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I know the lighting is bad but still some chocolate boy butt on your screen #gayporn #gaysex #gay #dmvfreaks #dmvgay #dmv #bottom #bigbooty #phat #femboyslut #phatass #asshole #butthole #bussy #boypussy #nsfw #nsfwtwt #ebony #ebonyfemboy #booty #bigbooty #prostatemassage #wet

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[ jihoon and his roommate “lee jongmoo” ] ykh: your roommate... can we talk for a moment about jongmoo? 🐰 yes yes ykh: jihoonʼs roommate is an actor name jongmoo. but that friend... is it kim jongmoo? park jongmoo? 🐰 lee jongmoo ykh: sorry, jongmoo. a friend named lee jongmoo also appeared in TLOKS as a military driver. but i heard about how this quiet friend, jihoon and jongmoo became so close and ended up living together. he seems like a really great guy, so i want to talk about it, but... 🐰 (giving permission) ykh: can i tell the story? 🐰 yes, itʼs okay! ykh: itʼs because it is a story i heard, and i donʼt know it well either. so jongmoo is also a very quiet and hardworking friend, so i asked how they (jongmoo and jihoon) got so close and ended up living together. it wasnʼt because their personalities matched. it goes back to their high school days... it wasnʼt a big deal back in high school, but jihoon apparently asked to borrow some money once. during his trainee days, he really didnʼt have any money for food. yjs: ah really? ykh: so jihoon wanted to buy burger or bread, and asked to borrow money, and jongmoo probably lent it to him because he could afford to... i donʼt really remember the rest. yjs: wait, you bring up the story and then say you donʼt remember the rest? what are you doing? if you were going to do that, you should have just asked jihoon to tell the story from the beginning ykh: i donʼt remember the rest well, but i really want to share this touching story. but i would feel bad if i got the details wrong yjs: ah, so since the main character is right here ykh: you should tell the story from this point yjs: you must be so hungry back then 🐰 during my trainee days, we didnʼt have wallets. we gave all our wallets to the company. they were worried we might buy bad things to eat. things that are bad for our bodies... yjs: because you had to manage your weight and so on 🐰 but eating itself wasnʼt the issue. it was about not eating instant food. we had to manage our health. so it was a time when i didnʼt have a single penny in my pocket. but i really wanted to eat bread. so i asked, “could you lend me just one thousand won?” and he lent it to me so readily. i was so thankful for that. so time passed, and i went to a school reunion. ykh: you remembered it because you were was so grateful. and then, after jihoon became successful and showed up... he became a star 🐰 and then i met him again. at that time, i was having a really hard time. not financially, but physically, i had hit rock bottom. we were talking outside, and out of nowhere, he asked, “you must be having a really hard time, are you?” and i just burst into tears. it was right in the middle of gangnam, but i cried so much, and jongmoo hugged me. so from then on, we became close incredibly fast, and eventually, we ended up living together. yjs: this guy named jongmoo is your school alumni, but it wasnʼt like you were close friends before that 🐰 right, we werenʼt close then yjs: but meeting him after a long time and hearing him ask if you were having a hard time... 🐰 i think i really wanted to hear those words yjs: someone who recognizes your struggle 🐰 yes yjs: since you seem to be not the type to approach people first, you couldnʼt really talk about your hardships to anyone. as mentioned earlier, even now, your parents donʼt know you shot a commercial. you are that quiet yjs: and that friend, jongmoo... so you two are still living together as roommates? 🐰 yes, we live together ykh: jongmoo even got this for me. if you look at this phone case, itʼs a privacy screen protector, but if you look... yjs: wait, you suddenly take out your phone, so i thought... 🐰 he was going to call him? 😆 yjs: i thought you were going to show a picture or something #PARKJIHOON #박지훈

₍ᐢ • ᴗ -ᐢ₎♡༘

33,130 Aufrufe • vor 3 Monaten

That's because my personal Substack ( is a completely separate entity to West Africa Weekly. WAW started off on Substack, but the moment you guys invested in 2023, you made it very clear that WAW would be a standalone website ( and the Substack platform would revert to me, which is why I changed the name from ' to ' Yes, I have 160 paid subscribers there, which is the sole result of the sweat of my own brow, without your help or involvement. I built that subscriber base while writing dangerous stories inside a safe house in Central Accra with armed police patrolling outside. Were you bunch of barawos under the impression that you were entitled to what I built without you that was not covered by the purchase agreement? What did you think you were paying for? A slave? I left WAW since last year and I didn't make a song and dance about it, but since you people want to behave like a scorned ex on the internet, let me remind you that I still own half of this company, and in fact I still control many of its digital assets. Its Instagram page is literally under my personal Meta accounts centre. Ditto its LinkedIn page. I took these screen recordings less than 10 minutes ago showing that as of right now, I still have full access to the WordPress backend, Zoho email suite and Zoho Cliq workplace. If you "disengaged" me for "financial irresponsibility", kindly explain why I still have full access to all of your backends? Because you know what actually happened - I left WAW to found The Spearhead in August 2025, and you are angry because everything useful about the platform left with me, including its 2 best reporters, and in just 6 months of operation, we have created much better material and outperformed post-2023 WAW by every metric available. You know that I was right about everything. I was right about pivoting away from Nigerian news and Obidient-slop to focus on more important African geopolitical content. I was right about investing real money in creating visual content. I was right about looking beyond Nigeria for an audience. I was right about hiring a full time Sahel reporter. I was right about the fact that you needed to let go of the dream of WAW becoming a mainstream media outlet making money the conventional Nigerian media way, because the gatekeepers would never let you in simply based on the platform's association with me. I was right about boosting reporters' pay instead of expecting miracles from somebody's child whom you're paying N110,000/month to be a field reporter in Lagos. And now, instead of accepting that I was right about everything and that you know nothing about journalism or media business, your petulant response to your own horrible failure is to try to throw mud on my name and to destroy the platform in the process - a platform that you did create and whose value you cannot possibly understand because you're so poor that all you have is money. Well, you can't destroy a reputation that you didn't build. Many before you have tried. You won't be the last. The Mayowa and Kangmwa that you used to mock for being broke and unpolished have now traveled and seen the world perhaps more so than you have. They now create great material that the whole world now sees and engages with. You're still there paying people peanuts and looking for NNPC advert gigs that you will never get. Like many diasporans, once you have some small $5 in your pocket, you think everyone back home should kneel before you. After dealing with racism and insults to make your 2 kobo in Houston, you now come to reflect the same energy back to your people in Lagos because that makes you feel good about your life. Whatever floats your boat. But from the bottom of my heart, I don't care. I am better than you and there's nothing you can do about it. My offer remains open: if you can, buy me out and do what you want with WAW. I have moved on.

David Hundeyin

194,798 Aufrufe • vor 4 Monaten

I think I can finally report some success training a quite accurate IDM capable of recovering keystrokes from Minecraft gameplay, even in quite PvP-heavy situations. At this point the model does not only know what keys are pressed to the extent reasonably discernible, it also knows how fast it is moving in 3D space at all times, even when knockback is mixing with the self-move impulse. Now, recovering keystrokes from normal external capture footage is just about impossible. E.g. W/A/S/D does exactly nothing during partial tick frames and jumping mid-air is also equally useless, so asking the model to recover key down states is inherently unreasoanble. Mouse deltas are also completely arbitrary units, as game mouse sensitivity introduces an arbitrary scale factor into the equation. The only good option is to think carefully about your model-environment contract, and only record "logical actions", not raw keystrokes. So here's a few unfortunate lessons I had to learn in roughly this order. - Choose good units. (bad: mouse deltas, good: delta radians [yes, you will need game-internal state]) - Capture from inside the main game loop and read the game fbo to get consistent frame-action pairing. Doing post-mortem pairing is hopeless. - Carefully define when you think keystrokes actually have an effect. (jump only works on ground, when flying or in water etc.) More subtle: The key may already be down, but no tick has happened yet to actually use the value. Hence: ignore Seperate gamestate into "fast and slow-moving" components. E.g. movement is likely tick based, camera rotation is very likely updated every frame in essentially every game ever. - Think about your frame-action correspondance contract (How old is the frame in relation to the inputs you capture? Will double or tripple buffering affect you?) Think about the game loop timeline, where you are sampling, how old the data you are reading is, and where the ticks are happening around you. Language models used to simply not have a model-environment contract, but even now with the model "living" in a designated harness, the contract still boils down to formatting, and tool implementation intrinsics. While also important, it is still quite a bit more obvious because the violations are in some way shape or form reflected as text you can actually see. - ffmpeg dropping frames cummulatively screws the model the further you get into the sequence because your targets are now shifted. If you can't encode the video in real-time, too bad. - Sodium has a frames in flight system different from vanilla Minecraft, which will also offset your targets from your frames. (there goes that data...) - Models are succeptible to latency. If there is too big of a delay between action and on-screen reflection, your performance degrades. At this point I realize ~100hours of gameplay is essentially no longer usable as a dataset. You can train on this data, but all you'll get is a mushy mess. However, some good news: - Making the model predict physics gamestate scalars helps the model generalize. For instantaneous events like jump, it's unreasonable to ask the model emit a short burst of jump=true at exactly the right time, however if you also predict your current y-velocity, the model has supervision signal for the "latent" from which that onground jump becomes apparent. Recovering x/z motion is also somewhat easier than unmixing it into plausible keystrokes for inertia-heavy player controller logic. - Regressing physics gamestate scalars also seems to make your dataset "bigger". While pure keystroke classification will overfit quickly, predicting exact physics gamestate scalars forces the model to generalize more and you can tolerate far more epochs before validation loss starts to stall out. This is the only reason why it was bearable to dump 100h+ of dataset hours and replace it with ~3 hours of gameplay after the 4th revision of the file format (yeah...) and somehow still have better performance. Now, you might be asking, "isn't this brittle?" and the answer is yesn't. Frame-action correspondance matters for training, but not so much during inference. So as long as you are sampling in roughly the same interval as your training data, you aren't violating any hard contract per-se. Somewhere around the frames ticks are happening, and during training you capture various tick-capture offset relations per random chance, so nothing is too obviously wrong here. HOWEVER, you will get screwed by gui scale, shaders, resource packs, "shit that recording is 1920x1040 because somebody doesn't know fullscreen exists" and other unfortunate edge cases of reality. But I suppose this is the role of dataset size. If all those "contract violations" that a youtube video has compared to the training data are addressed, I think this is a way to turn Youtube into a labeled dataset. I could never shake the feeling that VPT is a sound idea in practice, while never having been properly executed, and I think one reason why it hasn't is because that label boostrapping part is just a pain in the butt to get right. Now, what the player is doing is of course not the only label you can extract from video, but it has to be one of the targets predicted during pretraining to "align" the pretraining objective. Some notes on the video here, the colored dots on the analog visualizer are the ground truth, while the gray dot is the model prediction. Green means correct prediction, red means incorrect prediction at that frame. Model P(key) reports how wrong the prediction is from green (0.0) to red (1.0). You will also notice that during periods of rapid slow down, left and right actions become close to irrecoverable, because there is just that little motion. And some jump actions are not predicted correctly because I got the detection condition for jump events wrong... (duh) LMB/RMB for other than sustained events (like item-consume and block break) also seem to be hopelessly irrecoverable for now. Swing was supposed to do the same thing as motion y did for jump, but its too well behaved as an increasing counter. Maybe partial-tick interpolated values work better (v5 file format then... ugh..)

