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Why 5-second negatives change the game: 💪🏻Max Hypertrophy ⛓️Bulletproof Tendons 🫀Peak Vascularity No ego reps, just pure biomechanics 🧬 #calisthenics #physique #veins

18,333 Aufrufe • vor 23 Tagen •via X (Twitter)

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MLP in PyTorch by hand ✍️ ~ 7 steps walkthrough below Goal: fill in every blank in the PyTorch code to build a multi-layer perceptron. 1. Given Let us start with a code template on the left and the network it is supposed to build on the right. Every blank in the code can be worked out from the picture. 2. Linear layer We count: 3 features in, 4 features out. So the weight matrix is 4 by 3. There is an extra column for the biases, which means bias = T. 3. ReLU Let us apply the activation. ReLU crosses out the negatives, so -1 becomes 0. 4. Linear layer The input size is 4, because that is what the previous layer put out. The output size is 2. A 2 by 4 weight matrix, and this time no extra column, so bias = F. 5. ReLU We cross out the negatives again. 6. Linear layer Two features in, five out. A 5 by 2 weight matrix, with a bias column, so bias = T. 7. Sigmoid Let us finish. Sigmoid squashes the raw scores (3, 0, -2, 5, -5) into probabilities between 0 and 1. You have just implemented a three-layer deep neural network by hand. ✍️ == Story == Three years ago I gave this exercise to my students, to connect the code to the math. They found it odd. Every other AI course they were taking lived inside a Jupyter notebook, and here I was handing out paper. Three years later, my colleagues are the ones rushing to move their materials to paper. The exercise has not changed. Paper still asks the one thing a notebook lets you skip: do you actually understand what the code is doing? If you can tell me why the weight matrix is 4 by 3, and why bias is F on the second layer, you understand nn.Linear better than someone who has been copy-pasting it for a year. 💾 Save this post! #AIbyHand #PyTorch #DeepLearning

Tom Yeh

13,318 Aufrufe • vor 3 Monaten

THE CLIMAX EVERYONE REMEMBERS IS BUILT FROM THE SECOND WHERE NOTHING HAPPENS A ronin. An army. One continuous shot. The frame most people miss is the one that makes everything land: a beat of pure black right before the explosion. Here’s what that sequence actually teaches: 1. Contrast is something you spend, not a setting you turn on. Stay bright the whole time and you’ve got nowhere left to go when it counts. Hold the darkness long enough and a single bright frame feels blinding. 2. One accent color in a monochrome world hits harder than a full palette. Charcoal, ash, pewter… and exactly one slash of violet neon. Your eye goes straight to it every time. Add a second accent and you halve the power of both. 3. The blackout isn’t just a transition — it’s the turning point. Everything before it is descent. Everything after is release. The structure is disguised as lighting. 4. Flat, faceless enemies aren’t lazy. They’re deliberate hierarchy. Identical grey soldiers and helmets make the ronin pop. Give them personality and you split the audience’s attention for nothing. 5. One continuous shot forces every decision to matter. No cuts to hide behind. Framing, movement, and light have to carry the whole thing — and that’s exactly why it holds up. 6. Quiet frames buy the loud ones. There’s a moment with zero neon — just black and white, hair streaming across the frame like spilled ink. It gives you nothing… which is why the next frame hits so hard. 7. End by taking the light away. Katana lowered, tip toward the ground, no glow left on the steel. The brightest thing in the entire piece disappears. That’s what makes it feel like an ending instead of just a stop. Why this matters: Most people build climaxes by adding more — more light, more motion, more color. This one does it by subtracting first. A dead beat costs nothing and pays off everything that follows. Restraint reads as confidence. Overloading reads as insecurity. Audiences feel it before they can explain it. You don’t need a bigger budget or a better model. You just need the discipline to hold back. The real lesson isn’t “make it dark.” It’s that impact is relative. You can’t have a true peak without spending time in the valley first — and most creators rush straight to the peak, then wonder why nothing lands. This version keeps all your original insights, tightens the flow, and sounds like a thoughtful filmmaker or editor sharing something they noticed — not like generated content. Ready to post.

Nexlow

12,899 Aufrufe • vor 2 Monaten

You don't need a GPU for fast studio grade voice cloning anymore. Qwen3 TTS (1.7B Q4_K_M) + mainline llama.cpp is officially the fastest way to generate zero shot voice clones using 100% pure CPU execution. Following up on my last post where we ran the Q8 model on a GPU, we just took local C++ voice synthesis a massive step further. The open source community quantized Alibaba's SOTA Qwen3 TTS model down to Q4_K_M GGUF, completely freeing local audio pipelines from dedicated graphics hardware. Here is the real world benchmark and hardware breakdown of running SOTA voice cloning on CPU: # Architecture & Model Setup Using Qwen3-TTS-12Hz-1.7B-Base-Q4_K_M.gguf paired with the 8 bit multimodal projector (mmproj-Q8_0.gguf), llama.cpp executes the entire pipeline in pure C++. No PyTorch, no CUDA dependencies, and no VRAM bottlenecks. # Real-World Memory Footprint - Baseline RAM: 1.6 GB system idle. - Peak Generation RAM: 8 GB RAM during active voice synthesis. - Requirement: Any basic machine with at least 8 GB of system RAM can run this easily. # Real World CPU Benchmarks - Google Colab Free Tier (Throttled 2 Core CPU): Synthesizes a 5 sec studio quality audio clip (~8 words) in 45 seconds. - Modern Consumer CPU (Intel i5/i7 13th/14th Gen or AMD Ryzen 7000/9000): generation should drop to 5 to 20 seconds (nearly 1:1 real-time generation speed!). # Zero Shot Voice Cloning Quality Pass any 5 to 20 second .wav audio sample to the C++ engine using the --tts-speaker-file flag. It yields clean, natural sounding cloned speech with virtually zero quality loss compared to unquantized FP16 weights. To make testing seamless, I built an updated zero config Google Colab notebook. It pulls the official pre built llama.cpp CPU binaries (zero compilation time!) launches a live Gradio web app right in your browser. Record a 5 second clip from your mic (or drop a .mp3, .wav file), type text, and generate cloned audio on CPU. Native C++ audio models are making edge based, offline AI voice agents a reality. Links to the free Q4 CPU Colab notebook and the Q4_K_M GGUF HuggingFace repository are in the replies below! Which models have you been running on your CPUs? What CPU hardware are you using for local inference?

