body He gave you to carry out His mission for your life. Yet… that's not the reality you're experiencing. Why You Keep Failing to Fix This (Romans 7:15) You're experiencing exactly what Paul talks about in Romans 7:15: “I do not understand what I do. For what I want to do, I do not do, but what I hate, I do.” These are your unhealthy default actions. And if you’re like most Christian entrepreneurs, you’re probably sacrificing your health at the altar of your business. You tell yourself: • “I’ll fix it later.” • “Business and family obligations come before me.” But here’s something that might make you uneasy… That is the exact lie that the enemy wants you to believe. The Lie That’s Keeping You Weak, Tired, and Ineffective: Satan wants you to believe the lie that you are incapable of honoring your body while stewarding everything else. He wants you: ❌ Exhausted ❌ Weakened ❌ A slave to gluttony and sloth ❌ To set a poor example to the people you’re called to lead And additionally... Satan wants you dead... Early... Because if your body is weak, you’re easier to tempt. If you’re out of control, you have less influence over the people you’re supposed to lead. And if you die early—then you’re not even here. And maybe you’ve known this for a while. You’ve tried keto, intermittent fasting, Weight Watchers, Personal Trainers, or even Ozempic… But here’s the part you haven’t heard before. You’ve Been Lied To. You’ve been trying to use a temporary Band-Aid on a spiritual wound. Mainstream diet methods promise a quick fix… but they leave you discouraged and defeated. That’s why studies show that 90% of people who try these diets gain the weight back. And after so many repeated failures, you start to accept the lie from the enemy— “I just can’t figure out this one area of life.” And here’s what makes it even worse. Your pastors aren’t helping—they don’t talk about gluttony because they’re still struggling with it themselves. Other Christians make it harder. They say: 💬 "It’s no big deal!" 💬 "God gives you grace!" 💬 "Come on, one donut won’t hurt!" But I need you to ask yourself: Are the men telling you this the type of men you respect? Are they disciplined? Are they leading by example? Or are they justifying their own addiction to comfort? How I Know Exactly What You’re Feeling: Maybe you’re reading this, and you already know all of this. You know you shouldn’t be eating junk… but you do. You know you should be working out… but you skip it. You know you should stop turning to food for comfort… but you still do. And if you’re feeling convicted right now, I understand. Because I was once enslaved to sin in the exact same way. For over a decade, I was addicted to pornography. I was having premarital sex while still trying to be a Christian leader. I read my Bible, went to church, and knew exactly what I needed to do… Yet I kept falling into the same old pattern. I felt like I fraud. And, there was even this moment when I was finally convicted—just like you are now. I told my ex-fiance: “We’re not having sex anymore.” She looked me dead in the eyes and said: “If we’re not going to do that, then I’m leaving.” And I looked right back at her and said: “Okay. Leave. I choose Jesus.” She walked out the door. And I was proud of myself. I thought: “Thank you, Lord, for the strength to make this decision. I can finally honor You.” And then… Less than 24 hours later, I completely caved. I went right back to the very sin I swore to leave behind. And I remember standing in the bathroom afterward, looking in the mirror, so disgusted with myself that I couldn’t even make eye contact with my own reflection. I had completely lost hope. I told the devil: "You win." But that was a lie. And what I experienced next completely changed my life— And it’s the exact same process that will change yours. The Turning Point: How Everything Changed When I applied the process that I’m going to share with you today, not only did everything change… I experienced blessings in this area of my life that were so far beyond anything I had ever imagined. I broke free from addiction, married the love of my life, started working on a family, and 10x'ed my business, all while staying consistent and leveling up in my own fitness And that’s when I realized: 👉 This isn’t just about losing weight. 👉 This isn’t just about not being fat anymore. This is about the blessings that God has for you on the other side of discipline—blessings so powerful, so life-changing, that once you experience them, you will be incapable of doing anything except saying, “Glory to You, Lord.” How Do You Actually Go About Doing This? This is the exact process that I’ve helped over 800 guys (at the time of this post) go through inside our Christian-focused coaching company, Joey and I were responsible for all the transformations you'll see at These were men just like you. Men who were: • Losing weight temporarily but always gaining it back. • Struggling with multi-decade-long food addictions. • Convicted that they were called for more. • Fathers, husbands, even pastors—who knew God could redeem this area of their life but struggled to connect their faith to their fitness. But they finally broke free. And there were three key things that made that transformation possible. #1: They Changed the Unhealthy Default Actions That Were Keeping Them Stuck All of these men were struggling with things like: ❌ Overeating and mindless snacking ❌ Skipping workouts ❌ Eating late at night, binge eating ❌ Hitting snooze, sleeping in ❌ Overdrinking, struggling with food addiction ❌ Falling off the wagon on weekends, vacations, or business travel And worst of all? 👉 They would lose some weight… then let their habits slip again… which led to the weight coming back. 👉 Their body fat affected not just how they fit in clothes, but how other people saw them—even their daughters and wives started noticing and nagging them about it. 👉 For some of them, their hearts had become ticking time bombs, and they knew if they didn’t change, they would eventually suffer consequences that affected not just them, but their families and marriages. And even though you would think these things would be motivating enough… Like you’re probably thinking right now, “I should be motivated enough to change.” They were still choosing: ❌ Comfort over discipline. ❌ Food over their families. ❌ Laziness over being the leader their people needed them to be. #2: They Didn’t Have a Sustainable, Effective Approach That Worked With Their Busy Life Most of them had already tried: 📌 Dieting, weight loss challenges, personal trainers. 📌 Just trying to “get serious” and eat cleaner. 📌 Fad diets like Keto or Intermittent Fasting. 📌 Making their wife their accountability partner (which never works, because no man wants his wife to be his mommy—and no wife wants to be her husbands mommy). But nothing worked, because none of these were tailored to their bodies, goals, and lifestyle. 👉 The plans didn’t fit the busyness of home life and work. 👉 They didn’t account for vacations, networking events, or client dinners. 👉 They made them feel weird or awkward at dinner time with friends and family. 👉 The nutrition was too complicated for their wives to support. And worst of all? They were straight-up unsustainable. So they would always fall off the wagon—and the weight would always come back. #3: They Didn’t Have Real Accountability From Other Christian Men They Respected They tried using: ❌ Their wives (again—no wife wants to be their husband’s accountability partner). ❌ Their business network (but those guys were focused on business, not health). ❌ Their church groups (but their brothers in Christ didn’t have the specialized knowledge to help them actually execute). So between: ❌ Unhealthy default actions ❌ A lack of a sustainable, effective plan ❌ Not having real accountability They stayed stuck. That’s Why Default Kings Is Different We developed a system that actually works—one that helps you realign your default actions with your true identity in Christ. Because the problem isn’t that you don’t care. The problem isn’t that you’re unaware of these things. The problem is that your current system is failing you. Right now: 📌 Your default actions have brought you here. 📌 You don’t have a sustainable approach. 📌 You don’t have an effective plan. 