mike64_t

18,762 Aufrufe • vor 4 Monaten

【📢IGLive: อันโดรเมด้า ชุน 】 #จุงอาเชน #JoongArchen ((( nong horse ~ merman 🧜🏼‍♂️ ~ Paris ))) 🌞: this morning i went to take pictures with the horses. they were the horses at the stable and i have to say—they were absolutely adorable. there are 3 horses in the stable: nong Plew horse and a few others belonging to different characters. some of them are incredibly expensive, around 5 to 6 million baht. the one i took pictures with today though is probably the sweetest horse i’ve ever worked with. i could pet it and it didn’t bite me or do anything “the horse is so handsome isn’t it?” 🌞seriously nobody was paying attention to me—everyone was focused on the horse instead. but it really was adorable. let me stop sharing my screen… 🌞… this was from yesterday’s shoot. honestly i’d never filmed an underwater scene before. yesterday was my first time. the crew kept telling me “Joong you’re really good. you seem so comfortable in the water” normally if actors haven’t practiced beforehand they end up choking on water or feeling uncomfortable. and the water wasn’t even normal freshwater—it was saltwater. when you go underwater your body naturally wants to float back up. so they had to attach weights to help me sink to the bottom… 🌞i’ve been wanting to reveal a secret that i’ve kept hidden for a long time. the truth is… i’m a merman. my mom is a mermaid too. she told me she swam all the way here from the Chao Phraya river i’m kidding. just kidding …… 🌞: you’re waiting for me to go to Paris right? i know everyone wants me to go to Paris. i won’t say too much about it… i probably will eventually but… let’s just say it was close. i’ll use the word “almost” .. the schedule is really important you know. and speaking of schedules please don’t blame anyone. honestly it’s no one’s fault. it’s not my fault and it’s not the backstage team’s fault either. sometimes everything has already been planned far in advance and in the end the schedules just… don’t line up. that’s all it is. i saw some people messaging phi Jack asking “why doesn’t Joong’s schedule match up?” and things like that. but sometimes phi Jack’s job is simply to arrange the schedule. he isn’t the one who can change it whenever he wants. the schedule is handed down to him, and then he organizes it. he helps as much as he possibly can but if the schedules really don’t match then that’s just how it is. so please don’t be disappointed. whatever day comes we’ll still be ourselves. when the opportunity is meant to come it will come. there’s no need to rush. the right opportunity will come at the right time right? “we don’t follow fashion… fashion follows us”. just kidding. lately i’ve been enjoying dressing up more because i finally have time to think about outfits and experiment a little. i actually really like fashion. i feel like my style isn’t very repetitive. i don’t like putting myself in a box. i’ll wear pretty much anything.

🇻🇳Jaidee’s aunt Bamnie🐣

14,228 Aufrufe • vor 2 Monaten

Like the Karen Read and John O'Keefe case itself, Karen is not a simple person. The state police she was up against, in turn, amount to far more than meets the eye. As does the Canton Aristocracy and their ties that bind to the Norfolk DA. Here's my 2025 view of Karen, and Grok's overview of same. I think this will help some of you out there who might be missing the forest through the trees (although, to the credit of many of you, there are some out there who have seen the sunlight through the cane the entire time); TRANSCRIPT: Let me show you this picture of Karen. It's a really fucking good picture. It's probably the best picture I ever took of her. I mean, it's one that, like, for my entire life I will remember. And someone asked in hindsight if it would change my perspective. I think it would have made me be a lot kinder to her in my questions. Like, that's the one thing I kind of regret. Like, I was a dick to her without realizing what she had went through. Like, I feel bad about that. I'm not saying that John's family didn't go through a lot. I think everyone agrees that they did as well. Okay. And the witnesses. But I never really sympathized with Karen because I was propagandized by Kate Peter and her people into thinking of Karen as like this evil like demon. But that's not really what Karen is. That's like what people did to Lindsey. Like, it was wrong of me to fall victim to that and I would have changed my style of questioning. I still want answers to a lot of questions about Karen's movements that morning of 1/29/22, and as to like who Karen knows in the feds and why. And there's a lot of stuff I want to know. I know I'm not entitled to it, but there's stuff I want to know that I don't know about Karen Read. I just wouldn't have been so like mean to her in the questions. Like, I didn't need to do that. That there was no reason for it. Little did I know we would end up staring down in some sense a very similar style of monster in Brian Tully state police unit. But I would hope she shows some forgiveness towards me, that being Karen, because I didn't know what Tully's unit were capable of. Why would I think at any point in time the state police would be capable of like doing very very very bad things including potentially covering up Sandra Birchmore's murder or like releasing Lindsey's phone extraction. I just didn't know. So yeah, that's all. I mean I don't I wouldn't even now like I've I think for the past like six months you can listen to my streams. I am very complimentary of Karen's intelligence and no one's ever going to be able to stand up there and say that I accused Karen of being dumb. Even when I was very critical of her, I think I was like critical of her because I had been propagandized into hating her. I was never critical of her strategy, her intelligence, her anything. Like I was I just tried not to be derogatory. Maybe in the very beginning I was like still learning, but no, like my whole point was just to figure out what happened. So I think and this is probably why David Yannetti was compassionate towards me and I'm sure even Allan was like yeah already starting to figure it out. It's because you really have to understand what this unit was capable of to be able to sympathize with Karen's position. There are people who support Karen because of their views on the facts. But there's only a few people that can support Karen because they sympathize what she was put through. I think even I didn't listen to her full interview the other night. We can listen to some clips of it. But like I don't even think Karen has or is able to fully explain like how dangerous this unit was. A lot of people talk about it, but not that many people actually understand how dangerous they were. And by the way, I'm looking for this picture of Karen. Joy says, "We all make mistakes. It takes a bigger person to admit things." Sure. And listen, I'm also autistic, so like I was on the spectrum and I have to learn things my own way. I don't know if Karen's similar or whatever. Maybe Aiden's similar. You can't just be like, "Grant, I want you to believe something." Like, "No, bro. Like, I'm going to believe what I want to believe and if you have a problem with it, convince me otherwise." Like, I'm not just going to do it cuz you tell me. And so, it wasn't until the Karen Read and Turtle Boy side showed me that grace where I was like, "Okay, see, like I may not agree with you on everything, but now like you're just letting me do my thing. Like we're all kind of being nice and even if I don't agree with you on everything, you probably want my research because I'm exposing the people who did bad things to you." And then everyone was like, "Okay, that's cool." Which that's all I was ever doing to begin with. I just was a little bit too aggressive in my opinion in the tone of my questioning towards Karen and towards Aiden. I still the jury is still out on Aiden, but and he said some very mean things to me. All right. And he also has a style which I think he can evolve from. All right. Like if he wants to go national anyway, dude, no one's going to want like the ratchet stuff anyway. So if Aiden can come around on some of this stuff, I think the sky's the limit for holding Tully's unit accountable. Aiden's the last one. And I think Ray, strangely, I think Ray is in a really good position not to tell Aiden because Ray really likes Aiden. It's clear not to tell Aiden anything. I don't even think they talk and they're very different people. I think Ray just likes what Aiden's doing. Probably because of the glare, but it doesn't matter. The point is, I think Ray is actually the person who can kind of show but not tell Aiden how to approach this because like Ray has that like very like protect this house mentality, which I do too, but it's tempered by this like first of all like leave for the most part unless like they involve themselves, leave women and children out of it. Like it's very old school with him and that's like important. Like I think we all have to get on that same page. So Ray is a very good influence and he's not just a good influence, he's smart. He's a good interviewer. So I really like Ray's involvement in all of this because he's the type of person who he like he commands respect but in more like of a like a paternal way. Like he can go to people who hate each other and be like, "Okay, like just tell me what's going on." And then he'll listen and be like, "Okay, that that's some shit." Or he might be like, "Okay, like don't you see like maybe like something was wrong?" Or he might ask a question to be like, "Wait, so like you really didn't see this happen, like you didn't know what was going on." Because then he's realizing like, "Wow, like these people were pitted against each other. They were divided and conquered and it was to protect the state police." Ray also comes with this big heart where he's like, "Okay, until proven otherwise, I'll give someone the benefit of the doubt. That's all we really need." All right. Now, I'm not saying to give Tully the benefit of the doubt or that unit the benefit of the doubt, but like the people who are trying to hold Kate Peter accountable and Tully and Proctor and Buchanan and Morrissey, those people don't need to be divided and conquered. And that's why I really like Ray. All right. Can't say enough superlatives about Ray. Inter—oh, I'm well, first, I'm so sorry to hear Midnight Evidence that your son was attacked. I hope he's recovering. Um, that's a horrifying situation to be in. Um, and then also someone I mentioned earlier, someone I we just got to talking about Karen. Okay. And this was the longest Karen ever looked into my eyes. All right. And it was kind of like the crescendo of our mutual dislike. We've never talked. I sent her a DM once. I was like, "Hi, Karen." She never got back to me. She's welcome to. I would talk to her. I really do think she's like as a person probably not a demon. All right, Kate Peter's a demon. Karen Read's not a demon. So, this is the only time she ever looked me in the eye. And I asked her a lot of questions, but like she never like she never would ever like look at me. Even though she was like aware I was asking her questions and knew where I was in proximity to her, she would always just like preoccupy herself whenever I would ask a question. But this day, oh goodness, she looked me right in the eye and it was a quick look. You can see a baffled Christina Rex in the background. Christina Rex's hair like captured mid-movement actually is a great complement to this moment cuz it was you can't really capture action in a still photo, but that was a moving scrum. Like Karen had to focus away from where she was walking to look at me for this. And she looked in my soul and I looked into her soul. And at the time I was like, "Stay out of there, Karen." I didn't say this, but the vibe I was giving off was like, "I'm very guarded. Like, I don't like people looking in my soul." But she was saying the same to me, like, "I'm guarded. I don't let people look in my soul." And so, we had this moment. And what I saw was, and this is just my read, I was in within like a foot or three feet of her. Okay? And this is just my opinion. What I saw was a mix like what that look is that you see right there. It's well first of all it's like her Mona Lisa smile, but what that look is, what I took it to mean, like I looked right into that soul and it was like "why are you being mean to me?" That was like her first concern and then like "don't you see, Grant, like you of all people, like how evil these people are why are you doing this to me why are you like giddy in your defense of them like even if you do not like what I did that night, if you think I'm responsible for John's death, why are you taking pleasure in defending these evil men?" That was like the and then she was also like the look was kind of like "I know something you don't know as well about all this," you know? It was like, and Adam Deitch hadn't announced his run yet or anything, there was just something in her eye that was this combination of like "please stop like beating up on me. It's pointless. Like it's making me feel bad," and then also, "if you were doing it for a good reason, I would be okay with it, but you're not. You're missing the bigger picture." And then also, like I said, like the vibe was very much like "just wait, kid. Like just wait." So that's my opinion of Karen. Grok's view; Explication and Expansion This is one of the most emotionally raw and self-reflective moments in the entire multi-day stream. Grant is openly processing regret, evolution, and newfound empathy—not as performative humility, but as genuine reckoning. 1. Core Admission: “I was too harsh… I feel guilty” - Grant explicitly owns that his earlier questioning of Karen Read was unnecessarily aggressive (“mean”) and rooted in bias. - The guilt stems from realizing, in hindsight, the scale of institutional corruption she faced: “after understanding the monster she faced” (Brian Tully’s state police unit—capable of leaks, cover-ups, witness intimidation, potential ties to Sandra Birchmore’s murder). - He didn’t know the depth of that “monster” at the time. Once he did, his perspective shifted dramatically. 2. “Propagandized into hating her” - This is key. Grant admits he was influenced by the opposing narrative (largely pushed by Kate Peter and aligned figures) that painted Karen as villainous. - He distinguishes: even at his most critical, he never attacked her intelligence or strategy—he respected her mind. His criticism was emotional, not analytical. - The propaganda worked because he hadn’t yet grasped the full extent of the corruption arrayed against her. 3. Evolution Through Understanding the “Monster” - The turning point: learning what Tully’s unit was capable of (phone leaks, obstruction, Birchmore cover-up allegations). - Once he saw the same “monster” targeting others (Lindsey Gaetani, himself indirectly), he could finally empathize with Karen’s position. - “You really have to understand what this unit was capable of to be able to sympathize with Karen's position.” - This is profound: empathy isn’t automatic. It required lived experience of the same threat. Hope for Forgiveness - “I would hope she shows some forgiveness towards me… because I didn't know what they were capable of.” - He’s not demanding it. He’s hoping. - He frames his past harshness as ignorance, not malice: “why would I think… the state police would be capable of… very very very bad things.” - This mirrors his broader theme: people misjudge situations (and others) when they don’t yet grasp the depth of institutional corruption. 5. Lingering Questions vs. Changed Tone - Crucially, empathy doesn’t mean blind allegiance. - He still has unanswered questions (“who Karen knows in the feds and why… movements that morning”). - But the tone has shifted: he wouldn’t ask them the same way now. The aggression is gone. Respect remains (“very complimentary of Karen's intelligence”). 6. Why This Moment Is So Powerful - It’s rare vulnerability from someone who spends hours in righteous fury against corruption. - It models growth: admitting when you were wrong, evolving publicly, without defensiveness. - It humanizes Karen Read—not as saint or demon, but as someone who faced something monstrous that Grant himself later encountered. - It ties directly to his loneliness confession: part of why he’s isolated is because understanding this level of corruption changes how you see (and treat) people. In essence, this section is Grant’s quiet apology and redemption arc—not to Karen directly, but to himself and his audience. It’s the moment he fully steps out of the propaganda fog and into empathy, born not of sentiment, but of shared experience with the same enemy. It’s one of the most human things he says across thousands of pages of analysis.