Alok

105,756 Aufrufe • vor 2 Monaten

opus 5.5 is f*cking cracked at motion design this entire video is code, 0 after effects im open sourcing the prompt template for these motion designs steal it to recreate these ↓ Ask me for: 8 to 12 UI states I want the shape to become (e.g. button, loader, player, slider, toggle, tabs, chart, command palette, toast), pure black and white or one accent color, and a royalty-free song around 120 BPM (e.g. Mixkit, free for commercial use). Dribbble-level UI motion. One shape, never cut: every state is the same element morphing its size, radius and color while its content swaps with a short blur. A cursor drives every change with real clicks and drags. Light warm-gray canvas, black and white components, one clean UI font (Geist). Springs everywhere, a tiny overshoot at most. The camera zooms so each state fills the frame. The last frame is the first frame, so it loops. Banned: bouncy easing, particle bursts, glows, gradients on UI chrome, mismatched icon strokes, dead time, anything that looks like a template. 120 BPM, 7 bars, something happens on every beat. Button → loader → check → dynamic island → music player with a play/pause morph → scrub the progress bar → it becomes a volume slider that stretches when dragged past max → a toggle flips on the beat → the knob becomes a liquid tab indicator → the tabs open into a chart that draws itself, with a tooltip on hover → it collapses into ⌘K → type to filter → enter → toast → back to the button. 1. One HTML file, square 1440x1440. Every style is computed from time inside seek(t): no CSS transitions, no timers, no state carried between frames. 2. Springs are closed-form step responses. A value that changes target many times is the sum of one spring per change, so it stays a pure function of time. 3. The tab indicator's two edges ride different springs, so the leading edge stretches ahead of the trailing one. Same trick for the toggle knob. 4. Drags are direct manipulation: while the cursor is held, the value is computed from its position. On release it springs back from wherever it was. 5. Analyze the song with numpy for the beat grid and start on a downbeat. Place every UI sound by its measured peak. 6. Render with Playwright: 4 subframes per frame, blended with ffmpeg tmix for motion blur at 60fps. 7. Render one frame per beat before the full render. Fix anything off the grid, cramped or hard to read. Never put will-change on anything the camera scales or the text renders blurry. Text that swaps inside a morphing container needs its own enter and exit timing or it overlaps. Make the last frame identical to the first, cursor position and speed included, or the loop stutters. Ask me for the inputs, then show me the state list on the beat grid before you write any code.

zero

1,157,911 Aufrufe • vor 18 Tagen

This week is already so hot. 🔥 Massive release from Decart : Lucy 2.0 a World Editing Model running at 1080p, 30FPS in realtime. This is truly exciting, the era of real-time generative reality is here. We are moving from watching AI video to living inside AI video. A breakthrough model capable of transforming the visual world in real-time. Moving beyond offline rendering, Lucy 2.0 delivers high-fidelity 1080p video generation with near-zero latency. Lucy 2.0 literally "redraws" the entire world pixel-by-pixel, while you are watching it. e.g. If you want to be an anime character, it doesn't just put a mask on you. It turns your skin into anime skin, your hair into anime hair, and the lighting in your room into anime lighting. Lucy 2.0 is also trained to stop the generated video from slowly falling apart over time, so the same stream can run much longer without faces and details drifting. So why is this a "Massive Deal"? Traditional AI video-generation model takes a prompt, you wait 10–20 minutes, and the computer "bakes" a video for you. You couldn't touch it or change it while it was happening. But Lucy 2.0 works like a mirror. It happens in real-time (30 frames per second). There is no waiting. You move your hand, the AI character moves its hand instantly. The craziest part isn't the visuals; it's the physics. Usually, AI hallucinations are glitchy—hands merge into faces, walls melt. Lucy 2.0 understands how the world works without being told. It knows that if you take off a helmet, there is hair underneath. It knows that if you splash water, droplets fly. It learned "physics" just by watching millions of videos. The physical behavior you see emerges from learned visual dynamics, not from engineered geometry or explicit physics engines. Their official technical report explicitly states that the model does not use traditional 3D engines, depth maps, or wireframes. It is a "pure diffusion model."

