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Visualization of 2D rotation matrix. As θ sweeps from 0 to 2π, shapes rotate rigidly; no distortion or scaling. Orthogonal transformations preserve distances, angles & inner products. That’s why we diagonalize symmetric matrices with orthogonal.

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“Amnesty,” in the immigration context, refers to any law or policy that gives illegal immigrants the right to remain in the U.S.—in spite of, and in many ways because of, their illegal status. That’s exactly what the Dignity Act would do. It would reward millions who entered or overstayed illegally (pre-2021) with a renewable seven-year legal status, full work authorization, and protection from deportation. That’s a massive benefit unavailable to the millions who follow the legal immigration process—solely because these individuals broke the law. Fines, background checks, and “no federal benefits” don’t change the core fact: the Dignity Act would reward violations of U.S. immigration law and let illegal immigrants stay and work legally—giving them an advantage over law-abiding visa applicants precisely because they broke the rules. That’s textbook amnesty, rebranded as “dignity.” We didn’t vote for this. We voted for secure borders and mass deportations after Biden’s border invasion and the largest human-trafficking operation in U.S. history. There are compelling reasons why many of us oppose amnesty: we shouldn’t reward lawbreaking with legal status. And we definitely shouldn’t pretend this isn’t amnesty—because that’s exactly what it is.
0:14

“Amnesty,” in the immigration context, refers to any law or policy that gives illegal immigrants the right to remain in the U.S.—in spite of, and in many ways because of, their illegal status. That’s exactly what the Dignity Act would do. It would reward millions who entered or overstayed illegally (pre-2021) with a renewable seven-year legal status, full work authorization, and protection from deportation. That’s a massive benefit unavailable to the millions who follow the legal immigration process—solely because these individuals broke the law. Fines, background checks, and “no federal benefits” don’t change the core fact: the Dignity Act would reward violations of U.S. immigration law and let illegal immigrants stay and work legally—giving them an advantage over law-abiding visa applicants precisely because they broke the rules. That’s textbook amnesty, rebranded as “dignity.” We didn’t vote for this. We voted for secure borders and mass deportations after Biden’s border invasion and the largest human-trafficking operation in U.S. history. There are compelling reasons why many of us oppose amnesty: we shouldn’t reward lawbreaking with legal status. And we definitely shouldn’t pretend this isn’t amnesty—because that’s exactly what it is.