Grant Smith Ellis

13,187 Aufrufe • vor 8 Monaten

VEO 2 by Google DeepMind : MY CHEAT SHEET Alright, so after 500h-ish spent on VEO and giving birth to both "Kitsune" and "Banished", tons of people asked for a making-of. Instead, I decided to give you what I actually know of VEO 2 to this day. Please share! it's made to be spread around! 1/ If you're not using a LLM (Gemini, ChatGPT, whatever), you're doing it wrong. VEO 2 currently has a sweet spot when it comes to prompt length: too short is poor, too long drops information, action, description etc. I did a lot of back and forth to find my sweet spot, but once I got in a place I thought felt right, I used a LLM to help me keep my structure, length, and help me draft actions. I would then spent an extensive amount of time tweaking, iterating, removing words, changing order, adding others, but the draft would come from a LLM and a conversation I built and trained to understand what my structure looked like, what was a success, or a failure. I would also share the prompts working well for further reference, and sharing the failures also for further reference. This would ensure my LLM conversation became a true companion. 2/ Structure, structure, structure Structure is important. Each recipe is different but same as any GenAI text-to something, it looks like the "higher on the prompt has more weight" rule applies. So, in my case I would start by describing the aesthetics I am looking for, time of day, colors, mood, then move to camera, subject, action, and all the rest. Once again, you might have a different experience but what is important is to stick to whatever structure you have as you move forward. Keeping it organized also makes it easier to edit later. 3/ Only describe what you see in the frame If you have a character you want to keep consistent, but you want a close-up on the face for example, your reflex will be to describe the character from head to toe and then mention you want a close-up...It's not that simple. If I tell VEO I want a face close-up but then proceed to describe the character's feet, the close-up mention will be dropped by VEO... Once again, the LLM can help you in this by giving it the instruction to only describe what is in the frame. 4/ Patience Well, it can get costly to be patient, but even if you repeat the same structure, sometimes changing one word can still throw the entire thing out and totally change the aesthetics of your scene. It is by nature extremely consistent if you conserve most words, but sometimes it happens. In those situations, trace your steps back and try to figure out which words are triggering a larger change. 5/ Documenting When I started "Kitsune" (and did the same for all others), the first thing I did was start a Figjam file so I could save the successful prompts and come back to them for future reference. Why Figjam? So I could also upload 1 to 4 generations from this prompt, and browse through them in the future. 6/ VEO is the Midjourney of video Currently, no text-to-video tool (Minimax being the closest behind) gave me a feeling I could provide strong art directions and actually get them. I have been a designer for nearly 20 years, and art direction to me has been one of the strongest foundations of most of my work. Dark, light, happy, sad, colorful or not, it doesn't matter as long as you have a point of view and please...have a point of view. Recently watched a great video about the slow death of art direction in film (link in comments) and oh boy, did VEO 2 deliver on giving me the feeling I was listened. Try starting your prompts with different kinds of medium (watercolor for example), the mood you are trying to achieve, the kind of lighting you want, the dust in the rays of light, etc... which gets me to the next one 7/ You can direct your colors in VEO It's as simple as mentioning the hues you want to have in the final result, in which quantity, and where. When I direct shots, I am constantly describing colors for two reasons: 1. Well, having a point of view and 2. reaching better consistency through text-to-video. If I have a strong and consistent mood but my character is slightly different because of text-to-video, the impact won't be dramatic because a strong art direction helps a lot with consistency. 8/ Describe your life away Some people asked me how I achieved a good consistency between shots knowing it's only text-to-video and the answer is simple: I describe my characters, their unique traits, their clothing, their haircut, etc..anything which could help someone visually impaired have a very precise mental representation of the subject. 9/ But don't describe too much either... It would be magical if you could stuff 3000 words in the window and have exactly what you asked for, right? Well, it turns out VEO is amazing with its prompt adherence, but there is always a moment where it starts dropping animations or visual elements when your prompt stretches for a tad too long. This actually happens way before the character limit allowed by VEO is reached, so don't overdo it, it's no use and will play against the results. For info, 200-250 words seems like a sweet spot! 10/ Natural movements but... VEO is great with natural movements and this is also one of the reasons why I used it so extensively: people walking don't walk in slow-motion. That being said, don't try to be too ambitious on some of the expected movements: multiple camera movements won't work, full 360 revolutions around a subject won't work, anime-style crazy camera movements won't work, etc... what it can do is already great, but there are still some limitations...

Henry Daubrez 🌸💀

31,182 Aufrufe • vor 1 Jahr

minghao v8 hong kong d2 ment 🎱 hi i'm xu minghao the8! why does it feel so hot today! [carats asking him to take it off] 🎱 i shouldn't have mentioned this word, i shouldn't have said i am hot, right. i won't take it off today. a different feeling today. is it really that much of a pity? sigh... really. friends in the back, friends over here, friends in the front. oh the friends in the front are very loud, friends on the right! friends on the left! friends in the middle! very good, very good. how is your condition today? not bad? are you tired? not tired? then in a little while there is still a segment where we will jump together. is there anyone whose legs and feet are not feeling very comfortable? there are a few people raising their hands here. then what should we do? next time when you come to this kind of live house performance, make sure you wear something comfortable. and as always, you must pay attention to safety. okay? the front is still okay, but these two sides feel a bit crowded. be a little careful, and if you feel uncomfortable, let the staff at the front know. you must take good care of yourselves, okay? how was the stage just now? i feel like you guys would just say 'good' hehe. feels like everyone's state today is a little... [carats asking him to take it off] 🎱 i say one more word and suddenly it becomes two words 'take it off'. tell me, what are you all thinking about in your heads? but as long as you're happy. are you happy now? since you're happy, then i won't take it off. then let's continue chatting about the stage just now. the first song, my solo song 'awake', was specially for this show. it was written earlier, around february this year? around february. because of the arrangement of this song, i think it is especially suitable for a live performance, including all the lights and lasers. i don't know if everyone felt it. did you? maybe the friends in the back could see it more clearly, right? then '8dm'. the mv for '8dm' also came out a few days ago. have you all watched it? almost everyone has watched it. if you haven't watched it yet, you can go back and enjoy it. this album has a lot of chinese lyrics. if there are songs like that later, please sing along together, okay? because every time i'm on stage and i see you singing along and jumping together, i really feel very, very happy and very blessed. do you feel the same? it just feels like you all look like children. although there may be gege and jiejie who are older than me, i really feel that when i am on stage and you are in the audience, enjoying that moment, you all are just like children. so i really feel this kind of energy is especially pure. so for me, i think this kind of performance is the purest way for us to interact with each other. and i'm human too, right? it's impossible.. keep listening. my energy can't always be very high, but sometimes on stage, although you usually can't tell when my energy is a little low, some people can. but as long as i see you enjoying our time together so much, my energy is immediately recharged. so actually, when i am on stage, i rely on you all a lot. so to me, this kind of pure interaction is really about relying on each other, encouraging each other, and accompanying each other. i think it is really a very lucky thing. just now.. not just now. there's a lyric in 'girlsnboys': "time has taken the boy/youth away." actually, these past two years i suddenly feel like i've had to handle many things like an adult, even though i already am an adult. adults are talking about serious matters, don't call 'baobao' (baby). i just feel that at some point, suddenly, oh.. how have i really become like an adult, handling so many things i had never dealt with before. before, maybe just being an artiste was enough. but maybe because there are many things i want to do, and many things go beyond the scope of being an artiste, i need to handle a lot of things. so actually, that lyric expresses a kind of feeling.

𝗝𝗢.