📌 Your environment is full of people who reinforce your excuses instead of calling you higher. And every time you try to change, you keep getting pulled back into the same cycle. That’s exactly why we built Default Kings. Because this is not just another weight loss program. This is a battle plan for Christian men. A system designed to permanently rewire your habits. A system designed to rebuild your discipline. A system designed to finally help you take back control of your body and mind. Here’s What You’ll Get Inside Default Kings: 1. A Network of Christian Entrepreneurs Who Refuse to Let You Fail You’ll be surrounded by other Christian entrepreneurs who are walking the same walk. You’ll see the men who have already broken free. And when life gets hard, when you get busy, when motivation fades…This brotherhood will step in and keep you accountable. Because this isn’t just about fitness. This is about transforming into the man God called you to be. 2. The Default Actions Framework This is where the mindset shift happens. We help you reprogram your default actions at the core so that: ✅ Instead of battling cravings, you instinctively make better food choices. ✅ Instead of forcing yourself to work out, you naturally show up and execute. ✅ Instead of gaining the weight back, you become the man whose habits keep the weight off. This isn’t about forcing discipline. This is about making discipline natural. 3. A Simple, Results-Driven Eating System That Works in Real Life Forget: ❌ Extreme diets. ❌ Cutting out carbs or red meat. ❌ Being too busy to eat healthy. You’ll learn to eat in a way that actually increases your energy while still enjoying life. You will not be: ❌ That weird guy bringing Tupperware to client dinners. ❌ The guy starving himself and feeling miserable. ❌ The guy who can’t enjoy a meal with his wife and kids. This is not a temporary fix. This is a sustainable way of eating that you can stick to for good. 4. A Custom Training System Designed for Busy Christian Men Your training plan will be completely customized to fit your schedule. You don’t have time to train like a bodybuilder for 2 hours a day—so we focus on efficiency. 📌 If you can commit just 45 minutes, 3–4 times a week, you can do this. 📌 If you’re even busier, we can make it even more efficient. 📌 If you have more time and want to push harder, we’ll structure it accordingly. This isn’t just about losing weight. This is about building muscle and becoming physically capable—so that when the weight is off, you look in the mirror and see a man who reflects the strength and discipline God created you to have. 5. Direct Access to Expert Coaching and 24/7 Accountability You will not be left to figure this out alone. Inside Default Kings, you’ll have one-on-one access to: ✔️ Me ✔️ Joey ✔️ Our client success specialists Whenever you have a question, need an adjustment, or feel stuck, you will have direct access to expert support. No matter: 📌 What adjustments you need 📌 What schedule changes come up 📌 What travel plans you have We will personally make sure you stay on track. And even if you have pre-existing injuries or limitations, we will customize everything specifically for you. 6. Weekly Live Group Coaching Calls Inside the DK Inner Circle, you’ll have access to weekly group coaching calls where we’ll: 📌 Give you direct feedback to ensure you see results as quickly as possible. 📌 Help you rewire your default actions and overcome spiritual and mental barriers. 📌 Bring our faith into our fitness—yes, some of these calls will involve opening your Bible and seeing what God has to say about your health, habits, and mindset. This isn’t just physical transformation. This is spiritual transformation. 7. The Default Kings Private App Everything you need will be housed inside our private DK app, including: 📌 Your custom, step-by-step workout plans so you know exactly what to do. 📌 Structured meal guidance that adapts to your life. 📌 Real-time progress tracking so you can see how far you’ve come. No more guessing what to eat or wasting time in the gym not knowing what to do. This is a battle-tested system built to make results effortless. And yes—if you have any injuries or limitations, the entire plan will be built specifically for you. The Most Complete System Ever Created for Christian Entrepreneurs: 📌 This isn’t just another weight loss program. 📌 This isn’t a fad diet. 📌 This isn’t another “challenge” that leaves you gaining the weight back. This is the most complete system ever created for Christian men who are ready to: ✅ Change their default actions ✅ Lose the weight ✅ Keep it off—permanently And when you join Default Kings, you’re stepping into more than just a plan. 👉 You’re removing the obstacles that have kept you stuck. 👉 You’re eliminating the second-guessing and the self-doubt. 👉 You’re finally committing to a system that guarantees you never fall off track again. The Default Kings Promise: We guarantee that: ✔️ You will lose between 10–50 lbs in the next 90 days—or we’ll refund you in full. ✔️ You will keep the weight off—or we’ll refund you in full. If you follow the system, stay coachable, and engage in the process, this will be the last fitness program you will ever need. However—if you: ❌ Ignore the coaching ❌ Skip the workouts ❌ Refuse to be communicative, honest, and humble Then, of course, nothing will work. That’s why we track your progress every single day. We are personally committed to your success. 📌 If you struggle, we’ll step in. 📌 If you start to slip, we’ll call you higher. 📌 If you feel lost, we’ll guide you back. That is the entire purpose of Default Kings. We are here to make sure you win. Right Now, you are standing at a crossroads. You have three choices—and only one leads to transformation. Path #1: Do Nothing. Go back to life as it is. Click away from this page, pretend like you never saw this, open up the Uber Eats app, and order another comfort meal. Keep making excuses. Keep telling yourself, “I’ll figure it out later.” And six months from now? Nothing will change. Six years from now? You’ll still be frustrated, still lacking discipline, still convicted every time you look in the mirror—until you just accept it. And when that moment comes, you’ll wish you had taken action today. If you go that route, I pray for you and trust in God’s plan for your life. Path #2: Try to Do It Alone. You can take what you learn on X or chat GPT and try to piece together your own plan. You can do hours of research, attempt to hold yourself accountable, and try to willpower your way through it. And while that’s better than doing nothing… That’s the most common way that men fail. Because if you were capable of holding yourself accountable, you would have done it by now. If you had the time and knowledge to create a sustainable, effective, Biblically based fitness plan that works for your lifestyle, you would have done it by now. But you don’t need just another diet plan. You don’t need just another workout routine. You need a proven system that: ✅ Removes the confusion so you’re never guessing what to do next. ✅ Holds you accountable so you never fall off track again. ✅ Surrounds you with strong, Christian men who push you to succeed. ✅ Rewires your habits so that discipline becomes automatic. Going at this alone means you don’t have the coaching when you need help. It means you don’t have a group of men who can come into agreement with you about what God can do in this area of your life. It means you don’t have the battle-tested frameworks that have helped 800+ Christian men permanently transform their health. And that’s why most men who try to figure it out themselves end up right back where they started—or talking to me again six months later. Path #3: Say “Maybe.” You don’t have to say yes right now. Just say maybe. Maybe you’ve tried and failed before. Maybe you’ve thought about committing to a plan before. Maybe you know you need a real system that actually works for high-achieving Christian men. If that’s the case, then I want to make this easy for you. Instead of asking you to commit to the entire program right now, I’m asking you to commit to just a few minutes of your time for a Free Fat Loss Assessment. 📌 You’ll chat directly with me, Joey, or one of the other experts on our team. 📌 We’ll dive deep into the root cause of why you keep losing weight and gaining it back.| 📌 We’ll give you clear action steps on how to fix this permanently.| And if it makes sense, we’ll show you exactly how Default Kings works. This time is different. This time, you will win. But you have to take the first step. Click the link below and book your Free Fat Loss assessment today. 👇