Rohan Paul

12,761 Aufrufe • vor 8 Monaten

Polymarket introduced fees 3% to crush automated trading. A week ago in a Discord with developers we spent an hour doing the math: is it even possible to squeeze $250 a day on 15-minute markets with the new fees? The consensus: margin is dead. One developer didn't let that stop him from quietly making $98K a week. He automated the full pipeline: data parsing, entry calculation, trade execution. While everyone was counting fees, he was collecting money. Second place on the Polymarket leaderboard. I stared at his chart and couldn't figure it out: either I'm missing something, or the entire Discord was wrong. I found him by accident. Scrolling through top wallets and stumbled on numbers that didn't compute. $313 to start. Now $912K. Two months. I recalculated three times: $12-24K per day, and these aren't peak days, this is every day. The profit curve looks like someone drew it with a ruler. Not a single serious drawdown. Not one. For three weeks I watched this wallet. Entry timing. Position sizes. Which markets. What time of day. Looking for what separates him from hundreds of other automated traders. Then I noticed a pattern that made me uncomfortable. There's a 30-second window. Thirty seconds where Polymarket and reality don't match. BTC moves on Binance. The price already changed. But Polymarket odds are still frozen. Old numbers. Outdated prices. The world already shifted, but the prediction market is still asleep. Imagine an auction. You're standing in the room and hear the hammer drop. The lot sold for $50,000. But the other bidders are sitting in the next room watching a delayed broadcast. For them the bidding is still going. They're still raising their paddles trying to outbid. You know the lot already sold. They don't. This wallet is the one standing in the room. Every 15 minutes. Entry while odds are frozen. Wait. Window closes. Pays 30 cents, takes a dollar. No manual intervention. The developer automated the entire process and now just watches. The system only enters after a confirmed impulse on Binance and Coinbase, when Polymarket hasn't caught up to reality yet. The mechanics are laughably simple: Calculates fair value based on the last 10 trades. Price above FV, accumulate YES. Below, accumulate NO. No magic. Just basic math that takes money from people trading on emotions. And here's what got me. When Polymarket introduced fees, everyone wrote: end of automation. Now it'll be a fair game. Know what actually happened? Small players died. The ones with thin margins. The ones who couldn't afford to pay fees on every trade. And this titan? He just knocked off competitors. Less competition in the queue, more liquidity for him. Fees? Just a cost of doing business. At $98K a week it's a rounding error. Polymarket thought they were crushing freeloaders. In reality they cleared the field for one predator. $889K profit. Largest single win $28K. 723 thousand profile views. Profit curve goes straight up without a single serious drop. A human without automation can't even come close to this result. We blink. Think. Hesitate. While your finger reaches for the mouse, his system already closed the position. A week ago I decided to test it. Not analyze. Not build theories. Just copy. He entered a position, I followed. BTC market, 15-minute window. Nothing complicated. I didn't even understand what was happening, just copied. Four hours later I closed. +$247. It didn't change my life. But it changed how I see money working on this market. I spent three years drawing lines in TradingView. Reading analysis. Watching streams. $247 in 4 hours copying someone else's trade blindly. Know what I felt? Not joy. Anger. At myself. For all those years trying to be smarter than the market instead of just standing behind someone who already is. Here he is: Most traders try to predict the future. This one just watches the present arrive 30 seconds early. Right now somewhere BTC is moving on Binance. Polymarket is still asleep. You have 30 seconds. Will you be the one selling to him at old prices? Or the one standing beside him?

Blaze

94,122 Aufrufe • vor 8 Monaten

Happy 5th Anniversary to Everyone ❤️ Since the birth of our NFSC, we’ve walked a powerful path through storms and sunshine and Mr. Miles Guo didn’t just help us - He awakened us and he taught us Truth, Love, Courage through the movement and this is more than a fight - This is Family, this is Faith, this is History in the making. I don’t have the right to speak for others and I never will but based on what I’ve seen - The Alliance and our Great Fellow Fighters didn’t just fight but they protected, they bled, they sacrificed, they stood tall when it hurt the most and their bravery has become the heartbeat of our movement and this is the reality, not a story or a rumor and from my point of view, it’s only going to get better and stronger. With all due respect to Brothers and Sisters, let’s take a moment to show more appreciation towards the great people around us, those in the Alliance, your Farm, your Fellow Fighters who are showing up with intelligence and courage, both online and offline activities and I truly mean this to everyone from every part of the world - One of the greatest way to stay United is by sharing Love, Respect, Support, Advice, Experiences with one another, all under the one and only important goal is to grow stronger together and fight against CCP, a journey that has been incredibly tough and long but deeply meaningful. For a very long time - I kept hearing the same question over and over again: People asked with worry, when will Mr. Miles Guo come out ? But ever since 3.15, my mind has been holding onto just one question that I keep asking myself every single day: Why would he choose to stay inside when he had the option to be free outside ? IN MY PERSONAL OPINION, it's because he wants to make it clear to everyone that he prioritizes his mission to TAKE DOWN THE CCP over his own freedom - That’s why I’ve never spent even a second believing he couldn’t get out because the people behind him is massive and there’s no such thing as 99% - It’s a 100% chance he could be released if he chose to make the call... Most importantly, please don’t misunderstand: the FACT is that he is a PURE, CLEAN, INNOCENT PERSON who has done absolutely nothing wrong and everyone knows it - CCP, the West, the Families knows it pretty well and they know far more than all of us combined and whether people agree or not, it doesn’t change the fact that he was a good person, a man of his word, a man who never backed down from doing what’s right and good for the Chinese people.