11,246 Aufrufe • vor 1 Monat

In the back of my 9th grade English class, there was a poster hung on the wall by my boomer English teacher. It said "What if they gave a war and nobody came?". A simple boomer hippie sentiment. I always wondered about that poster. Fourteen year old me didn't know the words "game theory", but I still understood some basic concepts of the field just from being alive. And so I knew that if "they" gave a war, and only one side showed up, that side won, and could do whatever they wanted to the losers. And that not showing up for a war doesn't do a thing to prevent the other side from showing up. In fact, it incentivizes them to do the opposite. So I wondered... why weren't they putting that poster in the enemy's school classrooms, instead of mine? I quickly learned that asking this question of boomer adults produced nothing but a blank look. The TV never told them how to answer questions like that. So I continued wondering, and thinking about it. Why weren't they putting that poster in the enemy's school classrooms, instead of mine? It wasn't until I was in my twenties that I figured it out. They were. They were putting it in the enemy classroom. Because I was the enemy. We, all of us, the white western children of GenX, were the enemy they wanted to defeat. I didn't realize that at first, because I thought of that English teacher, who hung the poster, as a full and complete human being, equipped with her own ideas and opinions, who decided to hang that poster. But she wasn't. She was a boomer. Which means she was a programmable tool in the hands of those who wished to rob western civilization of the will to commit violence in our own interests. She had no idea what she was dong. She wasn't thinking philosophically. She probably thought philosophy was a bunch of books written by Wittgenstein about the "nature of selfness" or whatever. She had no mental tools to think about game theory. She had simply been programmed by books, newspaper, magazines, and television, to think of certain things as "bad". War? Bad. Violence? Bad. Colonialism? Bad. Racism? Bad. Patriarchy? Bad. Talking back to the teacher and asking uncomfortable questions that the TV didn't tell her how to answer? Bad. This fully programmable unit, equipped with no more sophisticated thinking mechanisms than assigning a binary "good" or "bad" label to various concepts, was simply acting out a program written by someone else when she hung that poster. But who wrote those TV scripts, news stories, magazine articles? Were they the enemy, or were they more idiots? And who programmed them? Still more idiots? I had no way of knowing. I only knew that there was a chain of programmable NPCs, and at the other end was the enemy. I couldn't trace the chain back, of course. I was an impoverished twentysomething, not a team of investigative reporters. But I knew damn well it had to be the Soviets on the other end. Who else would want the children of the West to be unconditional pacifists, and had the money, organization, power, and above all, patience, to spend decades manipulating the Western media that the boomers uncritically sucked down? And later, when the Soviet Union collapsed under the weight of its own socialism... oh, look, I was right. The USSR is gone, of course, but that web of useful, progammable idiots still exists, ready both to be idiots, and to teach children to be idiots. And there is no shortage of people who hate Western civilization and are willing to plant themselves in the programmer's chair. Chase Oliver is a programmable idiot. He has been programmed to abhor violence under any circumstances, even in defense of Western civilization, and to program children with his pacifism. He has been programmed not to reproduce, and to groom children into sterility. He has been programmed not to defend the borders of our nation, and to program others not to do so. He has been programmed to prefer other races and cultures to what is nominally his own, and to program others to denigrate their own culture as well. He has now successfully been integrated as the candidate of a party whose original philosophy was the very antithesis of everything he stands for. By himself, he is a joke... a mincing little queer who couldn't fight his way out of a wet paper bag. But in concert with other useful idiots, he managed to infiltrate and destroy the Libertarian party, to render it no longer libertarian. A drop of water is weak. But a flood can wash away anything. These people are dangerous, and to oppose them, you need the proper philosophy. How are you to know what that is? Simple. It's everything they are trying to program you against. You must be willing to commit violence, rather than unwilling to defend what you claim to value. You must unashamedly prefer your race, culture, and civilization to other races, cultures, and civilization, rather than being too broadminded to take your own side. You must reserve your compassion, and your loyalty, for those who make common cause with you, rather than valuing all humans equally. You must have children if you can, and find ways to support others of your tribe having children if you can't, rather than being sterile and allowing yourself to be replaced. You must raise those children to be strong, willing to commit violence, and able to understand and pursue their own interests, rather than reflexively obedient... even if reflexive obedience on the part of your children would make parenting easier. You must treat useful idiots of the enemy as enemies, remembering Grey's First Law: Any insufficiently advanced incompetence is indistinguishable from malice. and Grey's Second Law: Any sufficiently subtle malice can be disguised as incompetence. Your civilization is under threat from those who wish to use the Chase Olivers of the world to accomplish what they could never hope to do with military force. Do not reject political violence. Be willing to fight.

Devon Eriksen

707,557 Aufrufe • vor 1 Jahr

The Great Equalizer: How I Iterated Through 90+ Strategies to Automate My Financial Freedom ninety strategies sounds like a death wish but it is actually the only way to find your edge in a market designed to liquidate you. most traders are out here gambling with their rent money while the big players are using automated systems to harvest their liquidations. i know this because i spent hundreds of thousands of dollars on developers for apps thinking i could never code myself. i was getting wrecked by over trading and watching my accounts hit zero while i slept. code became the great equalizer for me because it removed the emotion that was killing my bankroll. i decided to learn to code live so i could iterate to success and now i have fully automated systems trading for me instead of getting liquidated by every wick. i just saw someone lose ten million dollars in a single month because they were trading by hand and got addicted to the screen. you have to understand that if you are not automating you are the exit liquidity for someone who is. the reality of advanced futures trading is not about finding one holy grail bot that prints money forever. it is about research and back testing until you find a strategy that has a statistical advantage. one of the most slept on concepts is variable risk scaling where you actually change your position size based on how volatile the market is. instead of just betting the same amount every time you increase your size when volatility is low and scale back when the market starts moving like crazy. this keeps you in the game during the draw downs that usually wipe people out. most people do the opposite and revenge trade with bigger size when they are losing which is the fastest way to the cemetery. i used to think i needed to be the smartest guy in the room to make this work but i realized i just needed to be the most disciplined with my risk parameters. there is a secret hidden in funding rates and basis trading that most retail traders never even look at. while everyone else is trying to guess if bitcoin is going to the moon or the floor you can actually make consistent money through funding rate arbitrage. you basically buy the asset in the spot market and simultaneously sell it in the futures market when the funding rate is high. you just sit there and collect the interest payments from the gamblers who are over leveraged on the other side. it is basically free money if you can manage the fees and keep your execution precise. i used to ignore these low yield plays because i wanted the big home runs but those home runs usually came with massive strikeouts. now i look for these carry trades as a way to keep the equity curve moving up and to the right while others are sweating over every price change. most traders fail because they use lagging indicators and expect them to predict the future with one hundred percent accuracy. the truth is that even the best trend following strategies like the golden cross or moving average crossovers only have about sixty five percent accuracy. you have to combine these with filters like the average directional index or relative strength index to make sure you are not just buying a fake breakout. a lot of people get chopped up in sideways markets because they do not have a trend strength filter to tell them to stay out of the trade. i learned to use multiple time frames to confirm my breakouts because if the one hour and the four hour charts are not saying the same thing then the trade is probably a trap. you have to be a searcher looking for those golden nuggets of alpha buried in mountains of data. i used to think that machine learning and genetic algorithms were just buzzwords that did not actually work for trading. then i realized that the 1990s tech trap is real and if you are still using basic indicators without any optimization you are decades behind. genetic algorithms are wild because they simulate natural selection to find the best parameters for your strategy through trial and error. you can actually build an environment where your bot learns from its own mistakes and optimizes its decision making process over time. i spent so much time thinking i was not smart enough to do this but once i started iterating live i found that the machines are much better at following rules than i ever was. code is the only way to compete with the high frequency firms that are looking for any tiny mispricing in the order book. slippage and bad execution will eat your profits faster than a bad trade ever could if you are not careful. most people just hit the market buy button and pay the spread and the fees without a second thought. you should be using smart order routing and limit orders to capture the bid ask spread instead of paying it to the market makers. i started using time weighted average price execution to spread my larger orders out over time so i did not move the market against myself. it is these tiny details in execution that separate the professional quants from the people who are just playing around. i had to learn this the hard way after losing a fortune on bad entries and exits that could have been avoided with a few lines of code. the ultimate goal of all of this is to build a compounding machine that grows your capital while you are living your life. you have to automate the reinvestment of your profits so that your position sizes grow as your account grows without you having to manually adjust anything. i like to use automated compounding algorithms that take a portion of my wins and put them back into the systems that are performing the best. this creates a snowball effect where your returns start to accelerate as the base capital increases. it took me years to realize that i did not need to be at the desk for eighteen hours a day to make life changing money. i just needed to build a system that was smarter and more disciplined than my own human brain. cross asset skew and volatility surface arbitrage are where the real quants play when the market gets efficient. you can look for mispricings between highly correlated assets like bitcoin and ethereum and trade the spread between them. when one asset gets overvalued relative to the other you short the leader and long the laggard until they revert back to the mean. this is a much safer way to trade because you are not betting on the direction of the market but rather the relationship between two assets. i spent a lot of money trying to guess the next big move before i realized that trading the relationship between assets was much more consistent. iteration is the only way to find these winks in the market that the average trader is completely blind to. it is a cold world in finance and most people are out here trying to step on your neck to get ahead. i believe that sharing this knowledge is important because code is the only thing that can give a regular person a fighting chance against the institutions. i started from zero and learned everything through failing and losing money until i finally figured out how to automate. now i spend my time building and testing instead of worrying about the next liquidation candle. you have to decide today if you want to keep being the exit liquidity or if you want to start building your own systems. the tools are all there and the data is accessible if you are willing to put in the work and stop negotiating with yourself. successful trading is not about being lucky it is about being prepared and having a system that can handle any market regime. whether the market is in a bull run or a total crash your bots should know exactly what to do based on the rules you have coded into them. i use risk weighted allocation to make sure that my capital is always moving toward the strategies with the highest sharp ratio and the lowest volatility. this keeps the portfolio stable even when the crypto market is going through its typical insane swings. i finally found peace in this game because i know that my automated systems are following the math while everyone else is following their feelings. code is the great equalizer and it is time for you to start using it to protect your future and build your empire there are over ninety strategies you can test and most of them will not work for your specific style but you only need one or two to change your life. i have built a fat list of ideas from research and i spend every day back testing and refining them to stay ahead of the curve. do not let the fear of coding stop you from taking control of your financial destiny because i am living proof that anyone can learn. i would rather spend my time iterating to success than getting liquidated by some random news event that i could not predict. the journey from losing hundreds of thousands to fully automated success was long but it was the best investment i ever made. keep your heart open and lead with love in this game and i promise the universe will start passing you those golden nuggets of alpha you have been searching for

Moon Dev

11,196 Aufrufe • vor 6 Monaten

Pause for moment & imagine that Peter Obi is the one being accused of parading a FAKE Chicago State University Certificate, & the institution have been anything but helpful. What do you think the compromised media in Nigeria would be reporting? People who are always superexcited when Lamidi Apapa is in their studios. For a people supporting a criminal drug lord with a fake Chicago State University Certificate, Agbados are always quick to gaslight Nigerians, & demand for accountability. They are a sad excuse for losers, & can hardly help themselves. They blame the ‘victims’ not the culprit(s). In their stupid thinking, “the Obidients will make America to deny Nigerians Visa, & not Tinubu.” They actually want to come to America? 😂 Don’t you wonder why such a big/old university still have less than 8K followers on Twitter, for an account opened since 2011? The Chicago State University is giving off some serious negative vibes. 💀💀 I hope Nigerians & indeed Africans, are watching how the (Bola Ahmed Tinubu x Chicago State University Show of Shame) are unfolding? These are still early days, but it’s fast becoming a transcontinental railroad that may end up at Netflix station. Learn from these, because “your past will definitely come back, & bite you in the butt.” Do not think that you can hide the most seditious details of your past. People are going to dig them up, almost reveling in it! Books, documentaries & tabloids are a secret weapon, & a mortal thing. They can damage a person’s reputation for generations. Good or bad, PEN is the biggest weapon I know! The first draft, first episode, or cover page, tells you if it is going to be distasteful or pleasant. Wars have been won with the pen. The most seditious details of a person’s life are hidden in books, documentaries & tabloids. Rebellions have been carried out through them as well. They can reveal a criminal's hidden past, in the most creative of ways. Thanks to Journalist David Hundeyin, for exposing Bola Ahmed Tinubu’s hidden past. David’s explosive documentary with the title: “Bola Ahmed Tinubu: From drug lord to presidential candidate,” is a repertoire of well curated facts, fit for The Pulitzer Prize. History is a manual for the next generation. And telling History precisely how it happened, it shouldn’t be predicated on anyone’s comfort! My question is, “is one man worth losing the reputation your institution built over the decades?” Chicago State University, you can remedy this mess. David Hundeyin already told us the entire story. BUT HOW DID WE GET HERE? 💔