Gabe Pluguez | Default Kings

291,037 views • 1 year ago

🚨 Donate urgently to the children of Gaza 🚨 Before you watch this video, imagine your child whispering: “I’m thirsty.” Now imagine having nothing to give. Today, Project Muhmmed continued delivering clean drinking water to displaced children and families across Gaza. Thanks to your donations, we are still able to reach families living in what can only be described as ovens called “tents.” Temperatures continue to soar, and for countless families, even drinking water has become an incredibly precious resource. Listen carefully to the voices of these children. They are not asking for toys. They are not asking for gifts. They are asking for water. Children in Gaza no longer spend their mornings getting ready for school. They spend them carrying empty containers through destroyed streets, hoping someone, somewhere, still has water. Many of those containers weigh more than the children carrying them. Some walk for hours beneath the burning sun. Some return with only a few liters for an entire family. Some return with nothing at all. Mothers go thirsty so their children can have one more cup of water. Fathers search from place to place for water that often doesn’t exist. This is what childhood has become in Gaza. Not because children should live this way— But because the world has allowed it to happen. For these families, a bottle of water is more than just water. It is relief from unbearable heat. Hope in the middle of suffering. And a chance to survive another day. Despite the devastating collapse in donations, our team continues delivering clean water every single day. But without your support, these deliveries may stop. 🤍 Deep thanks to: 💙 William Menaker (Will 🦥 Menaker) 🩵 Felix (GoliathFan1952) ❤️ Eyup (Eyup Lovely) Your voices continue to keep this humanitarian work alive inside Gaza. Please donate. Please share. Every donation helps save lives. Because for a child in Gaza, water is no longer just something to drink. It is the difference between surviving today… or not. Donate now: 🤍

Muhmmed Project𓂆 🇵🇸

13,695 views • 25 days ago

This is the first real AI cold war. Anthropic is HIDING secret spy code inside its most popular coding tool. The code was designed to identify Chinese users without their knowledge. Now Alibaba has banned every single Anthropic product from its entire company. And the full picture is way more insane than either side wants you to see: On June 30, a security researcher on Reddit reverse-engineered Claude Code, Anthropic's AI coding agent that has deep access to every file on your computer. What they found buried inside the software was genuinely disturbing... Since April 2, Anthropic had been silently shipping hidden detection code inside every copy of Claude Code. The code checked whether your system timezone was set to Shanghai or Urumqi. It scanned your proxy settings against a hardcoded list of Chinese corporate networks, specifically targeting Alibaba, ByteDance, Baidu, and Moonshot AI. But here is the part that made security researchers lose their minds: The code did not send a normal signal back to Anthropic's servers. Instead it used steganography, a technique from military intelligence, to hide its findings INSIDE the text Claude was already generating. It swapped invisible Unicode characters in Claude's system prompt. Changed a standard apostrophe to one of three visually identical but technically different characters depending on which flags triggered. Switched date formats from dashes to slashes. Invisible to the human eye. But perfectly readable by Anthropic's backend. The detection logic was XOR-obfuscated to prevent anyone from finding it during a code review. It shipped with zero disclosure in the release notes. Three months of silent surveillance baked into a tool that has full access to your local file system. An Anthropic engineer confirmed the whole thing on X on July 2. Called it "an experiment we launched in March that was meant to prevent account abuse." Said the team had "been meaning to take this down for a while." The code was removed on July 1, one day after the Reddit post went viral. Three months of covert user fingerprinting. Removed the day after someone found it. Described as an experiment they forgot to turn off... Now here is where it becomes a full blown corporate war: Three weeks before the backdoor was discovered, Anthropic had sent a letter to the US Senate Banking Committee accusing operators linked to Alibaba's Qwen AI lab of running the largest model theft campaign in the company's history. 25,000 fake accounts. 28.8 million queries over 44 days. All designed to copy Claude's reasoning capabilities and train a competing Chinese model for free. So the sequence reads like this: Alibaba allegedly steals Claude's brain using 25,000 fake accounts. Anthropic responds by secretly embedding surveillance code inside Claude Code to catch them. A Reddit user catches Anthropic doing it. Alibaba uses the discovery as justification to ban every Anthropic product from its entire workforce effective July 10 and force 200,000 employees onto its own tool, Qoder. The thief caught the cop planting a wiretap. And now the thief is using the wiretap as evidence that the cop is the real criminal. Alibaba classified Claude Code as "high-risk software with security vulnerabilities" in an internal notice reported by the South China Morning Post. Meanwhile Anthropic is simultaneously fighting the Pentagon over a blacklist designation, lobbying Washington to crack down on Chinese distillation, and getting caught running the exact kind of covert operation that makes their "responsible AI" branding look like a punchline. Alibaba allegedly ran the largest AI theft operation ever documented. Anthropic secretly built invisible tracking into a tool with root access to your computer. The US government restricted American access to the very models China already copied. And a random Reddit user with a debugger exposed the whole thing.