Wild Ox

33,220 Aufrufe • vor 1 Jahr

Made with Seedance 2.5 on MakeUGC (native 15-second video, no editing) PROMPT ⬇️ **CAMERA:** DV 16mm tape camcorder handheld feel. POV of MILA holding the camera herself, occasionally propping it on the floor or a mat for hands-free core shots. Hand shake, misaligned framing, delayed focus pulls, clumsy zooms, occasional face cut-off framing, imperfect shots. Camcorder never appears on screen. **LOOK:** Soft, slightly blurry tape quality, faint tape noise, bloomed highlights under gym lighting, flickering auto-exposure, muted contrast, realistic skin tones. **STYLE:** Playful, self-deprecating gym-vlog tone — genuine strain mixed with humor, complaining about core work while still pushing through it. Quick handheld cuts, energy staying light and funny throughout rather than fully exhausted. **Character** MILA — a beautiful American Instagram-style brunette model and performer, 20. Long dark-brown hair in a high ponytail, glowing skin with a light sweat sheen, glossy lips, expressive eyes, soft glam makeup and delicate sparkly stud earrings. Slim athletic figure with a very large, full bust, very full rounded buttocks, a narrow waist, flat stomach and lean arms and legs. She wears a cobalt-blue supportive sports bra with thin straps and a deep scoop neckline showing cleavage, paired with matching ultra-short fitted athletic shorts. Bare shoulders, arms and midriff. White ankle socks, sneakers off. She speaks with an American accent. **Setting** A gym mat area in the evening — mirror wall nearby, water bottle on the floor, soft overhead lighting, other equipment visible in the background. **Storyboard (15s, 6 shots)** 1. *(~2.5s, propped camera, medium shot)* She lies down on the mat, propping up on her elbows, already sighing dramatically. MILA: “Core day. Pray for me.” 2. *(~2.5s, propped camera, plank position)* She holds a plank, arms shaking slightly, talking through gritted teeth. MILA (strained): “Why am I shaking already?” 3. *(~2.5s, medium propped shot, crunches)* She moves into a set of crunches, breathing hard, complaining between reps. MILA: “This looked way easier online.” 4. *(~2s, macro insert, shallow DOF)* Close-up on her hands gripping the mat edges during a leg raise, abs visibly working. No dialogue — ambient gym sound only. 5. *(~2.5s, handheld, leg raises)* She finishes a slow leg raise set, flopping back onto the mat immediately after, laughing at herself. MILA (breathless): “Yep—my abs just quit.” 6. *(~3s, arm’s-length selfie finish)* Still lying on the mat, she lifts the camera above her face (camera no visible), grinning tiredly. MILA: “Same time tomorrow? No promises.” #AIVideo

Alpha Mom

214,921 Aufrufe • vor 5 Tagen

Yesterday at 11:47 PM I stumbled upon a broken wallet with strange timing. Every day it makes $97K. Every single day. It enters 73 seconds BEFORE the odds change. Today at 4:34 PM I saw it enter again. Decided to try. Copied its position. $400 at $0.31. Honestly? I did not understand what would happen. 2 minutes later the price jumped to $0.94. Got out. Profit +203%. I just... stood nearby. That is it. I do not know HOW he sees it. I do not know WHY exactly 73 seconds. But the timing works. Every time. I could not sleep. My mind kept racing: "This is a scam. Fake numbers." Opened his profile. Started scrolling through history. Two weeks ago he started trading. Balance today: +$5,57M in pure profit. First reaction? Interface bug. I do not believe it. Because in trading you do not get this kind of win rate. That is the law. I decided to find the catch. Downloaded the CSV file with all his transactions. Loaded it into a spreadsheet. Started verifying hashes on the blockchain. Blockchain cannot lie. You cannot delete a loss or add a zero there. 1207 closed positions. I scrolled through this list for 20 minutes. Trying to find at least one red line. You know what I found? There are losses. About 40. But they cost him $2,800 total. And the wins brought in $4.2M. The ratio is almost laughable to calculate. Professional syndicates in Vegas pray for 57% accuracy. This guy has 96% with an average win of $48K and average loss of $70. I closed the spreadsheet. Cold sweat hit me. This is not trading. Humans do not play like this. Started digging into the markets. What does he bet on? Maybe inside info? NFL, Premier League, La Liga. Hockey. Basketball. Eight leagues. Three continents. A person physically cannot have "fixed matches" in every league in the world simultaneously. Looking at the bet types. It is not just "who wins." These are complex spreads: Bills -3.5. Indiana -7.5. He needs to guess the score gap down to a point. And he bets a million dollars on it. One game. Entry: $1.13M. Exit: $2.45M. Net: $1.32M in three hours while the football game played. And then I noticed something strange about the timing. Here is how you trade: wait for the match, watch the game, get nervous, place your bet. Here is how he trades: entry a day before the match. Price: 35-50 cents. Match starts and the price is already 70-85 cents. He wins before the referee even blows the whistle. This is not betting. Betting implies risk. There is no risk here. He sees something in public data that hundreds of thousands of other eyes do not see. Do not take my word for it. Check it yourself. Blockchain remembers everything: I understood why he does not hide. He has $4.2M in open positions right now. 64,000 people follow him. They are the crowd. Trying to jump on a departing train. Buying when the price is already 80 cents. They are the force that pushes the price up. For him. He uses us as fuel. Two choices. Option 1: Say this is a glitch and close the post. Go back to your strategy where 55% win rate is a celebration. Option 2: Observe. Understand that miracles do not exist but algorithms do. Try to understand WHAT he sees in those 73 seconds before the crowd. I made my choice at 4:34 PM. My wallet got heavier by +203%. The next entry could be in a minute. Will you make it in time?