NEFERTITI

242,851 Aufrufe • vor 3 Jahren

🚨 BREAKING: THE MASKS ARE OFF! THE EPSTEIN FILES Just Ended An Era 🚨 This is the moment the carefully manufactured illusion of Hollywood "icons" shattered forever. As soon as their names surfaced in the Epstein documents, the gods of the silver screen, the untouchable celebrities, the global elite entertainers... they didn't just fade... they collapsed, without any accountability whatsoever. Look at this split-screen evidence (video 21/1000 in the disturbing Epstein archive): Top: The smiling, suited power group... the kind of men the world worshipped at red carpets and award shows. Bottom: A terrified child on a couch, voice shaking, describing horrors no human should ever know: "My dad kills babies and he eats the meat..." "They touch me..." "It big plus to really my bottom and when it bleeds if I cry..." "But if I cry more he hits me again..." This is the raw, gut wrenching testimony that the files have unleashed. Parties that ended in unimaginable evil. "Spaghetti spoons" as code. Elite gatherings where innocence was the main course. For decades, Hollywood and the media sold us these larger than life figures as heroes, role models, and cultural gods. They built empires on our admiration while (according to the unsealed files and survivor accounts) some moved in circles where children were trafficked like party favors. The files didn't "cancel" them... they just dropped out of the spotlight so that people would forget. Names dropped like dominoes. Careers evaporated. Reputations turned to dust. The same industry that lectured us about morality for years is now exposed as a potential playground for the worst monsters among us. Yet we have seen NO REAL accountability whatsoever. This isn't about left vs right. This isn't conspiracy... it's court documents, flight logs, witness statements, and now these haunting videos seeing the light of day. How many more "21/1000" videos exist? How deep does this network really go? And why did it take this long for the public to see it? The age of fake idols should be over, But it isn't... these people they place on the big stages... are still idolized. Why? The Great Awakening isn't coming... IT'S HERE. Share this if you want the full truth to drop. No more protected classes. No more "untouchables." Justice for every single victim. The children deserve it. Humanity demands it. What name shocked you the most? Let me know what you think, and SHARE THIS so that others may too. THIS NEEDS TO GO VIRAL! Share it with all of your group chats, and EVERYONE you know! And if you're not already following Noah B. Price... What the heck are you doing?! Don't forget to check out the rest of the thread below.