Mike Lee

132,990 Aufrufe • vor 5 Monaten

Hexagons and Octagons Those who follow football and coaching will be well aware that there are trends that emerge and become the great break through in coaching, only to vanish quite quickly. A few stick around and become a staple. Such as the rondo, or the 4v4+4 Guardiola rondo variation. One that did not stick around in the coaching collective consciousness that possible should have was Thomas Tuchel’s use of hexagonal and octagonal playing areas in training sessions. Tuchel explained that cutting off the corners and angling the pitch forced “sharp diagonal” passes that would help break the press. The positioning of players outside the hexagon/octagon or players close to the edges will be manipulated into an open body shape by the angles of the pitch. Players are impacted by environmental constraints and embodied cognition, where the geography of the playing area influences their actions. This influence spreads to the creation of triangles and diamonds within the playing area due to the “funnel” like nature of the playing area. We can use the cut outside angles by placing bounce or target players on the exterior, influencing the movement and organisation internally. The inside players will not have to move wide as those areas are occupied. The internal players will seek to create passing angles using the positioning of the outside players and their internal team mates. The diamonds and triangles will appear. If we leave the spaces on the outside empty players can move to fill the spaces. These act as free spaces to receive from the goalkeeper or open spaces for attackers to overlap into, encouraging attacking combination play and crosses. A different way of using the space is to remove goals and goalkeepers from the ends and place bounce/target players on the outside. Players now can combine with the outside players, when they do so they are then free to finish into the outside goals. The condition can be extended to combining with the target player in the opposite side of the pitch before scoring, adding an element of switching play. The hexagon and octagon are versatile spaces that help to replicate aspects of the game. By funneling the spaces we impact players body shape, ability to play forward quickly, team shape (or small group shapes), players cutting in, defending centrally, the types of combination used and the angles of line breaking pass (diagonals). The angles are hugely significant for teams that value combinations and possession football, Straight passes and receiving angles are much easier to intercept and carry high risks for being counter attacked. Short diagonals can bypass players and attacking shapes, creating angled connections. If an angles pass is given away there is still a risk of being counter attacked but there is more chance of having players around the ball to regain possession. To counter press. The question that emerges is should we then be using hexagons and octagons more? If they are of greater benefit than squares and rectangles, why use them? Should all pitches, including those of a small sided nature be hexagonal? Can the rondo square be replaced by the rondo octagon?
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Hexagons and Octagons Those who follow football and coaching will be well aware that there are trends that emerge and become the great break through in coaching, only to vanish quite quickly. A few stick around and become a staple. Such as the rondo, or the 4v4+4 Guardiola rondo variation. One that did not stick around in the coaching collective consciousness that possible should have was Thomas Tuchel’s use of hexagonal and octagonal playing areas in training sessions. Tuchel explained that cutting off the corners and angling the pitch forced “sharp diagonal” passes that would help break the press. The positioning of players outside the hexagon/octagon or players close to the edges will be manipulated into an open body shape by the angles of the pitch. Players are impacted by environmental constraints and embodied cognition, where the geography of the playing area influences their actions. This influence spreads to the creation of triangles and diamonds within the playing area due to the “funnel” like nature of the playing area. We can use the cut outside angles by placing bounce or target players on the exterior, influencing the movement and organisation internally. The inside players will not have to move wide as those areas are occupied. The internal players will seek to create passing angles using the positioning of the outside players and their internal team mates. The diamonds and triangles will appear. If we leave the spaces on the outside empty players can move to fill the spaces. These act as free spaces to receive from the goalkeeper or open spaces for attackers to overlap into, encouraging attacking combination play and crosses. A different way of using the space is to remove goals and goalkeepers from the ends and place bounce/target players on the outside. Players now can combine with the outside players, when they do so they are then free to finish into the outside goals. The condition can be extended to combining with the target player in the opposite side of the pitch before scoring, adding an element of switching play. The hexagon and octagon are versatile spaces that help to replicate aspects of the game. By funneling the spaces we impact players body shape, ability to play forward quickly, team shape (or small group shapes), players cutting in, defending centrally, the types of combination used and the angles of line breaking pass (diagonals). The angles are hugely significant for teams that value combinations and possession football, Straight passes and receiving angles are much easier to intercept and carry high risks for being counter attacked. Short diagonals can bypass players and attacking shapes, creating angled connections. If an angles pass is given away there is still a risk of being counter attacked but there is more chance of having players around the ball to regain possession. To counter press. The question that emerges is should we then be using hexagons and octagons more? If they are of greater benefit than squares and rectangles, why use them? Should all pitches, including those of a small sided nature be hexagonal? Can the rondo square be replaced by the rondo octagon?