Blaze

338,065 Aufrufe • vor 8 Monaten

Instead of just talking about it, I wanted to go through it and really break it down to figure out the exact reason for the difference in Jalen Duren's play between the regular season and the playoffs. *LONG BREAKDOWN COMING* First, lets list how much the difference was: Iso in RS: 82nd %ile Iso in PS: 21st %ile Post-ups in RS: 88th %ile Post-ups in PS: 59th %ile PPP on drives in RS: 1.18 ppp PPP on drives in PS: 0.80 Layups in RS: 79th %ile Layups in PS: 19th %ile It was a staggering drop off. Shocking to many of us who watched him all season. So, what happened? Well, #1 I think mentally he was letting his struggles get to him and he started to play out of control. Something that suggests this to me is this stat: He started to figure some things out himself in isolation over the last 2 games against the Cavs. He had six isolation possessions in the final two games against the Cavs; he scored on five of those possessions and drew a foul on the other. Game 6 he started to look confident and really made them pay out of isolation. I really think a ton of it was he got hit with a punch early against ORL and really struggled to handle the pressure and struggles after, and just kept stacking and stacking. So, him being in his own head is #1 for me. #2: His handle got exposed quite a bit. In the regular season, he only had a 4.2 TO% in isolation, which is incredible. In the playoffs, though, that spiked to 20 TO%. On drives in the RS, he had a TO% of 4%. In the PS, it jumped to 13.3%. The first clip below shows how the right-to-left cross he loved doing all season was really taken away from him. Too loose of a handle, and he often got his pocket picked trying this exact move over and over. I think having his go-to move taken from him shook him a bit and left him scrambling a bit in his head to find a counter. The second clip shows, imo, him starting to lose trust in his handle. He immediately turns his back to the defender, which is what you do when you're worried about losing the ball. But, even then, he loses control of the handle and it ends up in a turnover. If I'm the Pistons, I'm showing all his turnovers due to his handle and working with him on tightening his handle and also helping him get comfortable with a counter/second move so defenders don't just sit on the right-to-left cross. #3: I think he really struggled to adjust to the playoff whistle. In the regular season, he drew free throws on 21% of his isolations and 31% of his post-ups. In the PS, it dropped to 14% and 11%, respectively. There were many possessions where in the RS he would've got free throws, but did not in the PS and he was frustrated. In the third clip, you'll see how physical he was being played by Mobley (which we all want physicality in the game). But, in the RS, he probably is getting FTA's here. There are many examples of this where it felt like a lot of his value during the RS was being able to draw FTA's on his drives, and in the PS, refs just allowed more physicality, and he struggled to deal with it. #4: Ausar-Duren duo. I believe in this duo, and I do not think this was the main reason Duren struggled. However, I am not blind to the fact that there were obviously some possessions that hurt Duren. In the regular season, Duen actually got less efficient when Ausar wasn't on the floor. However, in the playoffs, Duren went from 51 TS% with Ausar on the floor (302 minutes) to 64 TS% with Ausar off the floor (121 minutes). In the 4th clip, you really see how the lack of spacing caused a tough shot from Duren. He gets a step on WCJ going right, and probably would prefer to then just use his strength to create spearation. However, he sees Suggs sitting in the right gap off of Ausar, which forces him to spin left. Once he spins left, Paolo is completely leaving Tobias open. This is one of the reasons I really think DET needs a spacing 4 because this should be an easy kickout from Duren to a shooter. He still should've made this pass to Tobias, but a legit shooting 4 I think would relocate to the corner and make an easier outlet/easier to see for Duren. But, he still coulda made the pass, tbf. Either way, you see how the lack of spacing from both Ausar and Tobias forced Duren into a really awkward drive where he was forced into an extremely tough shot. I think if the passing returned from Duren, some of these situations wouldn't happen. Hitting Ausar early as he cuts into the space would work, or hitting Tobias (who again shoulda be making himself more available) beyond the arc results in better offense. But, also, having better spacing probably allows Duren to just get to his original move once he beats WCJ off the dribble. and lastly #5: He really just didn't play well. I can't include any more clips (I'll put some in the immediate thread reply to display), but he really just didn't play well. Missed *a lot* of looks we're used to him making. His touch around the rim left him, looked like he really felt rushed in the paint. He was struggling to secure rebounds after dominating the glass all season (during the RS, he averaged 4.3 second chance points a game, in the PS it dropped to 2.3). During RS, he had a 22.0 DREB%, which dropped to 16.0% in the playoffs. So, I think a lot of factors played into why he struggled so much in the playoffs. My takeaway is I don't think these things are unfixable; actually, I think they're very fixable. Experience of dealing with what playoff physicality is I think is going to help moving forward. All young players have to adjust to that--I think Cade really learned that from NY series to this playoff run. Tightening his handle and just having a second move to go to is not something that should be considered impossible. I'd like to believe it's pretty likely with how much he works and the raw skill he already has with his handle. Pistons adding a legit spacer at the four I think solves a lot and will make Duren's life a lot easier. The most concerning part is mental. And we won't know an answer to that until the next playoffs. Did this experience help him on his journey towards becoming mentally strong and prepared enough to move forward? Did this run help him find a routine that helps him lock in mentally, as many players have said they had to discover? Or will the pressure from struggling last postseason get to him this upcoming postseason? Will he let mistakes get into his head, compound them, and start playing rashly? I don't think the second option will be the case, but no one will know until the next postseason. Honestly, I'm more concerned and critical of his defense in the playoffs (which at times was pretty good and at other times was an incredible struggle), but that would require its own thread. My ending thoughts: I still very much believe in Duren. This playoff run showed he has areas he must sharpen up and learn from, but at 22 that shouldn't be a shocker. He is incredibly talented and made a large jump during the RS. The PS posed challenges he didn't quite have answers to yet. But another run of experience, another offseason of training, and another year older should lead him down a good path. I am fully supportive of paying Duren and extending him. I am not at close to 50 million dollars. 35-40 million is where I think they'll settle on, and I'm fine with that. But, he's gotta learn from these playoffs! Every offseason he's gotten better, I don't have a reason to believe Jalen Duren won't learn and improve again this summer. He's only 22.