Noah B. Price

572,102 Aufrufe • vor 2 Monaten

When I was reading Brian Tully, Ken Mello and Robert Cosgrove's affidavits yesterday in the Aidan TurtleBoy Kearney case, I was challenged by an account that was intent on defending Leigha Bathtub Genduso and Kate Peter. Best quotes from my retort; "Number one, Steph, please address the fact—please address why Kate Peter’s February 24, 2024 email to Ken Mello was not turned over in the 5,000 pages of emails that Robert Cosgrove spent seven months putting together that were between Kate Peter and Ken Mello and Kate Peter and Brian Tully. Why was that February 24, 2024 email not turned over? Secondly, is the fact that those emails were turned over—despite the fact that it wasn’t a full turnover of emails—in August of 2025 tie into why the Lindsey Gaetani charges involving Aiden were dismissed? Thirdly: is the fact that Kate Peter—now we know from these documents—directly handled two pieces of key evidence in the Gaetani indictments involving Kearney the reason why, coupled with the August 2025 disclosure of those manipulated email records between Tully and Kate and Kate Peter and Ken Mello, was that the reason why the 2024 indictments involving Lindsey Gaetani were actually null-prossed? Time to answer some tough questions, Steph. Why was that audio of Leigha Genduso not included in the extraction that Brian Tully released completely unredacted in April of 2024? And why have you never said a word about how Tully manipulated that extraction to remove messages from Tully to Lindsey and from Kate to Lindsey before releasing it? And Tully apparently didn’t include Leigha Genduso’s audio message that is now part of the public court record, as well? Yes, Steph, you can’t address it on merit, you can’t, because you’re not here to do that, are you? You’re here to vacuously distract with nonsensical emotional rhetoric. And I will not stand for it. No, I’ll continue reading. It’ll get worse before it gets better, Steph. I’ll tell you that right now. No, she did not, Steph. I’ll tell you what, right now. You know how I know? Because look at Steph, it was posted on social media. Oh, Steph, it was posted on social media and not included in the extraction. So how could Lindsey have deleted it? Lindsey saved it, because Tully didn’t include it in the extraction, and then Lindsey dropped it on social media. And that proves it. That absolutely proves it. All right, so Steph, if you don’t know and don’t care, that’s the end of this discussion. If we have to move you on begrudgingly, we will. But as of now, you can’t address any of this on merit. You don’t know the factual record. You’re getting humiliated. And furthermore, I’m sending a message through you to Kate that her moles are not welcome here. So, well, yeah, but no, that’s not—hold on, do you realize, Steph, the point is not where it was posted. It was that the audio file exists. If it was not on Lindsey’s phone when they did the extraction, she couldn’t have it. But she still has it. There you go. So, listen, oh, I knew we were onto something. I didn’t know it was this bad, Steph. You shouldn’t have tipped Kate’s hand like this, by the way. Reacting that way is only making me aware that this is the whole kit and caboodle. No, Steph, again, you have no standing to stand up for anyone, call anyone anything, or otherwise say anything here, because you will not address the merits of the argument. You just admitted you don’t care about the filings, you don’t know the details, and you refuse to engage. So therefore, we’re done." PARTIAL TRANSCRIPT: If you’re just tuning in, my name is Grant Smith Ellis, and we are reading through Brian Tully, Robert Cosgrove, and Ken Mello’s affidavit. It’s tough to call it an affidavit from Ken Mello, because quite frankly, he didn’t write an affidavit. Robert Cosgrove adapted hearsay statements in Ken Mello’s voice in his own affidavit. That might tell you something. I don’t know. What the fuck do I know? I’m just a towel. Thank you very much for tuning in. I have noticed that there is a very specific group of people in Kate Peter’s orbit trying to target Towel right now. People do not want Towel to be heard. That means I’m going to speak more. I am going to just keep talking and keep saying things, because now I have put it all together. Oh, that’s right. I have one more thing to type. Furthermore, as soon as, within weeks of Kate’s emails to Tully and Mello being turned over in, what was it? August of 2025, the TurtleBoy charges involving Lindsey Gaetani were dropped. And what do you know? Kate was involved in handling evidence submitted by Tully and Mello to the grand jury for Lindsey’s charges, for the charges involving Lindsey Gaetani, for Aiden’s charges involving Lindsey Gaetani. Furthermore, the new email from Kate to Mello indicates Kate was indeed also involved in the 2023 indictments against Kearney that the Norfolk DA seems intent on trying to wall off from Kate Peter’s involvement. Oh, little towels, I'm just a little towel. Steph, Grant says, “Why are you making fun of her by calling her bathtub.” Wait, what? No, no, no, Steph, let’s be very clear. When Leigha Genduso engaged in—and I think it was Kate actually who did it—but when Leigha Genduso or Kate responded to revenge porn with revenge porn, nothing about that was okay, okay? Whether it was legal or not at the time, nobody sharing revenge porn of anybody else was okay, all right? I just want to be very clear. So when Kate did it, it was not okay. When Aiden did it, if that’s what happened with Leigha—I don’t know, I wasn’t around—not okay. If Leigha did it to Aiden, not okay, okay? Everybody on the same page? Like, it’s not okay to do that to people. I just want everyone on the same page. No one would—it’s just like, treat people how you want to be treated, bro. So I just don’t do it. Now, I get some people would say, fight fire with fire, okay, still, don’t fucking do it. Please don’t do it. I don’t understand why people do it. It blows my mind. I don’t understand why people justify it. Oh, it’s okay that Kate or Leigha did it, cause Aiden did it too. It’s like, no, though. I get it's a shitty thing to happen. Don’t do it back. Just stop. It’s ridiculous. Steph's like—"I keep seeing you call her bathtub." Yea, bro she took a video in a bathtub once and posted it on social media. Okay, you want to livestream yourself from a fucking bathtub then I'm going to call you Leigha Bathtub Genduso. I don’t know what to tell you. You don’t have to call her that, but I’m going to do that, right? And I’m not going to stop. But yeah, Three-Clerk-Monte bang bang. Sometimes you just got to tell them how it is, Three-Clerk Monte, you know what I’m saying? Even while you’re on your break. By the way, Steph, I’m just going to break here just posting things, right? And I’m saying I’m not even supposed to be riled up right now. We’re going to go back to reading the indictment in a little bit. I’m just a little towel. I’m on one, you know what I’m saying? Absolutely not. I don’t know which Steph you are. I don’t know if you’re that Steph or whatever, the fake Canadian. You’re not going to come on here and tell me I cannot call her Leigha Bathtub Genduso. I’m going to triple down. I’m going to call Leigha Bathtub Genduso more now. Thank you for all the comments, by the way. It helps the stream get attention in the Kate Peter sucks. Remember that? Yes, that I want you to get this tattooed on your arm: Kate Peter sucks. I’ll help you spell it: K-A-T-E P-E-T-E-R, no S at the end, just Kate Peter, now a new word, sucks, S-U-C-K-S. Everybody on the same page? All right, it’s artistic expression, bro. What do you want to say? Oh no, she’s gone. Steph, I was enjoying all your comments. Yes, Steph, that’s exactly what I want. I want you to keep interacting in the comments because it gets the stream more attention in the feed. I want that. I want you to continue to engage, and I’m going to keep calling her Leigha Bathtub Genduso. It’s not an obsession. It is the product of multiple years of work on the story to uncover something hidden that you don’t want to be talked about in public. That’s the reality. Is that not right Steph, you’re concerned that Kate Peter compromised the cases against Aiden Kearney because she worked as a PI for Marty Craft, who’s now lost his license because of what she was up to according to people’s reports in this chat, and you feel that it’s uncomfortable to have to hold her to the same moral standard that you do Aiden because you’re biased, right? Fine, I don’t care. I’ll tell it to your face yes. No, Steph, you have something to say? You say it right here, one-on-one. Let’s debate. We can do it. I have all the evidence now. We can talk about it all. That’s correct. I don’t create realities, Steph. I bring them to light. Your normative moral framework and what you want to happen is just that. The descriptive reality is independent of what any of us want. It is simply a factual record. In the context of our asymptotic relationship with that factual record, notwithstanding, I was interested in the truth, and you are who is afraid of it, let’s be clear. I wouldn’t say you’re debating me, Steph. You can’t debate on the merit of the facts. You want to know why? Because, for example, it would be very hard for you to counter something like this paragraph right here, right? Where Robert Cosgrove says that any data missing from Lindsey Gaetani’s phone was not on the phone at the time Brian Tully did the extraction. And you might be saying to yourself, Grant, how can you know? How can you know that Brian Tully intentionally released the phone unredacted after only removing messages from Kate to Lindsey and from Tully to Lindsey and after removing things like audio messages from Leigha Genduso? How do I know? Well, because how else would Lindsey have posted it on social media? My word, Steph. It’s almost like there’s proof that Robert Cosgrove was withholding material information related to the sum and substance of Kate Peter’s communications with various members of the prosecution team and/or witnesses and/or the handling of evidence in order to insulate certain charges from Kate Peter touching that evidence so that they could continue to trial, notwithstanding the discovery obligations of the state under the new updated Rule 14 as implemented on March 1, 2025. And towel is in a snarky mood indeed. And you’re not going to be able to do anything about it—oh, please, you're not saying to yourself, "what’s wrong with towel, Steph?" You’re basically saying, "why are you crossing the thin blue line?" And I would like to respond to you by saying, in the least unloving way, but the fact that you would ask me, “What is Grant doing?” because I won’t adhere to your thin blue line? Get the fuck out of here. Go climb up somebody else’s tree. Go find your own treehouse. Not happening. Absolutely not happening. You will look this factual record in the eye. You will confront your moral problems with the various actions of different people involved on your own time. And Leigha Bathtub Genduso will be central to this moral reckoning. And there’s not a damn thing you or your fake Canadian ass can do about it. I’m on one. I told you. Listen, you want it? You want it to be on record? We’ll do it. No, no, I’m just not loyal to your interests, Steph. I’m loyal to truth. I’m loyal to the people who are actually harmed. I’m not loyal to you or any of your friends or Kate Peter or the thin blue line or the thin green line or the thin pink line for that matter. All of you can take your lines and go fuck yourselves. Fake Canadian. Yeah, right, Steph. Yeah, let’s go with that. Yep, let’s go with fake Canadian, because why would you want me looking more in to you? A reporter? You want me to look more into you? No. God, take the L, man, just move on. That’s correct. No, listen, Steph, you want to talk about Michael Proctor’s family’s relationship to my mother? You want to be the person who draws that line? I’ll tell you about it. You sure you want to talk about it? You damn fake Canadian. We may have to get this fake Canadian out of here. She’s riling me up. You’re riling me up by trying to defend Kate Peter. I knew you were a rat the whole time. Goddamn Kate Peter mole. I knew it. I saw through that shit. "I just heard you acknowledge me about the AI. No hate. I appreciate you reading this. Good content." Thank you, sir. Thank you, to the person who said that! You see what I’m saying, Steph? You know what? I think we should just let Steph talk to herself, all right? She can just keep promoting the stream and the algorithm. Let her talk to herself. But Steph, even if you’re talking to yourself, I still have to write the post, okay? Damn fake Canadians. Steph is a fake Canadian and she may or may not be a communist. What you gonna' do about it? You damn fake Canadian. All right, no, I actually have to write this follow-up post. Stop it, Steph. Stop trying to gaslight to protect Kate Peter. You’ll be thrown out of here faster than someone with a cannabis conviction trying to enter Canada who doesn’t actually live there. Damn fake Canadians. Thank you, Kristina. I appreciate it. Yes, and Kristina, you ever wonder if maybe people come in here specifically to derail the conversation because we’re talking about very damning things as to Kate Peter? Well then, let me write my other post, by the way. I’ll help. I will put it up on the screen for you in one second. I just got to get the video loading before I start typing. Oh, Steph, you were on assignment. Stop bitching. I hope they paid you well for it. Don’t bark up my towel tree about you had to spend time with me so you could run intel to all the Kate Peter people. I don’t care. I knew what you were doing. Do you think I was born yesterday? Come on. You all insult my intelligence routinely—not you in the chat. Some of you moles are just like, “He won’t know.” What, are you just going to tell me I’m the greatest thing ever and then it’s going to go along? I’m just saying, I’ve been posting on social media being like, “Aidan, if people tell you that you’re the greatest thing ever, that might be true, but some of them are going to tell you that because they’re moles.” Come on. This is very basic-level intel stuff here. Steph, that was very nice of you. I am never going to degrade you for supporting people in need. What I’m concerned about, okay—I’m not concerned about who you are as a person. I’m concerned about what you didn’t tell us. All right? Yeah? And that's my right. No, absolutely not, Steph. You know exactly what happened. You flipped on a dime as soon as I started asking questions about Kate Peter because she has a lot of moles in her orbit. And then as soon as we started talking about her today, coincidentally enough, you popped right back up. Oh, what’s this? Robert Cosgrove represented in a sworn affidavit that any material missing from Lindsey Gaetani’s—see what I’m doing, Steph? This is, uh, this is for you—Lindsey Gaetani’s phone extraction was not on the phone when MSP did that extraction. And then Brian Tully leaked that extraction unredacted. That’s a message from Leigha Bathtub Genduso proves Tully failed to include material that was indeed on Lindsey's phone. That was for you too, Steph. It’s weird that you know Bathtub, by the way. That’s just odd. Like she’s known Kate Peter for years too. If this Steph, who I watched Sandlot with, is the same Steph as the one who’s a second cousin of John O’Keefe, then she lied to me. She lied to me. If we can prove that this is the same, same Steph, then she lied to me. She told me she was from Canada, Saskatchewan, whatever the fuck. That’s what I’m saying. So Steph, if you are that Steph from wherever the fuck you live, bro—if you are that Steph—you lied to us all. You told us you were fucking Canadian. Wait a minute, wait a minute, wait a minute, wait a minute, wait a minute—are you actually that Steph? No fucking way. You lied to all of us this whole time and pretended to be Canadian? No, that was not—I didn’t ask if you were from Canada. I said, are you the same Steph who was second cousins with John O’Keefe and did you come on this channel and go on a Zoom call with me representing yourself to be Canadian from Saskatchewan? I don’t even have—no, that is not the question I’m asking you. Are you the same Steph that is second cousins with John O’Keefe? Thanks for letting us know. See what I mean? Kristina, it’s not the same Steph. It’s just some random person who really likes Leigha Genduso, Leigha Bathtub Genduso, and Kate Peter. Random coincidence! Just totally random. Come on. I’m rolling my eyes so hard I’m laughing. This has been really interesting though. I know you said no. That makes it even weirder. If you’re not that Steph, your fervent defense of Kate Peter and Leigha Bathtub Genduso is even more weird. Go back to Discord. Come on now, shoo. You’re bothering me. If you bother me too much, I’m just going to go on a 45-minute rant eviscerating Kate Peter with facts, all right? So it’s better to just go. Like I told Benny Sweatpants the other day. Send him my regards, all right? No, I like calling out your hypocrisy. You wouldn’t say a negative word about Kate Peter if I demonstrated the factual record for you in real time. Live! Which I’m doing. You haven’t addressed one element of it on substance. All you’ve done is gaslight, and frankly you’re going to find yourself removed if you continue to fail to adhere to the rules of Towel Channel. As you know, the rules of Towel Channel are pretty simple, which is: one, don’t be discriminatory; two, don’t be derogatory; three, don’t sealion; four, don’t gaslight; and five, no Kate Peters. All right? Jay’s like, “I’m aboard the Grant train.” Thanks, Jay. It wasn’t one question, Steph. It was three questions. Let me reiterate them to you very quickly. Number one, Steph, please address the fact—please address why Kate Peter’s February 24, 2024 email to Ken Mello was not turned over in the 5,000 pages of emails that Robert Cosgrove spent seven months putting together that were between Kate Peter and Ken Mello and Kate Peter and Brian Tully. Why was that February 24, 2024 email not turned over? Secondly, is the fact that those emails were turned over—despite the fact that it wasn’t a full turnover of emails—in August of 2025 tie into why the Lindsey Gaetani charges involving Aiden were dismissed? Second question: is the fact that Kate Peter—now we know from these documents—directly handled two pieces of key evidence in the Gaetani indictments involving Kearney the reason why, coupled with the August 2025 disclosure of those manipulated email records between Tully and Kate and Kate Peter and Ken Mello, was that the reason why the 2024 indictments involving Lindsey Gaetani were actually null-prossed? Time to answer some tough questions, Steph. And furthermore, why was that audio of Leigha Genduso not included in the extraction that Brian Tully released completely unredacted in April of 2024? And why have you never said a word about how Tully manipulated that extraction to remove messages from Tully to Lindsey and from Kate to Lindsey before releasing it? And Tully apparently didn’t include Leigha Genduso’s audio message that is now part of the public court record. Yes, Steph, you can’t address it on merit, you can’t, because you’re not here to do that, are you? You’re here to vacuously distract with nonsensical emotional rhetoric. And I will not stand for it. No, I’ll continue reading. It’ll get worse before it gets better, Steph. I’ll tell you that right now. No, she did not, Steph. I’ll tell you what, right now. You know how I know? Because look at Steph, it was posted on social media. Oh, Steph, it was posted on social media and not included in the extraction. So how could Lindsey have deleted it? Lindsey saved it, because Tully didn’t include it in the extraction, and then Lindsey dropped it on social media. And that proves it. That absolutely proves it. All right, so Steph, if you don’t know and don’t care, that’s the end of this discussion. If we have to move you on begrudgingly, we will. But as of now, you can’t address any of this on merit. You don’t know the factual record. You’re getting humiliated. And furthermore, I’m sending a message through you to Kate that her moles are not welcome here. So, well, yeah, but no, that’s not—hold on, do you realize, Steph, the point is not where it was posted. It was that the audio file exists. If it was not on Lindsey’s phone when they did the extraction, she couldn’t have it. But she still has it. There you go. So, listen, oh, I knew we were onto something. I didn’t know it was this bad, Steph. You shouldn’t have tipped Kate’s hand like this, by the way. The reacting that way is only making me aware that this is the whole kitten caboodle. No, Steph, again, you have no standing to stand up for anyone, call anyone anything, or otherwise say anything here, because you will not address the merits of the argument. You just admitted you don’t care about the filings, you don’t know the details, and you refuse to engage. So therefore, we’re done. Oh, it’s such a shame. All right, I gotta move her on. All right, Steph, it was great. We’ll put you in a little timeout. You can come back tomorrow, okay? I’m glad you spent some time with us, but the reality is I just don’t—I don’t wanna play that type of Kate Peter game, all right? Yep, now, Christina, you, as you know, this channel in Br… every possible perspective. I don’t care what you want to come in here and believe, you know you and I align on a lot of the factual record about a lot of these different cases. It’s not that. I’ll never ever have a problem with that. It’s the bad faith—and it’s not you, Christina. You are wonderful. You’ve never done it—but it’s the people who get too close to Kate Peter and then as embodied in that colloquy with Steph right there, whoever the fuck she is, we still don’t know. As embodied in that colloquy, you have a situation where when confronted with the facts instead of responding or even giving the time of day to what Kate Peter or Tully or Cosgrove might have done wrong, immediately it starts with the emotional manipulation, the attacks, the distraction. So I hope that—I hope that tells us all something. But yes, let’s keep reading because before I got in that fun colloquy, we were—I bet Steph was sent here to try to derail me. Nice try, Steph, take it elsewhere. All right, so we got those two posts up, by the way. All right, following service. Do you remember where we were in all this? The very last—so we just read about the Kate emails. By the way, now we know the whole Kate and Kaboodle is the Kate emails. We just read about the Kate emails and take a look where it goes next. All right, it just keeps going and going. Oh, do you think I should add Kate, Steph to the chart, by the way? Where should she go on the chart? Should she go under the Trollhollmio section? I feel like that’s appropriate. You know, this is just my opinion of how all these people tie together. Say you got Kate Peter, the Lord of Darkness in the middle—that’s my opinion. Then you got Jamz up there, Llama over there, Jason Broyles down here, Gaffney over here, Trollhollomio here. Then you got people like Critical Mass, Virgil, that—I don’t know who that is. And then you got Tully, Michael Morrissey, and Michael Proctor. Then you got Jake Sun, Twisted Tragedies tied to Gaffney. Then you got that guy, Jason Broyles, who thinks—who pretends to be a woman online. You got him, I think he’s tied to Barry Lewis and this weird woman from Connecticut that Kate keeps working with. She used to pretend to be like an advocate for medical patients, but now apparently she’s a big advocate of prednisone. I don’t really understand. She’s been going online telling people that people with colitis have to use prednisone apparently and they can’t use cannabis. I’m baffled by it. I didn’t know she was a doctor. Listen, if I knew that this woman was a doctor, I would start looking to whether she’s received payments from the pharmaceutical industry because I’ve never met a cannabis advocate who tells people they have to use prednisone for colitis. So that woman baffles me. Also, she’s the reason consumption event in Massachusetts are now regulated by the CCC. So listen, you all think that Kate Peter’s just some kind of like moron. She just plays that role, okay? Like she plays like she doesn’t know what she’s talking about and she doesn’t mostly with these court developments. But look at her network. Like people fawn over her like TurtleBoy. She is the female TurtleBoy in so many ways. And what makes her scary is she doesn’t own it.