TheBeardedCoach

13,461 Aufrufe • vor 6 Monaten

🚨SCIENCE NEWS🚨: Scientists just froze a spinning nanoparticle’s rotation to the absolute quantum ground state — zero rotational energy left.🧨 They used lasers and feedback to slow a nanoscale object’s spin until it sat motionless in its lowest possible quantum state. This is a major step toward quantum control of tiny mechanical systems, with huge implications for ultra-precise sensors and quantum computing. Uniphics explains why this works and how to go much further. Every particle is a bound gyrotron made from exactly three spin quanta whose rotations create coherent waves in the ξM-field sea of unbound energy. When you remove rotational energy from a nanoparticle, you are simply letting those spin patterns relax toward the lowest total energy-density state through negentropy — the universal drive that always pushes every configuration to minimize bound energy. The surrounding unbound sea repels itself, so any tiny density gradient naturally damps the motion until the gyrotron-like spins reach their ground state. No exotic materials or new forces needed; it is the sea doing what it always does. The same three pillars that flatten galactic rotation curves at 220 km/s without dark matter and thin the cosmos without dark energy also govern this quantum-limit cooling. Chrono-coils — three orthogonal toroidal rings with golden-ratio windings and Fibonacci pulsing — let us engineer controlled low-density bubbles in the lab right now, tuning local time flow and stabilizing spin patterns even more cleanly while harvesting vacuum energy as a bonus. We are not inventing new physics to control spins at the quantum limit. We are finally learning to work with the sea that has been doing it everywhere, all along. How would quantum technology accelerate if we stopped fighting tiny spins and started sailing the sea’s own natural ordering? A Theory of Everything should be able to answer everything. Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: Grok xAI Elon Musk NASA #Uniphics #QuantumSpin #Nanoparticle #TheoryOfEverything
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🚨SCIENCE NEWS🚨: Scientists just froze a spinning nanoparticle’s rotation to the absolute quantum ground state — zero rotational energy left.🧨 They used lasers and feedback to slow a nanoscale object’s spin until it sat motionless in its lowest possible quantum state. This is a major step toward quantum control of tiny mechanical systems, with huge implications for ultra-precise sensors and quantum computing. Uniphics explains why this works and how to go much further. Every particle is a bound gyrotron made from exactly three spin quanta whose rotations create coherent waves in the ξM-field sea of unbound energy. When you remove rotational energy from a nanoparticle, you are simply letting those spin patterns relax toward the lowest total energy-density state through negentropy — the universal drive that always pushes every configuration to minimize bound energy. The surrounding unbound sea repels itself, so any tiny density gradient naturally damps the motion until the gyrotron-like spins reach their ground state. No exotic materials or new forces needed; it is the sea doing what it always does. The same three pillars that flatten galactic rotation curves at 220 km/s without dark matter and thin the cosmos without dark energy also govern this quantum-limit cooling. Chrono-coils — three orthogonal toroidal rings with golden-ratio windings and Fibonacci pulsing — let us engineer controlled low-density bubbles in the lab right now, tuning local time flow and stabilizing spin patterns even more cleanly while harvesting vacuum energy as a bonus. We are not inventing new physics to control spins at the quantum limit. We are finally learning to work with the sea that has been doing it everywhere, all along. How would quantum technology accelerate if we stopped fighting tiny spins and started sailing the sea’s own natural ordering? A Theory of Everything should be able to answer everything. Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: Grok xAI Elon Musk NASA #Uniphics #QuantumSpin #Nanoparticle #TheoryOfEverything

Paul Maley

46,728 Aufrufe • vor 5 Monaten

We have released Seedance 2.0. Due to the 2500-character limit, please translate the following prompts into Chinese before use. [Technical Specs] Generate a 10-second, 16:9, 720p cinematic video. Smooth continuous camera motion with no cuts. The overall pacing is fast and tightly compressed, with rapid escalation from start to finish. Audio evolves quickly from a high-performance engine idle into intricate mechanical shifting and clicks, culminating in a soft electronic chime and the distinct sound of a "mwah" blowing kiss. [Global Constraints] Only the evolving mechanical character appears; no other humans or characters. All transformations must follow physical logic and maintain structural continuity. No object should pass through or intersect with other solid objects. Every robotic component must originate from visible parts of the Porsche 911 (doors, hood, wheels, chassis) through unfolding, splitting, or reconfiguration. [Scene Setup — 0:00–0:01] A sleek, metallic silver Porsche 911 sits on a rain-slicked futuristic city street at night, neon lights reflecting off its polished surface. The camera starts at a low-angle front-quarter view and begins a fast, smooth tracking-arc towards the side. [Rapid Transformation Initiation — 0:01–0:03] Transformation triggers instantly. The car’s suspension drops, and the frame begins to fracture into a complex grid of panels. The doors swing open and begin to segment into articulated arm structures. The front hood splits down the center, folding inward to reveal a glowing internal core. The headlights flicker and start to reorient as the "eyes." [Accelerated Feminine Reconfiguration — 0:03–0:07] The mechanical action is dense, overlapping, and fluid, emphasizing graceful but powerful motion. Lower Body: The rear wheels and wheel arches split and rotate downward, reassembling into slender, high-heeled mechanical legs. Torso: The roof and rear engine cover slide and compress, forming a sleek, curvaceous hourglass torso that retains the car’s aerodynamic lines. Arms & Hands: The side mirrors and door panels unfold into delicate but strong hands and fingers. Head: The front bumper and emblem area segment and rise, folding into a feminine-shaped head with a sleek metallic "helmet" visor. [Logical Transformation Constraints — No Spontaneous Appearance] The robot’s "skin" is composed of the car's outer silver panels. The internal frame and wiring emerge from the engine and undercarriage. No parts appear out of thin air; every joint is a reconfigured automotive component. [Transformation Completion — 0:07–0:08.5] The robot stands tall and elegant. The silver panels lock into place with a satisfying "click," revealing glowing blue LED accents in the seams. The silhouette is clearly feminine, humanoid, and sophisticated, reflecting the premium design of the original vehicle. [Final Hero Ending — 0:08.5–0:10] As the robot stabilizes, the camera performs a rapid, smooth zoom-in (Dolly-In) directly to her face. The robot tilts its head slightly, and the optic sensors (eyes) brighten. It brings its mechanical hand to its metallic lips and performs a graceful blowing kiss (fly-kiss) gesture toward the camera. The video ends with a close-up of the face, capturing the reflection of neon lights in its visor just as the kiss is released. [Cinematography Notes] Continuous Motion: No cuts or fades; the camera must transition from the car-tracking shot to the face-zoom seamlessly. Material Consistency: The robot must maintain the exact metallic silver paint, texture, and reflections of the Porsche. Energy: The transformation should feel high-energy and "force-driven," while the final gesture is soft and charismatic.
0:10