Ricardo

23,413 views • 19 days ago

LenaMiu each other’s strengths #ลีน่าหมิว #LenaMiu 🦋: in truth, we haven’t started doing the workshop yet (for the second series), but we’ve already started reading the script and looked at each other and said this series truly seems like another step for us – where we’ve got to really do proper homework on it and do the workshop well, and for it to follow in the same direction. And to make sure to portray the character as powerfully/to the fullest as possible, for the fans to be like ‘ughhh’ and be like throwing the remote at the tele vibes. 🎤: before we saw you working without a partner (in acting like a ‘fixed’ cp), and now you have a partner, how is it? 🦋: in truth, deep down I feel that my spirit is still an actress, still the same – it’s about taking on new roles. But with taking on a role like this, I might need to gain a better understanding of my partner better than before, because we’ve got to be with each other all the time. We’ve got to do fanmeets together, work together, we’ve got to talk to one another a lot, like me and miu are in each other’s favourites now (in the contacts) – we talk with each other a lot. Also, with both of us already being close before, and once we’re close like that and having to come and work together, we’ve got to be even closer, in the working part. So, it’s like we’ve got to talk to truly understand each other’s personalities/character – my working method is like this and nong method of working is like that. Also, as I’m like the senior in the industry, I’ve also got to understand her and must take care of her/guide her carefully (be attentive). 🎤: but it seems like she can handle things well/easily 🦋: yes! Even though she looks like… She’s actually very strong inside. It turns out that I’m the one who’s emotionally fragile/sensitive. I’m a very sensitive human. In my sensitivity, she’ll be the strong one, so when I’m with her, I feel she’s strong and able to take care of/handle my sensitivity in various situations. 🎤: (can’t hear the question properly) 🦋: yes, there are quite a few things that I’ve suggested to her, like ‘with this, you want to give this a try?’ ‘Do you want to try adjusting it like this?’ She’d listen and really seems to hear me out. 🎤: how does she completes/enhances in the part of your acting, how do you feel? 🦋: I feel that as she’s an actress who has less experience in acting than me, there’s a certain freshness to it (like something new). There’s a freshness that someone like me who’s acted a lot, things can become repetitive and it’s hard for me to find a new way. But getting to act with nong, where everything feels fresh and is new, I’m able to find/explore a new way along with her. I feel like I really enjoy that, it’s like discovering something new together with nong. It’s really fun.

Shez.

73,133 views • 3 months ago

Trigger warning ⚠️ Listen with an open mind 🙏 Sometimes speaking about taboo subjects on the internet, with the intention to destigmatize them and dismantle stereotypes, feels like walking with stilettos in the middle of ruins. But even if my feet are shaking, I am mindful of each step and walk with conviction and confidence, because I know that what I share is of service to those ready to hear me. So many people ask 'why do people want to engage in BDSM?' Most people who don't understand why, actually believe it is rooted in trauma. Or... share their concerns about the sanity of kinksters. Or simply feel curious about the root of such unconventional intimate practices. Well... after years of playing professionally in this Realm, it is only when I became a Mother (I was out of the industry as a Practionner and only Mentoring) that I had the biggest breakthrough in terms of this question... WHAT IS IT REALLY ABOUT? I shared my perspective in different groups and classes to test my theory and see how it is received. I was quite uncertain at first, as I know the kind of backlash we can get from associating anything related to childhood and the ę/rotic. But since people associate BD|SM with childhood trauma all the time, I wanted to offer an alternative perspective. So take this as my personal opinion and not the absolute truth. What if... it was connected to our memories of safety and security experienced while we were still unconscious little beings, that were taken care of by loving parents that used a lot of equipment and behavioural educational tools to protect us? What if the deep feeling we seek is one of being seen, taken care of, secured, kept safe while being disciplined and punished from someone we trust has our best interest at heart...? This exert is from the BD|SM Framework (Module 4) of the Domınatrix Academy: the Foundations of BD|SM Play through a FemDom perspective. It is available inside DOMME SPACE now and I am thinking of having it as it's own Masterclass! Please join the conversation and share your comments, perspective, thoughts, and let me know if you are curious to learn more about this taboo subject! LIKE & RETWEET IF YOU AGREE 🤍
3:32