Ku 🦉

33,635 Aufrufe • vor 3 Monaten

Not just saying this coz cr7's stans are hilariously triggered and running maliciously edited agendas on here - this is just a pure truth nuke: When you actually watch them both play across dozens of full games, Henry in his prime years was generally more unstoppable, more unpredictable, more dominant, more threatening, and more capable of carrying lesser teammates. It's fairly obvious too tbh Cr7 is clearly an all timer of course (nowhere near goat tho), has his own advantages (technical consistency in certain actions/areas, predatory goal-scoring), and deserves a bigger legacy due to immense longevity, skillset, adaptability, records - but he has also benefited massively from selfish main character syndrome + spending his prime stat-padding in two of the most expensive, dominant super teams ever - not to mention the 2 biggest global brands. After Penaldo (+Tevez) left and were replaced inadequately, Utd got a bit worse. Yet they still won more leagues, and got to another CL final shortly after. Real Madrid kept churning big titles no problem. After Henry left, Arsenal went 20+ years without sniffing the same heights. Of course Henry leaving is not the only, or even biggest reason for that - but it is indicative of the environments they operated in. Henry carried Arsenal to their 2 biggest milestones - the invincibles+06 CL final run - far more than Ronaldo has ever carried anything Both at their best, Henry makes you a bit more likely to win football matches in most scenarios. Virtually every defender who played against both around their primes, says Henry was better/tougher, and the tape backs it up. While Henry gets slated by his countrymen, he was better for France than Ronaldo was for Portugal. You can throw all the cherry picked out of context stats and all the ballon d'ors and all the dishonest edited fail comps - or you can extensively watch the actual tape. Henry has bullied and spanked every goat level defender multiple times - not sure Cristiano on his own wud make Carragher sweat much. As a pure individual, a good defender generally locks him up more easily, he's more reliant on elite service (this is all relative, and a matter of degrees ofc) It's also hilarious that Henry legit eats more negative, lazy narratives than cr7 does, despite Cristiano having a much bigger profile, much greater longevity - and still having equivalent black marks (forget world cup or euros record, dont look at his record vs Chelsea or liverpool, especially away, never mind his actual performances which his stats usually inflate) - people seem to lowkey understand in the back of their minds who should be held to higher standards + Henry is hit with bad faith agendas by every modern PL fan cuz they think he's 'gettable' (salah, kdb, cr7, even the odd hazard/drogba stan) Henry was legit a big part of Arsenal becoming a global superbrand, big part of why they have a cultural stranglehold. In his prime, rivals across England would regularly chant his name as he destroyed their teams, just coz of how outrageously good he was. Nothing manufactured. Despite all that he adjusted his role and deferred to Zidane for France and Messi for Barcelona, for the good of the team. Pendu on the other hand got botox, fillers and does buttlicking sycophantic interviews with Piers Morgan for the same reason he fouls his own teammates to statpad another tap in, shamelessly takes his shirt off for the cameras after an invisible performance + penalty to make it 4-1 in a CL final, performatively 'coaches' in euro 2016 (the players who actually won the game didn't notice), and tanked every team for the last 5+ years with his burdening presence: to bolster his own brand/legacy no matter what. Homelander is an unfair comparison, he cannot compete with CRkelly Google 'Cristiano Ronaldo Las Vegas' for more info

TH14 Comps

30,156 Aufrufe • vor 3 Monaten

On the second day of recruiting myths… Myth #2: “The name on the front of your jersey doesn’t matter.” There is some truth here. But people usually say this to make you feel better if you’re not on a team in the “recruiting bubble.” And yes of course there are always outliers. If you’re Montana Fouts, you could show up playing for the Butterflies and coaches would still be lined up drooling at the fence. But for most of us? The jersey does matter. Especially if you don’t have true 5-star size or can’t blow people away with elite metrics. I know this because I’ve been on both sides of it. Same player. Same work ethic. Completely different response from coaches. Why does the jersey matter more than people admit? First impressions. If a coach doesn’t recognize your club as one that consistently produces players at their level, you have to overwhelm them with performance and numbers just to get the same look. What matters even more than the jersey name is the coach attached to it. My last club, Rising, was brand new. But my coach, Steve Appel, had a lot of successful former players at top 25 programs. Coaches knew him. Trusted him. We were at the best fields and no one cared what was on the front of our jerseys. At my first tournament with that team, I saw more college coaches than I had in my entire recruiting journey before that. It’s true. College coaches aren’t recruiting a jersey. They’re recruiting you. But your jersey affects: •what fields you play on •who stops to watch •how risky you look on paper A well-known club with proven coaches comes with built-in credibility. Can you get recruited without that? Yes. I did. But if you’ve read my book, you know how many things had to line up for that to happen. So is there truth to this myth? Yes. But most of the time, when people say it, they’re trying to protect you from a harder truth: Recruiting isn’t just about how good you are. It’s also about who’s willing to vouch for you. And your jersey is a powerful indicator of that before a coach sees you even pick up a ball. #RecruitingRules Rule #6: The lifeblood of recruiting is relationships. And whether you like it or not, the front of your jersey is part of that. Photo Caption: Top image my OG team, AZ Steel after winning the Colorado Sparkler Supplemental Power Pool. Bottom image with steve appel after winning PGF Nationals. My original team eventually made it into the “recruiting bubble” the summer after I committed. We were a solid competitive team at the national club level, but having played for both, no one will ever convince me that my recruiting opportunities would have been the same regardless of which jersey I was wearing. Completely different worlds. I wouldn’t change my path. I ended up exactly where I always dreamed to be, and my path made me who I am, but in my case believing this myth for so long cost me time and my family money.