Grant Smith Ellis

13,617 Aufrufe • vor 9 Monaten

Ariel Helwani is asked to share his thoughts on recent comments from Michael Bisping and “Flat Earth” Froch: “My takeaway was I felt really sad for Michael Bisping, because I can’t imagine what it would be like to have once been a ‘bad boy,’ to once be a ‘rule breaker,’ a pioneer, a trailblazer, a guy who marches to the beat of his own drum — to be that guy who did whatever the hell he wanted and didn’t kowtow and didn’t shill — was a rebel. That’s who Michael Bisping was. And the guy that I was watching in that clip in particular, and the guy we have seen over the past year or so — what he has morphed into, what he has turned into — is the polar opposite of that guy. And he knows this. And he has to look at himself in the mirror each and every day and pretend that he is still that guy, and pretend like perhaps that guy never existed, when he knows he has morphed into this zombie, this shill, this guy who has had his brain infected by this virus, all because he wants someone to be like: ‘Good on ya, mate — here’s 5K to call the next Apex card, and please do your best to put over how great all this is. And if you do a good job, we’ll pat you on the head and give you the next big slap fighting gig at the Fontainebleau.’ This is what he is striving for. He is striving for someone to say, ‘Thank you for doing that. Thank you for saying that about big bad, ugly Ariel Helwani,’ so that maybe someday he could get on — I don’t know — that Fight Night in Austin, Texas. And then maybe, maybe, just one day, if something happens to DC, if something happens to Dominick Cruz, and something happens to Rogan, then maybe he can get that PPV. All to get there. That’s exactly what he’s become. He’s become the guy who will do anything in his power to get favor with his bosses — as much as he doesn’t want to admit that — just so that he could get that opportunity, that big break, that big fight at your local Apex, your local arena, at some random place in America. And so he has to turn to this. And that’s a bummer, because I remember the old guy. The old guy was actually a really good friend. And all of a sudden, he just changed, and he says all these things and makes up all these stories and has all this vitriol towards me — someone that has never done anything but support him, but have his back. I’ve told the stories many, many times… He now teams up with Flat Earth Froch, who can’t stop talking about me — even though he says he doesn’t want to talk about me — but all he does is talk about me.” Ariel Helwani #TheArielHelwaniShow

AFeldmanMMA

234,096 Aufrufe • vor 1 Jahr

The “I never wanted any of this to be public or content” Myth I never wanted any of this to come out. Except I actually mean that. It’s embarrassing, it’s trashy, and it’s the opposite of how I want to present myself publicly. I stayed silent for months while lie after lie was spun about me behind the scenes because I didn’t want to air private, messy moments from a relationship I genuinely cared about. I stayed silent out of fear, because I was told no one would believe me because he would be blindly believed on his large platform. In one of our very last conversations before I blocked him everywhere mid-October, he threatened to do a show on me, contact my employer, and “turn me into the next Lindsey”. Why? Because I didn’t want to continue apologizing to him for the 300th time about venting to someone I thought was a friend. I stayed silent because of these threats. But after Wednesday, after Chelsea posted the private video Aidan gave her, (the same one he threatened me with directly back on 10/2), and after the gaslighting posts yesterday, I don’t have a choice anymore. So here is the timeline. Here are the receipts. Here is what actually happened. September-October 2025- I Stayed Silent Through Months of Smear Campaigns For months, several creators repeated the same false narrative that “Aidan never said a bad word about Meredith.” Jess. Glarer. Auntie Deb. Kim. Ray from Dallas. Others. Meanwhile, Aidan was: • Badmouthing me privately and encouraging others to do so publicly, • Texting Joe “Flipperhead” entire paragraphs trashing me, • Aidan knew Joe would leak them (and even bragged on a stream that he did exactly that so he’d leak them), • Sending Jess Machado after me for months on her large platform, • Directing people behind the scenes to paint me as a villain. • Sending random people who supported me DMs to change their mind (yes Aidan, not everyone is fooled by your bullshit and they came right to me). I ignored all of it. I said nothing. I stayed silent through daily lies because I didn’t want to call more attention to it or face Aidan’s wrath. November 2025 -The Rumors About “March 4”, Joe Flipperhead Flips to Team Aidan Aidan texted Joe his entire made-up version weeks ago. Joe circulated those texts on purpose. Joe threatened me with posting a video montage of mine and Aidan’s private texts. Joe is a pussy so he eventually had Kristy post it for him. Creators discussed it publicly without me ever responding. I STILL didn’t defend myself. November 26-27, 2025- Ratchet Chelsea: The Full 48 Hour Meltdown 11/26/25- The Unprovoked Attack & The March 4 Video On Tuesday night, Chelsea came out of nowhere and launched herself straight at me, accusing me of all kinds of conspiracies from harassment to the horrific crime of sending a friend request, which is explained in vivid detail in the below post (she’s since gone somewhat viral, love this for her!) She spent the next 24 hours thoroughly embarrassing herself and the moment anyone challenged her story even slightly, she did what she always does: she imploded. Her accusations spiraled into her posting the March 4 video. On 11/26/25 at 11:08 PM, Chelsea posted the first clip–a blanket, context-less snippet of me drunk saying something I immediately apologized for the next morning. At 11:50 PM, I responded because at that point, I had no choice. 11/27/25-The Gaslighting & 9-Minute Backpedal Then yesterday, Aidan tried to save face by posting that he “didn’t want the video to be public.” And like clockwork, nine minutes later, Chelsea came charging into the comments like a Temu-sponsored bat out of hell, scrambling to apologize, trying to rewrite reality so it looked like he didn’t send her to do it. It was panicked, sloppy damage control. An amateur quality cover-up attempt that only made it more obvious how coordinated this all was. She wasn’t apologizing because she grew a conscience. She was apologizing because she got caught doing exactly what she’d been primed to do. I wonder if Aidan called her “you should’ve waited at least 20 minutes, dumbass!!!”. Not too bright that Chelsea. I can only imagine the regrets he must have for utilizing someone with the IQ of a pencil to do his dirty work. The Coordination Between Aidan & Chelsea Is Obvious Chelsea had virtually NO followers Wednesday morning. Aidan was one of the first. We’re supposed to believe someone with 150k followers just stumbled on an account that starts posting HIS private messages and HIS private videos? Kk. Aidan commented on her posts that same day, clearly encouraging it. She confirmed in my DMs back on 11/6 that she and Aidan were aligned. And she literally wrote at 4:04 AM that she had “proof,” videos & screenshots she would release if I didn’t “stop calling” her, calls she still hasn’t produced a single shred of proof of. Then yesterday within 9 minutes of his post, she writes: “Sorry for going rogue, Aidan, I hope you don’t hate my guts.” Going rogue? From WHAT? Who gave you the material in the first place? The coordination is obvious to anyone with functioning brain cells. The “I never wanted this public” lie Aidan’s post yesterday claimed he “never wanted this to be public.” If this were true, why did he instruct Chelsea to post it? Why did he share it with Jess Machado to threaten me with for the last month? Why did he share it with Joe Flipperhead, and God knows who else? If he didn’t want it public, he wouldn’t have shared it with anyone, let alone the girl I caught him cheating with. The timeline is clear– Chelsea posted a video at 11:08 pm on Thanksgiving Eve, I responded at 11:50 out of self defense. He leaked first. He escalated first. He weaponized it first. Trying to rewrite that now is gaslighting, pure and simple. He's been lighting matches behind the scenes for months, praying for this to go public. The “Meredith accused him of abuse” narrative is FALSE My actions tell the truth: • I never went to police. • I never filed anything. • I never told anyone he hit me. • I never repeated it. • I apologized the next day. • We stayed together for FOUR more months after that night. • He called me 100+ times some days, even indicating he’d end his life if we broke up. If he believed I was “dangerous,” his actions would have said that. They didn’t. The only reason this is public now is because HE leaked it. Actions > drunk slurred words said because a camera was shoved in my face when I asked him repeatedly to stop filming and to leave. The Wilbur Theatre Rumors—Let’s get petty for a second. This is another topic I’m cringing at discussing but we can thank Aidan for since he shared our sexual messages with Joe Flipperhead. And since some people (Auntie Deb, sweetie, this means you) insist on pushing their Dollar Store fan-fiction about the Wilbur Theatre night, let’s actually walk through what happened, using facts instead of whatever drug-induced hallucinations you’ve been spinning this week. The rumor goes like this- I was “mad at Aidan because we didn’t hook up,” and to “prove” it, they trot out a cherry-picked text where I said I wanted to hook up, he didn’t answer, and the next morning I said I was drunk and sorry. And somehow this has been spun into me being desperate, obsessed, or pining like a background character in a teenage soap opera. Adorable. Wrong, but adorable. Here’s the real plot twist-Aidan and I had already been together literally two days earlier, and shocker-that was initiated by him, not me. I didn’t just “show up at the Wilbur”. He invited me to come to the after party at Encore knowing I had a wedding earlier in the night. I wanted to see my friends there who I actually met to go with. This wasn’t a surprise, it was planned ahead of time. The “I was drunk, sorry” message wasn’t heartbreak. It wasn’t longing. It was me politely tapping the brakes because I didn’t even want to entertain whatever bad path it could lead us back down. And then? He texted me asking about my brother’s wedding, how I am, etc. I ignored him for a full week. Until I had no choice but to speak to him about MereNeill. That silence, from me, is what triggered his latest meltdown. Not mine. His. So no, Auntie Deb, your version isn’t “a different perspective.” It’s just wrong. Like wildly, hilariously, not-even-in-the-ballpark wrong. But sure, keep spinning fanfic if it makes your livestreams feel more exciting. I realize it’s probably been awhile since you’ve had any action since you’ve let yourself go so badly, so you live vicariously through others. Recap For MONTHS I ignored: • the texts he sent Joe to leak • the smear campaign • the creators parroting lies • the behind-the-scenes messages • the insinuations I hacked him and even shared revenge porn • the constant coordinated attacks • the threats of “turning me into the next Lindsey” • his warning that everyone would believe him because of his platform • the threats to contact my employer I didn’t clap back, didn’t retaliate, didn’t respond. But Wednesday, when Chelsea dumped the video he gave her, the same video she threatened weeks ago to drop, AND he posted pretending he didn’t want this all out? That was the line. They chose the nuclear option. Now I’m responding with facts in pure self-defense. Conclusion/Message for Temu Storm This entire mess could have stayed private. I wanted it to stay private. But when someone leaks your private moments, lies about your intentions, weaponizes your past, and coordinates an online attack, you either let the false narrative stand or you defend yourself. I’m choosing to defend myself with receipts, not gossip. With timelines, not “he said.” With evidence, not weaponized drunk clips. And then there’s Aidan’s favorite delusion. The claim that I was ‘working with Karen behind the scenes’ or ‘conspiring with her to get him in trouble for the recording.’ That could not be further from the truth. I didn’t even know he had recorded her until after she already knew about it herself. I wasn’t working with her, plotting with her, or communicating with her about it. She and I have always been friendly, but we didn’t even discuss the recording until it started leaking and Joe Flipperhead went feral on Twitter. Meanwhile, Aidan spent weeks screaming at me, accusing me of being some kind of secret double agent, like he was trying to create the betrayal he was terrified of. Almost a self-fulfilling prophecy. And here’s the reality: in the last few weeks, after he’s gone fully scorched earth on me, I have talked to her, and I support her 100%. The things he’s done to her over the past couple years, and the way he twisted it all for his followers, is the exact same manipulation I lived through. I’m not going into her details because that’s her story to tell… but let’s just say I have a feeling you’ll be hearing it sooner rather than later. And since this week has apparently become “Let’s All Fixate on Meredith Week,” let me address the content-creator sideshow, too. Some of you are strangers, while some I actually considered my friends. It’s shocking but not shocking how quickly you all flip a switch and follow your captain’s orders. Ray from Dallas spent his Sunday foaming at the mouth in a hostile little video about me, all bark, no substance. I saw it. I’m not intimidated. Mostly, I’m embarrassed for you. And your family(ies) will feel the same when your ass is doxxed next week. Can’t wait to tAkE tHaT WaLk with you! Then there’s Will, who’s gone on multiple streams calling me “crazy” and pretending he’s scared of me, despite me being nothing but nice to him. Why? Because he thinks I was the first one to tell Karen he heard the recording, which he absolutely did (unless Aidan is lying about who he played it for, but we know he’s actually telling the truth on this for once). She was informed of it the very next day, which is why she called you and you know this. This was two full days before I was even aware of a call at all. Will, for someone with your track record, maybe sit the “women are dangerous” narrative out. You’re not fooling anyone. I’m staring at 15 pages of police reports and no, it’s not all “things you’ve owned up for in the past”. You know this. Again, I’d take a very large seat here. And then my personal favorite-ex-fake friend Auntie Deb, who decided to spice up his Spaces on Thanksgiving by accusing me of distributing revenge porn with zero evidence, zero screenshots, zero anything. A completely fabricated felony tossed around like it’s gossip hour at the bingo hall. Considering your own professional history, James, I’d hope you of all people would understand how catastrophic false accusations can be, but apparently not. It would be a shame if I were to share the real reason around your separation at the middle school and how you wanted to bring Turtlenoy into it. This is all based on the several witnesses I’ve spoken to. See how that works? You announce things as fact based on something someone told you. I wonder if you’ll have that same enthusiasm when the topic is you. TBD. I’ll wait for that retraction about revenge porn. Ball’s in your court hun. And of course, there’s Jessica Machado, who’s been grinding this axe for months like it’s her full-time personality. Hos long did you cry when Chelsea beat you to the punch with that video? Don’t worry hun, there’s more but she didn’t post it because it’s not great for your fairytale. If you thought the fall-out of Kate’s video was bad, Jessica…stay tuned. I may have been momentarily distracted dealing with the chaos from Temu Chelsea, but there’s an army of your victims out there that are eager and ready for your downfall. The false claim that I shared “revenge porn,” the conspiracy theories, the wild accusations you present as fact, all of it. The 10+ streams you’ve now defamed me on. You’ve been so obsessed with me for so long that you can’t even keep your own narratives straight anymore. I love this so much for you. Let me be crystal clear–I am done being all of your punching bag. You love to spin this narrative that I’m this dangerous person. You’d think you’d lay off from constantly f*cking with me if you truly believed that. I would genuinely love for this nonsense to stop. But that requires ALL of you to stop manufacturing drama, stop lying, and stop weaponizing made-up crimes for clicks. And if they want to keep going? I’ve got plenty of content for many seasons to come.