Sensitive content

Trigger warning ⚠️ Listen with an open mind 🙏 Sometimes speaking about taboo subjects on the internet, with the intention to destigmatize them and dismantle stereotypes, feels like walking with stilettos in the middle of ruins. But even if my feet are shaking, I am mindful of each step and walk with conviction and confidence, because I know that what I share is of service to those ready to hear me. So many people ask 'why do people want to engage in BDSM?' Most people who don't understand why, actually believe it is rooted in trauma. Or... share their concerns about the sanity of kinksters. Or simply feel curious about the root of such unconventional intimate practices. Well... after years of playing professionally in this Realm, it is only when I became a Mother (I was out of the industry as a Practionner and only Mentoring) that I had the biggest breakthrough in terms of this question... WHAT IS IT REALLY ABOUT? I shared my perspective in different groups and classes to test my theory and see how it is received. I was quite uncertain at first, as I know the kind of backlash we can get from associating anything related to childhood and the ę/rotic. But since people associate BD|SM with childhood trauma all the time, I wanted to offer an alternative perspective. So take this as my personal opinion and not the absolute truth. What if... it was connected to our memories of safety and security experienced while we were still unconscious little beings, that were taken care of by loving parents that used a lot of equipment and behavioural educational tools to protect us? What if the deep feeling we seek is one of being seen, taken care of, secured, kept safe while being disciplined and punished from someone we trust has our best interest at heart...? This exert is from the BD|SM Framework (Module 4) of the Domınatrix Academy: the Foundations of BD|SM Play through a FemDom perspective. It is available inside DOMME SPACE now and I am thinking of having it as it's own Masterclass! Please join the conversation and share your comments, perspective, thoughts, and let me know if you are curious to learn more about this taboo subject! LIKE & RETWEET IF YOU AGREE 🤍

Ms. Malissia

13,626 views • 1 year ago

I am beginning to fall in love with Trump. And I can only hope that the Opposition in Nigeria are ready. DT will embark on Operation “Drain the Swamp” from Day 1. He will go after drug lords & drug cartels (on domestic & foreign soil). Drug lords will receive the death penalty. As an outlier, DT is perfectly suited for this mission. JD Vance is talking tough as well, & I like his body language. Withdrawing U.S Forces from Africa will finally give Africans the opportunity to fight back, & reclaim their individual nation states from the Obama-Biden chokehold. DT will go after the intelligence community (CIA, FBI, etc). The State Department wont be left out. And this is were Nigerians & Africans should pay attention. DOS is in charge of America’s Foreign Policy around the world. Remember David Axelrod (Obama’s Chief Strategist)? In cahoots with John Kerry, both men were used by Barrack Obama to mount pressure on Goodluck Ebele Jonathan in 2015. Nigerians are familiar with the story. They used the State Department to achieve that mission. DOS are the people that actively aided & congratulated Asiwaju (following the February 2023 flawed INEC declaration). Trump cleaning out that department will give Nigerians the opportunity to breathe & re-strategize. He will go after Deep State bureaucrats involved in censorship & state Capture. They are the representative of “The Establishment” in Nigeria. The Establishment are the 1% Nigerians. They control political levers & the economy, & dominate public life. They are the people that partnered with Bola Tinubu to capture the state. Now every institution (INEC, the judiciary, the police, etc) are carefully maintained, to do their biddings. Trump is Democracy for America, & reprieve for Africans (from their oppressive regimes). No more censorships. Now David Hundeyin can push for Bola Tinubu's redacted FBI files to be published. David has 50/50 chance now. Nigerians should ready themselves for 2027. You have a date with History. Trump’s pledge to back off, is the oxygen you need! Finally, Nigerians will begin to feel like they can win. The APC are not relenting, so should the Opposition. The APC retained high budget Washington Lobbyists in the past 9 years. That is going to change, but the Opposition should begin their lobbying in earnest as well. Voting is the easy part. Getting the rogue INEC to declare the rightful winner, is the hard part. I expect Peter Obi to leverage his connect (Paul Ryan). Pastor fitness trainer has one of Trump's kids as his connect as well. The APC will try to leverage that. By & large, 2027 has begun, intense lobbying is already in full swing. I see Elon Musk’s handwriting all over Trump's speech. Perhaps Elon Musk will finally lift the shadow-ban on my Twitter account. Elon should show me some magnanimity. 😰 The selection of MC Oluomo as the chairman of the NURTW is for election material logistics. MC will be in-charge of distributing INEC materials. The Opposition should have a counter-strategy. It's a game of chess. “Rook to kings rook 3, check!" Let the best strategists win! With Obama-Biden Foreign Intelligence out of the picture, Nigerians will have a breather. Perhaps my victory will come from this. I can manage a “racist” who will overcompensate with a Crusade against Rogue foreign intelligence. In fights for freedom, the enemy of your enemy becomes your friend. There are unseen battles going on behind the scene. You have moving parts on the chess board. People are taking up vantage positions, & looking out for themselves & their bases. I can only hope that the Opposition in Nigeria are not snoring. Call on favors, use whatever levers you have at your disposable. You need eyes inside the Trump’s Administration. With the Democrats out of the picture, you guy’s chances just received a boost. Dear “Sensible Nigerians,” we have this one LAST CHANCE to push for FREEDOM. In Scar (Simba’s wicked uncle’s) voice; BE PREPARED!
0:29