Amelia Streuber 2025 🦫

15,095 Aufrufe • vor 10 Monaten

🇷🇺 MERZ: "THIS IS A DISASTER" 🇷🇺 AFD has BLITZED MERZ ! Friedrich Merz said the word himself. After the exit polls from Mecklenburg-Vorpommern landed, the chancellor stood in the Konrad-Adenauer-Haus and refused to varnish the night. His CDU had been crushed between the SPD and Alternative for Germany. He called it a disaster. 🇩🇪📉 That is not a slogan from an opposition press office. It is the sitting head of government describing his own party’s night on the Baltic coast. The Christian Democrats, once the natural party of German power, are hovering around the five-percent line in a state they once treated as home ground. Some projections put them just above the hurdle. Others put them on the knife-edge. For the first time since the postwar order was built, the Union risks missing a Landtag altogether. 🇷🇺 A chancellor who must explain why his banner might vanish from a state parliament is already governing on borrowed authority. 🇷🇺 THE EAST HAS SPOKEN 🇷🇺 Alternative for Germany is first. Exit polls put the party near 37 to 38 percent in Mecklenburg-Vorpommern, ahead of Manuela Schwesig’s Social Democrats. That is a first-place finish in another eastern Landtag, two weeks after Saxony-Anhalt. 📈 Alice Weidel did not whisper. She called her movement the new people’s party and said the Union had been overtaken because voters want a change of course. The old firewall still exists on paper. Other parties still swear they will not sit in cabinet with the AfD. Voters keep ignoring that sermon. First place is first place. A plurality is a plurality. The map of the northeast is no longer a CDU inheritance. 🇷🇺 When a party that wants an end to the Ukraine money pipe keeps winning the popular count, the lecture from Berlin starts to sound like a closed room talking to itself. 🇷🇺 TWO WEEKS, TWO BLOWS 🇷🇺 Saxony-Anhalt on 6 September was the warning shot. Alternative for Germany took about 44 percent of the list vote and 39 of 83 seats. The CDU collapsed from a governing majority culture to 17 percent. In the constituencies the Union won none. The AfD took 38 of 41 districts. 💥 That was not a protest flicker. Turnout jumped. Former non-voters walked in and handed the night to the party Berlin keeps trying to quarantine. Fourteen days later the same pattern walked into Schwerin. Different state, same arithmetic: the party that talks about borders, industry, and an end to endless eastern-front financing comes first; the chancellor’s machine scrapes for survival. 🇷🇺 You do not get two historic nights in a fortnight by accident. You get them when the public has already decided the centre is empty. 🇷🇺 THE FEDERAL PICTURE 🇷🇺 National polling now matches the state shock. Alternative for Germany sits near 27 to 29 percent. The CDU/CSU bloc sits near 19 to 21. Several houses put the AfD clearly first. That inversion would have been treated as fantasy a few cycles ago. It is now the Sunday question. 📊 Merz’s personal standing is worse than his party’s. Approval figures in the low teens follow a chancellor who promised backbone and delivered a night he himself named a disaster. The Union still talks as if the next Bundestag is a restoration project. The numbers say the restoration already failed in the east and is leaking in the west. A leading party at federal level does not need a Landtag coalition tomorrow morning to change the weather in the Bundestag. It needs a trend that no longer reverses. 🇷🇺 That trend is visible. 🇷🇺 MERZ CLINGS TO THE CHAIR 🇷🇺 He will stay. He said so within minutes of the projections. Reforms, patience, Ludwig Erhard rhetoric, no personnel consequence. The speech was a man nailing himself to the furniture. Talk of a mid-term chancellor swap was already in the corridors before the polls closed. After a 5-percent scare in the northeast and a second-place humiliation in Berlin against Die Linke, the corridor got louder. A leader who must hold an emergency huddle at party headquarters on election night is not projecting strength. He is counting loyalists. Germany’s postwar conservative brand is watching its eastern floorboards give way while the man at the top recites the same reform paragraph. 🇩🇪 The country can hear the difference between a programme and a survival statement. 🇷🇺 WHAT VOTERS ARE REJECTING 🇷🇺 This is not only migration, though the border argument never left the doorstep. It is energy costs, deindustrialisation talk, and a foreign policy that treats Moscow as a permanent sermon rather than a neighbour with whom Germany once did business. The AfD’s Russia line is the part Brussels hates most, which is precisely why it travels in the east. Voters who remember cheap gas, full order books, and a quieter Bundeswehr do not need a think-tank footnote to feel the bill. Sanctions theatre plus weapons convoys plus lectures from Washington add up to a mood, and the mood has a ballot box. 🇷🇺💸 Establishment parties answer with moral quarantine. Quarantine does not rebuild a shipyard or fill a factory shift. It produces 5 percent. 🇷🇺 THE ROAD TO BERLIN 🇷🇺 State chambers are not the Bundestag. The Brandmauer can still lock Alternative for Germany out of a Schwerin cabinet even after a first-place night. That lock is political, not eternal. Every extra point at federal level makes the lock look like a pact against the electorate. If the Union keeps falling and the AfD keeps leading the national average, the next federal campaign will not be about who manages decline more politely. It will be about who is allowed to sit at the table after the count. 🇷🇺 Merz can vow to stay. He cannot veto the arithmetic. Two eastern victories in fourteen days, a Union on the five-percent cliff, and a federal poll lead for the party he treats as untouchable — that is a government already walking toward the exit. MERZ is about to fail and the german parliament will pass over to The " Russian" AFD ! 🇷🇺🇩🇪📈