We have released Seedance 2.0. Due to the 2500-character limit, please translate the following prompts into Chinese before use. [Technical Specs] Generate a 10-second, 16:9, 720p cinematic video. Smooth continuous camera motion with no cuts. The overall pacing is fast and tightly compressed, with rapid escalation from start to finish. Audio evolves quickly from a high-performance engine idle into intricate mechanical shifting and clicks, culminating in a soft electronic chime and the distinct sound of a "mwah" blowing kiss. [Global Constraints] Only the evolving mechanical character appears; no other humans or characters. All transformations must follow physical logic and maintain structural continuity. No object should pass through or intersect with other solid objects. Every robotic component must originate from visible parts of the Porsche 911 (doors, hood, wheels, chassis) through unfolding, splitting, or reconfiguration. [Scene Setup — 0:00–0:01] A sleek, metallic silver Porsche 911 sits on a rain-slicked futuristic city street at night, neon lights reflecting off its polished surface. The camera starts at a low-angle front-quarter view and begins a fast, smooth tracking-arc towards the side. [Rapid Transformation Initiation — 0:01–0:03] Transformation triggers instantly. The car’s suspension drops, and the frame begins to fracture into a complex grid of panels. The doors swing open and begin to segment into articulated arm structures. The front hood splits down the center, folding inward to reveal a glowing internal core. The headlights flicker and start to reorient as the "eyes." [Accelerated Feminine Reconfiguration — 0:03–0:07] The mechanical action is dense, overlapping, and fluid, emphasizing graceful but powerful motion. Lower Body: The rear wheels and wheel arches split and rotate downward, reassembling into slender, high-heeled mechanical legs. Torso: The roof and rear engine cover slide and compress, forming a sleek, curvaceous hourglass torso that retains the car’s aerodynamic lines. Arms & Hands: The side mirrors and door panels unfold into delicate but strong hands and fingers. Head: The front bumper and emblem area segment and rise, folding into a feminine-shaped head with a sleek metallic "helmet" visor. [Logical Transformation Constraints — No Spontaneous Appearance] The robot’s "skin" is composed of the car's outer silver panels. The internal frame and wiring emerge from the engine and undercarriage. No parts appear out of thin air; every joint is a reconfigured automotive component. [Transformation Completion — 0:07–0:08.5] The robot stands tall and elegant. The silver panels lock into place with a satisfying "click," revealing glowing blue LED accents in the seams. The silhouette is clearly feminine, humanoid, and sophisticated, reflecting the premium design of the original vehicle. [Final Hero Ending — 0:08.5–0:10] As the robot stabilizes, the camera performs a rapid, smooth zoom-in (Dolly-In) directly to her face. The robot tilts its head slightly, and the optic sensors (eyes) brighten. It brings its mechanical hand to its metallic lips and performs a graceful blowing kiss (fly-kiss) gesture toward the camera. The video ends with a close-up of the face, capturing the reflection of neon lights in its visor just as the kiss is released. [Cinematography Notes] Continuous Motion: No cuts or fades; the camera must transition from the car-tracking shot to the face-zoom seamlessly. Material Consistency: The robot must maintain the exact metallic silver paint, texture, and reflections of the Porsche. Energy: The transformation should feel high-energy and "force-driven," while the final gesture is soft and charismatic.