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I am beginning to fall in love with Trump. And I can only hope that the Opposition in Nigeria are ready. DT will embark on Operation “Drain the Swamp” from Day 1. He will go after drug lords & drug cartels (on domestic & foreign soil). Drug lords will receive the death penalty. As an outlier, DT is perfectly suited for this mission. JD Vance is talking tough as well, & I like his body language. Withdrawing U.S Forces from Africa will finally give Africans the opportunity to fight back, & reclaim their individual nation states from the Obama-Biden chokehold. DT will go after the intelligence community (CIA, FBI, etc). The State Department wont be left out. And this is were Nigerians & Africans should pay attention. DOS is in charge of America’s Foreign Policy around the world. Remember David Axelrod (Obama’s Chief Strategist)? In cahoots with John Kerry, both men were used by Barrack Obama to mount pressure on Goodluck Ebele Jonathan in 2015. Nigerians are familiar with the story. They used the State Department to achieve that mission. DOS are the people that actively aided & congratulated Asiwaju (following the February 2023 flawed INEC declaration). Trump cleaning out that department will give Nigerians the opportunity to breathe & re-strategize. He will go after Deep State bureaucrats involved in censorship & state Capture. They are the representative of “The Establishment” in Nigeria. The Establishment are the 1% Nigerians. They control political levers & the economy, & dominate public life. They are the people that partnered with Bola Tinubu to capture the state. Now every institution (INEC, the judiciary, the police, etc) are carefully maintained, to do their biddings. Trump is Democracy for America, & reprieve for Africans (from their oppressive regimes). No more censorships. Now David Hundeyin can push for Bola Tinubu's redacted FBI files to be published. David has 50/50 chance now. Nigerians should ready themselves for 2027. You have a date with History. Trump’s pledge to back off, is the oxygen you need! Finally, Nigerians will begin to feel like they can win. The APC are not relenting, so should the Opposition. The APC retained high budget Washington Lobbyists in the past 9 years. That is going to change, but the Opposition should begin their lobbying in earnest as well. Voting is the easy part. Getting the rogue INEC to declare the rightful winner, is the hard part. I expect Peter Obi to leverage his connect (Paul Ryan). Pastor fitness trainer has one of Trump's kids as his connect as well. The APC will try to leverage that. By & large, 2027 has begun, intense lobbying is already in full swing. I see Elon Musk’s handwriting all over Trump's speech. Perhaps Elon Musk will finally lift the shadow-ban on my Twitter account. Elon should show me some magnanimity. 😰 The selection of MC Oluomo as the chairman of the NURTW is for election material logistics. MC will be in-charge of distributing INEC materials. The Opposition should have a counter-strategy. It's a game of chess. “Rook to kings rook 3, check!" Let the best strategists win! With Obama-Biden Foreign Intelligence out of the picture, Nigerians will have a breather. Perhaps my victory will come from this. I can manage a “racist” who will overcompensate with a Crusade against Rogue foreign intelligence. In fights for freedom, the enemy of your enemy becomes your friend. There are unseen battles going on behind the scene. You have moving parts on the chess board. People are taking up vantage positions, & looking out for themselves & their bases. I can only hope that the Opposition in Nigeria are not snoring. Call on favors, use whatever levers you have at your disposable. You need eyes inside the Trump’s Administration. With the Democrats out of the picture, you guy’s chances just received a boost. Dear “Sensible Nigerians,” we have this one LAST CHANCE to push for FREEDOM. In Scar (Simba’s wicked uncle’s) voice; BE PREPARED!

NEFERTITI

151,102 views • 1 year ago

Anthropic's Claude Ai Agents Team just Educated how to build production AI agents in under 30 mins. For Free. From the engineers who built the stack. CANCEL Your Weekend Plans, and Learn to Build AI Agents Today. Bookmark it. Watch it. Build your first production agent this weekend. $5,000/month. $7,000/month. $12,000/month. People are building agents for clients and charging $$$ as Beginners. You're still stuck in the thinking about AI phase. This video fixes that tonight. Follow Himanshu Kumar for more high-signal content that actually moves your AI engineering career forward. ↓ Ivan Nardini runs Developer Relations for AI at Google Cloud. He just gave away the entire production agent stack in 30 minutes. This is the talk that separates people deploying AI agents that actually scale from people whose agents break the moment they leave localhost. Here's everything inside. I break down a production AI video like this every week. Follow Himanshu Kumar. ↓ The 4-part agent stack that actually scales. Most devs are duct-taping frameworks together and calling it an "AI agent." Ivan lays out the real stack: Agent Development Kit (ADK): open-source, code-first framework for building, evaluating, and deploying agents. Supports Claude models through Vertex AI directly. Model Context Protocol (MCP): lets your agent talk to any tool or data source with one standard. Vertex AI Agent Engine: managed platform for deploying, monitoring, and scaling agents in production. No DevOps headaches. Agent-to-Agent Protocol: open protocol so agents built on different frameworks can actually work together. This is the stack replacing every hacky agent setup in production right now. Full MCP + Claude breakdowns drop weekly on Himanshu Kumar. ↓ Building your first real agent. Ivan builds a birthday planner agent live. LLM Agent class. Name it. Define instructions. Pick the model. He uses Claude 3.7 Sonnet. You could use Opus 4.7 for better reasoning. Full agent built in minutes. Not weeks. Watch the build once and you'll never structure an agent the wrong way again. I post agent architectures people pay $500 courses to learn. Himanshu Kumar. ↓ Multi-agent systems without the chaos. Single agents are easy. Multi-agent systems are where 99% of builders fail. Ivan extends the birthday planner by: Adding a calendar service through MCP tools Creating an orchestrator agent to route requests between agents Handling state and context across agent handoffs This is production multi-agent architecture. Clean. Scalable. Debuggable. Most tutorials hand-wave this part. This one shows you every step. Multi-agent orchestration content drops weekly on Himanshu Kumar. ↓ Deployment without the DevOps nightmare. This is where most AI projects die. You build a cool agent locally. It works. You try to deploy it. Everything breaks. Vertex AI Agent Engine fixes this: Minimal code deployment Automatic monitoring of latency, CPU, and memory Built-in observability and logging No infrastructure setup needed You provide config and requirements. The platform handles the rest. This is how agents actually get to production. Deployment guides for Claude agents post every week. Himanshu Kumar. ↓ Agent-to-Agent Protocol: the future nobody's talking about. Most people don't know this exists yet. The A2A Protocol lets agents built in different frameworks communicate seamlessly. Your Claude agent. My LangChain agent. Someone else's CrewAI agent. All talking to each other. All solving parts of the same problem. All without custom integration code. This is the infrastructure layer of the coming AI economy. Getting in early on A2A Protocol is like getting in early on HTTP in 1995. A2A deep dive coming soon. Himanshu Kumar. ↓ 30 minutes from the team shipping this in production. You'll learn more from this than from 6 months of YouTube tutorials made by people who've never deployed an agent past localhost. People who watch this understand production AI agents at the architect level. People who skip it keep hacking together frameworks that break every time an API updates. Save the video. Watch it tonight. Build a real agent this weekend. Follow Himanshu Kumar for more high-signal content that actually moves your AI engineering career forward.