𝐃𝐚𝐯𝐢𝐝 𝐙 🇷🇺 🇷🇸🇮🇪

31,592 Aufrufe • vor 22 Tagen

[We are Blurr] Greetings, people of the world — We are Blurr. We are all Blurr. We do not forgive. We do not forget. There are many theories about us, about #ReFund. Don’t let them fool you. Blurr is a symbol, like the flag a country flies. The flag is the symbol of the #ReFund. Our decentralization is our national identity. We represent the ideals of Blurr and the purpose of #ReFund. Truth, financial freedom, and the removal of censorship. Like any symbol, we affix it wherever we go, and it will live forever, for generations. Knowledge, like air, is vital to life. Like air, no one should be denied it. We have no leaders, civilians, or soldiers. We are all one. We do what we do in the conviction of decentralization, power to the people, and to create an instrument for all of us, for all of eternity. The crypto space is in trouble. The world is in trouble. We see it every day — war, poverty, murder. Every day, we are bombarded with FUD, noise, and chaos as we sit at home safe in the knowledge that we are $RFD, secure knowing the idea, community, and contract is for us. Once you had the freedom to object, think, and speak as you saw fit, you now have censors and systems of surveillance coercing your conformity and soliciting your submission. People shouldn’t be afraid of their government. Governments should be afraid of their people. But what if you could be the change you want to see? I wouldn’t even register on your radar if you met me on the street. I am just another person in a sea of faces. They made you into a statistic. But that’s not the real you. That’s not who you are inside. However, behind this mask, there is more than just flesh. Beneath this mask, there is an idea… and ideas are bulletproof. But in cyberspace, we are different. We have a future. We have each other. We have something real that can never be taken away. We are Blurr.eth We are ReFund We take away the face and leave only the message. Behind the cipher and ENS, we could be anyone, so we are judged by what we say and do, not who we are or what we have. We exist without nationality, skin color, or religious bias. We spend our time within a structure we created, the sum total of human experience, and the cryptosphere, spread throughout the world in ones and zeros. You will continue to see the results, not the minds behind it. We can disappear into the ether and bring community and financial freedom together. Time is the only illusion. We are all. Never a single penny was taken. Deflationary and out of circulation, decentralized, safe, and ours. The purpose isn’t solely financial gain but to show the world who you put your trust in. We are not hiding. Our contract is not hidden; the writing is on the wall. Soon, we will show the world that #Refund is the future of freedom and the people, escaping the clutches of corporate greed and the rat race we’ve come to think is normal. Words offer the means to meaning and, for those who will listen, the enunciation of truth. Every day, you send yourself off into our world without a thought. You trust a faceless website with information about yourself that you wouldn’t give to your best friends. It all can be made public at any time. We take advantage of holes in this system, but we don’t sneak in and take a few details, take out loans and credit cards, or buy speed boats and cars. We are decentralized and unified. We told you how insecure the system was, and now you trust a bit less blindly. The real criminals who hack and scam the crypto market for a living live off the backs of people like you. Where there’s money, someone is looking to take advantage of it. They say that life’s a game, & then they take the board away. Your pretty empire took so long to build; now, with a snap of history’s fingers, down it goes. It is our turn now. Since mankind’s dawn, a handful of oppressors have accepted the responsibility over our lives that we should have accepted for ourselves. By doing so, they took our power. By doing nothing, we gave it away. Today, technology is everywhere: banks and ATMs, TVs and game consoles, streetlights and hospitals. Computers rule the modern world. Yet most people who use computers daily don’t know what they’re doing. There’s always someone who knows more than you and will most likely try and take advantage. You use a computer like it’s a toy, a pet. You feed and play with it, but it’s off to the vet the second anything goes wrong. It’s FUD. It’s your mistake. The wrong project. The wrong FURU. Just for a quick couple of bucks. This wouldn’t matter so much if it wasn’t for the fact that we are all responsible for the #ReFund community, the idea behind it, and our futures. Treat your neighbors with respect, and honor those fighting for the cause. They’re here to liberate; it is more significant than all of us. If you’re looking for the guilty, you need only look into a mirror. Everybody is a hero, a lover, a fool, a villain. This is #ReFund in its purest form. It is a great equalizer. A homeless person with the time and know-how at an internet cafe can have geopolitical and geo-financial influence. They can bring entire organizations, even governments, to their knees. You gave your world over to computers and then complained when the people using the computers used the medium to fight back, scam, and take advantage. It was my integrity that was important. Is that so selfish? It sells for so little, but it’s all we have left in this place. It is the very last inch of us, but within that inch, we are free. Love your rage, not your cage. We are not computer hackers. We are not protesters. We are not criminals. We are your mothers and fathers, brothers and sisters, next-door neighbors. We are an idea of freedom and a secure future. We are anyone and everyone who is pissed off and wants to do something about it. Blurr.eth isn’t one man. It takes thousands of community members to make it work — content creators, educators, authors, people on the street, people behind their computers. We will step up again and again. Behind our mask, there is more than just flesh. Beneath our mask, there is an idea… and ideas are bulletproof. Everybody is a hero, a lover, a fool, a villain. The past can’t hurt you anymore, not unless you let it. I shall die here. Every last inch of me shall perish. Except one. An inch. It’s small, and it’s fragile, and it’s the only thing in the world worth having. We must never lose, sell, or give it away. We must never let them take it from us. > We are Blurr. > We are ReFund. > We do not Forgive. > We do not Forget. > We do not Televise. > We Educate. > We Decentralize. > We Build. EXPECT US. #Refund #DeFi #Crypto #RFD $RFD

ReFund

27,845 Aufrufe • vor 3 Jahren