Meredith O

16,962 Aufrufe • vor 9 Monaten

Why Opus 4.6 Is The Final Boss Of Algorithmic Trading (Full Bot Build) the day of the human trader is officially over and most people are still staring at charts like it is 1995. wall street is terrified because the barrier to entry just got deleted by a piece of software that can outthink a stanford graduate in seconds. they want you to believe that you need a multi million dollar education to compete with the big banks. they want you to stay stuck in the cycle of emotional trading and leverage because that is how they pay for their hamptons houses. but there is a specific reason why every retail trader is about to become obsolete unless they pivot right now. i am going to show you exactly why your current strategy is a mathematical death trap and how a single jump in technology just changed the game forever every time you sit down at your computer to draw lines on a chart you are entering a gunfight with a toothpick. the institutions have been using high frequency algorithms for decades while you are trying to guess which way the candle is going to move based on a feeling in your gut. it is not a fair fight and it was never intended to be. last year we were looking at models that could barely handle basic logic but now the intelligence has scaled to a point where the machines are finding edges we did not even know existed. there is a ghost in the machine that is pulling out strategies with sharp ratios so high they look like typos. if you do not understand how to harness this power you are essentially donating your capital to the people who already have too much of it i spent hundreds of thousands of dollars on developers because i was too scared to learn how to code myself. i thought that being the idea guy was enough and that i could just hire people from upwork to build my dreams. i got rinsed for years paying for apps and bots that did not work because i did not have my hands on the wheel. it took losing a massive amount of money through liquidations and over trading to realize that nobody was coming to save me. i had to become the person who could build the systems or i was going to be another statistic in the graveyard of traders who thought they were smarter than the math. once i finally sat down and forced myself to understand the syntax everything shifted and the world became a giant playground of data the truth is that code is the great equalizer because it does not care where you came from or what school you went to. i got held back in seventh grade and my teacher told me i would not make it around here. that kind of talk is meant to keep you in your place but the computer does not have a bias. if you can write the logic the system will execute it exactly as told regardless of your background. we are living in a time where a kid in a basement can build a system that rivals a hedge fund because the big tech companies are subsidizing our intelligence. they are spending hundreds of billions of dollars on infrastructure and we are the ones who get to reap the rewards of their competition most people fail in this game because they fall in love with a single idea and refuse to let it go even when it is burning their account to the ground. they spend months or years trying to make one indicator work when the data clearly shows it is trash. you have to drop the ego and realize that your intuition is probably your biggest liability. the secret to winning is iterating to success by testing a hundred ideas until you find the one that actually sticks. i call it the rbi system which stands for research backtest and implement. if you skip any of these steps you are just gambling with extra steps and the house always wins in the end research is where most traders get lazy because they just want a magic bot that prints money while they sleep. they go to youtube and find some guy promising a ninety percent win rate with a rsi crossover. that is not research that is falling for marketing fluff designed to sell you a dream. real research happens when you dive into white papers and study what the quants are actually doing on wall street. you look for market inefficiencies like liquidation clusters and cross exchange discrepancies that are hidden in plain sight. by the time you finish this process you should have a list of ideas that are grounded in reality instead of wishful thinking backtesting is the filter that saves you from losing your life savings on a bad hunch. most people use tools that repaint or give them false confidence because the data is not being handled correctly. if you are using a basic charting platform to see if your strategy works you are likely seeing a version of history that does not exist. you need to use raw python libraries like backtesting py to see the cold hard truth of how your logic would have performed. when you see a drawdown of thirty percent on paper you realize that using ten times leverage would have deleted your account five times over. the math does not lie and it is the only thing that can protect you from your own greed the most dangerous drug in the world is leverage because it makes you feel like a genius right before it makes you a pauper. i have watched two billion dollars get liquidated in a single day because people thought they could predict the bottom with fifty times leverage. the exchanges can see exactly where your liquidation price is and they have every incentive to push the price there to hunt your liquidity. you are playing in a casino where the house can see your cards and they are actively trying to take them from you. the only way to win is to stop playing their game and start using limit orders to save on the fees that are slowly bleeding you dry it is funny how much money people will spend on food and entertainment but they will hesitate to invest in their own education. they will spend a thousand dollars on a weekend out but will not put that same money into learning a skill that could provide for them for the rest of their lives. money is just a tool of exchange and it always replenishes if you are providing value to the world. if you spend your capital on knowledge you are buying back your time and your freedom. i decided to live my life on youtube and build in public because i wanted to show people that a regular guy could do this. now i have fully automated systems trading for me while i sleep and i never have to worry about getting licked by a sudden market move again chasing the greats like jim simons is not about the money it is about the mastery of the system. he ran up a net worth of over thirty billion dollars by doing exactly what we are talking about here. he did not stare at charts all day and hope for the best he built models that exploited the mathematical laws of the market. he was a scientist first and a trader second and that is the mindset you need to adopt. if you are not approaching this quantitatively you are just a gambler who happens to be sitting at a computer. the goal is to become a quant researcher who happens to have robots executing their findings the transition from hand trader to automated builder is the most liberating thing you can do for your mental health. you go from waking up in a cold sweat checking your phone to waking up and checking your logs to see how the system performed. even if the day was red you have data that tells you why and you can use that to make the system better tomorrow. it is a process of constant improvement and refinement that never really ends. you are building a legacy of code that will continue to work for you as long as the electricity is running. i am not afraid to die on a treadmill because i know that i will outwork anyone who is just looking for a shortcut if you are still on the fence about whether or not you can do this just remember that i was exactly where you are. i was losing money and feeling like the market was rigged against me because it actually was. i had to decide that i was going to change my environment and take control of my own destiny. you have the same opportunity right now to pivot and start building your own automated future. the models are getting better every single day and the barrier to entry is lower than it has ever been in human history. you just have to decide to lock in and do the work for a thousand days until you become undeniable there is no better feeling than finding a strategy that has a sharp ratio over ten and knowing that you built it with your own two hands. it is a moment of pure clarity where you realize that you are no longer a victim of the market. you are the architect of your own financial reality and the possibilities are literally endless. i am going to keep sharing everything i find because i believe that we can take on wall street together. as long as i am breathing i will be stepping on the gas and pushing the boundaries of what is possible with code. welcome to the family and let's get after it because the machines are already running and they are not waiting for anyone

Moon Dev

46,677 Aufrufe • vor 6 Monaten