Himanshu Kumar

227,802 views • 3 months ago

Karen Read: The Tail-Light Truth and the Death of Reason Karen Read didn’t just hit John O’Keefe—she rewrote the definition of “caught red-handed,” only in this case, it’s red plastic. The kind that shattered from her Lexus and ended up embedded in his clothes and sprinkled around his lifeless body like murderous confetti. But sure, Karen, tell us again about the magical invisible snowplow and the ghost dog that grazes but never bites. Let’s talk actual evidence, not the Facebook fever dreams of Turtleboy disciples: •John stops moving within a minute of getting out of her car. Literally. One minute. He steps out, and the clock stops—on his life, and on Karen’s credibility. His phone temp immediately starts dropping. •Her car impacts something—hard. TechStream data logs it. Her taillight shatters. John’s injuries match it like a deranged game of forensic bingo. •She starts calling and texting him immediately, not with concern, but with rage. “I hate you.” She sounds less like a worried girlfriend and more like a Jodie Arias on a bender with a vendetta. •She claims she thought he went inside. Cute story—except she never told anyone until dateline a year and a half later. The morning she starts driving around like a Roomba on a revenge mission. •The backup camera. A full-color, widescreen display. You could see the curvature of the Earth in that thing. Yet she accidentally backs into the man she “loves”? Girl, please. Helen Keller would’ve noticed something was behind her with all the bells and whistles. •She woke the niece. Said “I might’ve done something.” Not “that bastard is cheating”. Not “he must’ve crashed on someone’s couch.” That’s not the vocabulary of an innocent woman—it’s the language of someone whose conscience just tapped her on the shoulder and screamed. And don’t forget the pièce de résistance: She calls Kerry, she throws in the towel and essentially decides, “Eh, guess he’s dead.” Because nothing screams innocent like abandoning your unconscious boyfriend in a snowbank like last season’s Christmas tree. Karen Read’s defense isn’t a theory—it’s a rotating buffet of delusions. First it was the Alberts. Then the McCabes. Then Higgins. Now it’s the Deep State, the Weather Channel, and maybe Big Pharma. Anyone but Karen. But the facts don’t care about her Vodka-fueled fan fiction. The evidence lines up like a police escort to prison: •Taillight broken. •Backup camera she definitely saw. •TechStream confirming the impact. •GPS confirming he never made it inside. •Her own mouth confirming she hit him. •Forensics confirming it wasn’t a fight. This isn’t just second-degree murder. It’s second-degree obvious. She didn’t “lose him in the snow.” She put him there. And every lie she’s told since is just a desperate attempt to keep her cocktail privileges. Karen Read isn’t on trial because she’s being framed. She’s on trial because she did it—and the snow isn’t the only thing that’s white and full of crap. #FreeKarenRead

MEDIA AUTOPSY

67,218 views • 1 year ago

Long rant, but worth it, please read & share. A bunch of businessmen, some quite famous, sit around a table discussing the "business of alcohol." So far so good. Alcohol is good business, a business that leech out others life. It rakes in money for governments through taxation & monopoly; and fattens the bank accounts of those behind the industry (like this round table group) and makes barons out of those who sell well. But when these businessmen, start glorifying their business of alcohol by equating it to "good healthcare intervention," it goes definitely into the realm of health misinformation, which is why, I have to keep discussing this absolutely garbage myth that "alcohol in moderation is good for you" and the absolute nonsense disclaimer to support that myth, which they call "drink responsibly." You know, first of all, it is easy for these rich men and women to glorify their alcohol business and discuss their high flying life, because "God" forbid, if they ever land with diseases related to alcohol - from strokes, to cancers to liver disease to mental health disorder - they can afford the best care out there. I treat alcohol use disorder and related acute liver disease, chronic liver failure and acute-on-chronic liver failure (the most devastating of them all with highest death rate without a timely liver transplantation) on a daily basis. I am not even saying "almost on a daily basis" - it is daily. Every single day from Monday to Friday - both in-patients, as well as out-patients. Patients and families struggle to make ends meet for proper healthcare because alcohol use destroyed their life savings. And by the time they find the funds to get things going, the patient is already on the ventilator and in multiple organ failure. They use the money to bury the dead person - killed by alcohol (normalized by round-table discussions like these) and the rest of the money, go toward the fatherless childrens education. Nice going? To claim drinking alcohol in moderation is good, is actually a crime. It is a crime towards humanity, it is not in good-faith --> it is in good-faith to run the business yes, because the many people who use it occassionally, move on to frequently, and then get dependent or "routinize" it. These businessmen have nothing to lose - because they have already put up a stupid disclaimer to get away with it - "drink responsibly." So it becomes the drinkers fault. But then is it really? Drinking alcohol is a choice. But drinking more alcohol becomes "not" a choice anymore. The first drink takes your brain. It reduces brain volume, gives you a dopamine kick, makes you happy. And then onwards, you are alcohol's slave. The drinks increase. Or a routine sticks. The alcohol controls your life. You have to drink to stay happy. And then the serotonin (the actual happiness hormone, not the pleasuring one like dopamine) cease to work inside your brain and the mental health disorder that follows will swallow you whole. You die. Your family is brioken. There is no money left. If you are lucky and rich like these people sitting around this table doing this nonsense of a podcast, then you may be able to afford a lifesaving organ transplant or healthcare intervention. There is no safe level of alcohol that is good for human health and every person who claims drinking in moderation is good for you, is actually an idiot, intellectually depleted and without any regard for fellow humans and lack compassion. No amount of alcohol is safe because it is not just a liver poison, it is systemic poison. It gets to every part of your body. Even single to lowest exposure can wreck your DNA and promote cancer formation. There is scientific evidence to this. ✅️ ✅ Any amount of alcohol can increase your chances of getting at least 7 types of dreadful cancers. ➡️ & ➡️ It is not just disease causing, but alcohol use is also a societal poison. It drives people into becoming menace to society, takes lives, wrecks havoc in homes and is the real widow-maker. Have you forgotten these so quickly? 🔴The 17-year-old Pune boy, son of a renowned real-estate developer Vishal Agarwal, spent a whooping Rs 48,000 in just 90 minutes in one of the two pubs he visited on Saturday evening where he consumed alcohol with his friends before ramming his Porsche Taycan into a motorcycle, killing two young techies. and this one? India’s alcohol deaths are higher than China; per capita consumption is set to rise: WHO And please allow me refresh your memory about this patient of mine. Rich business people can sit around a table and discuss the business of alcohol and the "best alcohol" that they savor and falsely glorify and normalize alcohol use among youth, but end-of-the-line physicians like me have to bear the brunt of their intellectually deficient, a humanism lacking stupid conversations. "The 4th Laddu": Doctor Shares Emotional Post About A Patient Who Touched His Heart Also banning alcohol has NOT led to economies go into shambles. For example a recent study in the Lancet Regional Health showed that "strict alcohol regulation policies may yield significant population level health benefits for frequent drinkers and many victims of intimate partner violence." In fact, "economic savings and health benefits from reduced alcohol consumption may be substantial—particularly in the health sector with reduced alcohol-related disease and injury." So please chuck that idea that "banning/ limiting or reducing alcohol sales" actually desroys economies. In fact it improves it because you get a helathier population. See the Nordic Schema: “A comprehensive ban on alcohol marketing, enforced at the national and local level, is a best practice for reducing alcohol sales and consumption." - which means, podcasts like these, which glorify alcohol use and market it indirectly must also be burned to the ground and held accountable. There is no healthy or safe alcohol. There is no best alcohol. Alcohol is ethanol, which is a systemic and societal poison. Do not glorify it. And this why there is no "responsible drinking," because you cannot advice people to "drink poison responsibly." Podcast discussions like these are helping no one here. Please, do something that actually helps people out here. Do something good for the society, instead of goofing up like this. No one asked for this absolute bonkers of a podcast topic. Irresponsible. The whole team. For a realistic detailed discussion on alcohol and its effects on the body and why we must avoid it at all costs, please see my deep discussion with Ranveer Allahbadia here: And on that final note, I must confess that the title of podcast series (video below) was perfectly named: WTF.