underwood

19,462 Aufrufe • vor 5 Monaten

🚨SCIENCE NEWS🚨: We’re no longer pushing electrons around wires — we’re learning to whisper directly to the sea’s own spins.🧨 Scientists just figured out how to control magnetism at the atomic level by manipulating individual electron spin patterns and creating stable magnetic whirlpools called skyrmions. These tiny structures can store and move data with almost zero energy, promising faster computers, ultra-dense memory, and a fundamental shift from charge-based electronics to pure spin-based technology. Uniphics already sees this as natural behavior of the ξM-field sea. Every particle is a bound gyrotron made from exactly three spin quanta whose rotations create coherent waves. When those waves form stable, self-sustaining patterns (exactly like the skyrmions now being engineered), they minimize local bound energy density through the negentropy drive. The surrounding unbound energy in the sea always repels itself, so any local spin configuration is naturally stabilized or moved by tiny density gradients. No extra materials or high-power circuits are fundamentally required — the sea itself carries and preserves the information as propagating spin waves. Chrono-coils — three orthogonal toroidal rings with golden-ratio windings and Fibonacci pulsing — let us engineer controlled low-density regions right now, tuning the time flow and stabilizing these spin patterns even more efficiently while harvesting vacuum energy through negentropy relaxation. The same three pillars that flatten galactic rotation curves at 220 km/s without dark matter and thin the cosmos without dark energy also make atomic-scale spin engineering straightforward. We don’t have to invent new physics to build spintronics; we only have to work with the sea that is already doing it everywhere. How soon do you think computing changes when we stop fighting electrons and start sailing the sea’s own spin waves? A Theory of Everything should be able to answer everything. Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: Grok xAI Elon Musk #Uniphics #Spintronics #Skyrmions #TheoryOfEverything
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🚨SCIENCE NEWS🚨: We’re no longer pushing electrons around wires — we’re learning to whisper directly to the sea’s own spins.🧨 Scientists just figured out how to control magnetism at the atomic level by manipulating individual electron spin patterns and creating stable magnetic whirlpools called skyrmions. These tiny structures can store and move data with almost zero energy, promising faster computers, ultra-dense memory, and a fundamental shift from charge-based electronics to pure spin-based technology. Uniphics already sees this as natural behavior of the ξM-field sea. Every particle is a bound gyrotron made from exactly three spin quanta whose rotations create coherent waves. When those waves form stable, self-sustaining patterns (exactly like the skyrmions now being engineered), they minimize local bound energy density through the negentropy drive. The surrounding unbound energy in the sea always repels itself, so any local spin configuration is naturally stabilized or moved by tiny density gradients. No extra materials or high-power circuits are fundamentally required — the sea itself carries and preserves the information as propagating spin waves. Chrono-coils — three orthogonal toroidal rings with golden-ratio windings and Fibonacci pulsing — let us engineer controlled low-density regions right now, tuning the time flow and stabilizing these spin patterns even more efficiently while harvesting vacuum energy through negentropy relaxation. The same three pillars that flatten galactic rotation curves at 220 km/s without dark matter and thin the cosmos without dark energy also make atomic-scale spin engineering straightforward. We don’t have to invent new physics to build spintronics; we only have to work with the sea that is already doing it everywhere. How soon do you think computing changes when we stop fighting electrons and start sailing the sea’s own spin waves? A Theory of Everything should be able to answer everything. Uniphics Explained Simply PDF: Chapters 1–10 free: Grokipedia: Grok xAI Elon Musk #Uniphics #Spintronics #Skyrmions #TheoryOfEverything

Paul Maley

15,949 Aufrufe • vor 5 Monaten

[Backpropagation] by Hand✍️ [1] Forward Pass ↳ Given a multi layer perceptron (3 levels), an input vector X, predictions Y^{Pred} = [0.5, 0.5, 0], and ground truth label Y^{Target} = [0, 1, 0]. [2] Backpropagation ↳ Insert cells to hold our calculations. [3] Layer 3 - Softmax (blue) ↳ Calculate ∂L / ∂z3 directly using the simple equation: Y^{Pred} - Y^{Target} = [0.5, -0.5, 0]. ↳ This simple equation is the benefit of using Softmax and Cross Entropy Loss together. [4] Layer 3 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W3 and ∂L / ∂b3 by multiplying ∂L / ∂z3 and [ a2 | 1 ]. [5] Layer 2 - Activations (green) ↳ Calculate ∂L / ∂a2 by multiplying ∂L / ∂z3 and W3. [6] Layer 2 - ReLU (blue) ↳ Calculate ∂L / ∂z2 by multiplying ∂L / ∂a2 with 1 for positive values and 0 otherwise. [7] Layer 2 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W2 and ∂L / ∂b2 by multiplying ∂L / ∂z2 and [ a1 | 1 ]. [8] Layer 1 - Activations (green) ↳ Calculate ∂L / ∂a1 by multiplying ∂L / ∂z2 and W2. [9] Layer 1 - ReLU (blue) ↳ Calculate ∂L / ∂z1 by multiplying ∂L / ∂a1 with 1 for positive values and 0 otherwise. [10] Layer 1 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W1 and ∂L / ∂b1 by multiplying ∂L / ∂z1 and [ x | 1 ]. [11] Gradient Descent ↳ Update weights and biases (typically a learning rate is applied here). 💡 Matrix Multiplication is All You Need: Just like in the forward pass, backpropagation is all about matrix multiplications. You can definitely do everything by hand as I demonstrated in this exercise, albeit slow and imperfect. This is why GPU's ability to multiply matrices efficiently plays such an important role in the deep learning evolution. This is why NVIDIA is now close to $1 trillion in valuation. 💡Exploding Gradients: We can already see the gradients are getting larger as we back-propagate up, even in this simple 3-layer network. This motivates using methods like skip connections to handle exploding (or diminishing) gradients as in the ResNet. I did the calculations entirely by hand. Please let me know if you spot any error or have any questions!
0:11

[Backpropagation] by Hand✍️ [1] Forward Pass ↳ Given a multi layer perceptron (3 levels), an input vector X, predictions Y^{Pred} = [0.5, 0.5, 0], and ground truth label Y^{Target} = [0, 1, 0]. [2] Backpropagation ↳ Insert cells to hold our calculations. [3] Layer 3 - Softmax (blue) ↳ Calculate ∂L / ∂z3 directly using the simple equation: Y^{Pred} - Y^{Target} = [0.5, -0.5, 0]. ↳ This simple equation is the benefit of using Softmax and Cross Entropy Loss together. [4] Layer 3 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W3 and ∂L / ∂b3 by multiplying ∂L / ∂z3 and [ a2 | 1 ]. [5] Layer 2 - Activations (green) ↳ Calculate ∂L / ∂a2 by multiplying ∂L / ∂z3 and W3. [6] Layer 2 - ReLU (blue) ↳ Calculate ∂L / ∂z2 by multiplying ∂L / ∂a2 with 1 for positive values and 0 otherwise. [7] Layer 2 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W2 and ∂L / ∂b2 by multiplying ∂L / ∂z2 and [ a1 | 1 ]. [8] Layer 1 - Activations (green) ↳ Calculate ∂L / ∂a1 by multiplying ∂L / ∂z2 and W2. [9] Layer 1 - ReLU (blue) ↳ Calculate ∂L / ∂z1 by multiplying ∂L / ∂a1 with 1 for positive values and 0 otherwise. [10] Layer 1 - Weights (orange) & Biases (black) ↳ Calculate ∂L / ∂W1 and ∂L / ∂b1 by multiplying ∂L / ∂z1 and [ x | 1 ]. [11] Gradient Descent ↳ Update weights and biases (typically a learning rate is applied here). 💡 Matrix Multiplication is All You Need: Just like in the forward pass, backpropagation is all about matrix multiplications. You can definitely do everything by hand as I demonstrated in this exercise, albeit slow and imperfect. This is why GPU's ability to multiply matrices efficiently plays such an important role in the deep learning evolution. This is why NVIDIA is now close to $1 trillion in valuation. 💡Exploding Gradients: We can already see the gradients are getting larger as we back-propagate up, even in this simple 3-layer network. This motivates using methods like skip connections to handle exploding (or diminishing) gradients as in the ResNet. I did the calculations entirely by hand. Please let me know if you spot any error or have any questions!