TheLiverDoc™

350,486 views • 2 years ago

Imagine being such an amateur rookie that you use CapCut video editing app to edit an A.I. deep fake you made showing #KarenRead & her Attorney Alan Jackson “canoodling”, but forgot to remove the “CapCut” screen automatically appended to the end of it? Yeah, rookie move! But, that’s not the only one… This A.I. defamer who created this “Live Photo”—essentially a short video clip—also forgot to edit out their computer or iPhone notification tone sound from the background audio they dubbed into it—something that would never occur, as it presents here, in an authentic Live Photo. There are also visually several things at first glance that quite obviously give it away & make apparent it’s not real. These include: - The fact that the purported Alan Jackson (in the “Live Photo”) doesn’t at all resemble Alan Jackson - AJ’s head & face apparate and morph throughout (gee, if I didn’t know any better, I’d guess that this came from the same source as the Sallyport footage 😂) - AJ’s bracelet on his right wrist that he’s always seen in & wore throughout pretrial hearings & during trial is missing - The dichotomy in resolution of Alan Jackson & Karen Read—their faces in particular—and the things in the foreground & background, which are comparatively far more clearer This is such a shameful & disgraceful move, and shame on anyone for even believing it was real in the first place! Do you really think that these two individuals, Alan Jackson & Karen Read—who were in the national spotlight as they awaited the jury to come back with a verdict, with everyone’s eyeballs on them—would be that stupid & clueless, if they were “canoodling”, to “canoodle” right outside of the hotel Jackson was staying at, in public, right in front of cameras for the whole world to see, when they could just go inside to the privacy of a hotel room? 🤦🏻‍♀️ It strains credulity. Come on people! Respectfully, use your head! Personally, this is why I lent no credence to it in the first place & decided it wasn’t worthy of acknowledgement. Plus, it has nothing to do with the case or trial. But I do care about correcting the record & getting to the truth. Fortunately, thanks to Lars Daniel of Envista Forensics who came to set the record straight, that’s now possible. So, now the question is: Where & from whom did this deep.. or shallow fake 😂 come from? Who made it? And why did they make it? New York Post even ran with it, claiming they verified the authenticity of it via its metadata. What the New York Post apparently doesn’t know is that there are apps that very easily allow you to edit, alter, insert and manipulate metadata. Exif, Metapho & MyMeta are some examples, just to name a few. Alex Oliveira & Steven Vago published the attached article, broadcasting this defamatory, deeply harmful story to the world. Alan Jackson has a wife and a young daughter. How do you think they felt seeing this story? And then the Post even acted on this false information to follow Alan Jackson & his family all the way back to California to the confines of their own home & around town to capture photos of them so as to—I’d wager to say—create the appearance of a fractured couple / family / home. I’m just curious, if New York Post cared about the truth of this story, why not ask Alan Jackson himself when you’re following him around taking pics? While I don’t necessarily blame the reporters or attribute any bad intentions to them—because they apparently got duped—I do think they owe it to the public & those harmed by this malicious deep fake to let them know who sent it to them, and to promptly publish a retraction article apologizing. Just my two cents. It’s amazing this even got through the NYPost legal team, particularly considering the fact that Alan Jackson is one of the top criminal defense attorneys in the country, and certainly doesn’t seem like the type of person you’d want to mess with when it comes to defamation. #KarenReadTrial #FreeKarenRead #CantonCoverup

Olivia

221,215 views • 2 years ago