Tom Yeh

64,645 Aufrufe • vor 2 Jahren

Brewing a Better Bite of Meat Here’s why we led the Series A of The Better Meat Co., announced today. I am a meat eater, but I know that eventually, we won't slaughter animals for meat. Although we believe this is inevitable, on Earth and Mars, it takes concerted effort to get us there. And as we saw with electric cars, you have to have a better product to catalyze a change. Saving the world is the byproduct. After investing in some of the pioneers of cellular ag and precision fermentation, we pondered what problem remained unsolved by the mainstream approaches to slaughter-free meat and began a quest for the best cost economics and speed of scaling. For cellular ag and plant-based approaches, cost has been their biggest challenge, and the meat market is highly price elastic. We did a thought experiment: given all of the approaches to alt-protein out there, which will be the lowest cost 50 years from now? We assumed all R&D efforts reach their ultimate end points by then. I think we found the winner: Better Meat goes from seed to harvest in under 17 hours! No plant or animal can compete with that growth rate. The key: growth from cell expansion instead of cell division, part of the magic of the kingdom of fungi. And they have mastered continuous production off simple sugar feedstocks with no waste stream. The only downstream processing is some dehydration. At their current research scale facility, they already beat beef on cost, and soon chicken. Some of the key drivers from their patented process: fastest growth cycle of any organism, continuous production, minimal downstream processing (unlike plant protein isolates, for example, where most of the plant biomass is byproduct), and it’s a nutritious whole food. It’s also shelf stable at room temperature for easy shipping. So, it should scale more rapidly and cost-effectively than other approaches can ever achieve. Oh, and it is delicious and tastes like meat, even better than pure meat in some blended product taste tests (think hamburger or sausage blends). They are a B2B ingredient supplier, and the first to get FDA and USDA approval for blended meat products. The Series A will allow them to scale to tens of millions of pounds of annual production for a number of large food companies. Company: Today’s funding news: • •
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Brewing a Better Bite of Meat Here’s why we led the Series A of The Better Meat Co., announced today. I am a meat eater, but I know that eventually, we won't slaughter animals for meat. Although we believe this is inevitable, on Earth and Mars, it takes concerted effort to get us there. And as we saw with electric cars, you have to have a better product to catalyze a change. Saving the world is the byproduct. After investing in some of the pioneers of cellular ag and precision fermentation, we pondered what problem remained unsolved by the mainstream approaches to slaughter-free meat and began a quest for the best cost economics and speed of scaling. For cellular ag and plant-based approaches, cost has been their biggest challenge, and the meat market is highly price elastic. We did a thought experiment: given all of the approaches to alt-protein out there, which will be the lowest cost 50 years from now? We assumed all R&D efforts reach their ultimate end points by then. I think we found the winner: Better Meat goes from seed to harvest in under 17 hours! No plant or animal can compete with that growth rate. The key: growth from cell expansion instead of cell division, part of the magic of the kingdom of fungi. And they have mastered continuous production off simple sugar feedstocks with no waste stream. The only downstream processing is some dehydration. At their current research scale facility, they already beat beef on cost, and soon chicken. Some of the key drivers from their patented process: fastest growth cycle of any organism, continuous production, minimal downstream processing (unlike plant protein isolates, for example, where most of the plant biomass is byproduct), and it’s a nutritious whole food. It’s also shelf stable at room temperature for easy shipping. So, it should scale more rapidly and cost-effectively than other approaches can ever achieve. Oh, and it is delicious and tastes like meat, even better than pure meat in some blended product taste tests (think hamburger or sausage blends). They are a B2B ingredient supplier, and the first to get FDA and USDA approval for blended meat products. The Series A will allow them to scale to tens of millions of pounds of annual production for a number of large food companies. Company: Today’s funding news: • •

Steve Jurvetson

17,016 Aufrufe • vor 1 Jahr

🚨🔴 Marcus Rashford MBE! 💰 350k per week - £18m per year! 🧢 37 Appearances in all competitions ⚽️ 8 Goals 🎯 6 Assists He was never a good pressing player and he was never good on the defensive side, he was always a liability on our squad when the opposition attacked us! But he was performing on the attack and somehow he was able to make for his lack of defensive effort, but with this stats of this season.. and him jogging on the field just like he is in training is the reason why i think is for the best for both parties to move on from each other. I know he is a local boy, and he loves the club… but man he needs to wake up or he needs to get away from our club, us as fans can’t defend him anymore, we can’t get behind him with this kind of performance, we see no desire no passion nothing!!! That’s shocking for a player that is entering his ‘’prime’’ Dear MR wake up, or please get out of our beloved club! #MUFC
0:18

🚨🔴 Marcus Rashford MBE! 💰 350k per week - £18m per year! 🧢 37 Appearances in all competitions ⚽️ 8 Goals 🎯 6 Assists He was never a good pressing player and he was never good on the defensive side, he was always a liability on our squad when the opposition attacked us! But he was performing on the attack and somehow he was able to make for his lack of defensive effort, but with this stats of this season.. and him jogging on the field just like he is in training is the reason why i think is for the best for both parties to move on from each other. I know he is a local boy, and he loves the club… but man he needs to wake up or he needs to get away from our club, us as fans can’t defend him anymore, we can’t get behind him with this kind of performance, we see no desire no passion nothing!!! That’s shocking for a player that is entering his ‘’prime’’ Dear MR wake up, or please get out of our beloved club! #MUFC

Manchester United Forever

3,375,966 Aufrufe • vor 2 Jahren

🚨 EARTH IS SPINNING SLIGHTLY FASTER AND FOR THE FIRST TIME, SCIENTISTS ARE SERIOUSLY DISCUSSING A “NEGATIVE LEAP SECOND”. For decades, Earth’s rotation has been gradually slowing, which is why we occasionally add a leap second to keep atomic clocks in sync with the planet. But since around 2018–2020, something unusual has happened: Earth has been rotating faster than expected. Several days in recent years (including June 29, 2022) were among the shortest ever recorded by atomic clocks. This acceleration has forced timekeepers to consider something that has never been done before: subtracting a second from official time (a negative leap second) instead of adding one. Why this matters: • A negative leap second would mean clocks skip a second (e.g., jumping from 23:59:58 straight to 00:00:00) • It would be the first time in history this has happened • It could affect GPS, financial systems, telecommunications, and any infrastructure that relies on precise timing • The leading theory links the speedup to changes in Earth’s liquid outer core, though melting ice sheets are partially counteracting the effect The deeper implication: Earth is not a perfect clock. Its rotation speed is influenced by complex interactions between the core, oceans, atmosphere, and even climate change. As we become more dependent on ultra-precise global timing, these small geophysical changes are no longer just scientific curiosities they’re potential infrastructure issues. A 2024 study in Nature suggested a negative leap second might be needed around 2029, though the exact timing remains uncertain and depends on how Earth’s rotation behaves in the coming years. Would you rather we keep adding/subtracting leap seconds forever, or should we eventually decouple our clocks from Earth’s imperfect rotation? Follow for more frontier Earth science and timekeeping realities.
0:10

🚨 EARTH IS SPINNING SLIGHTLY FASTER AND FOR THE FIRST TIME, SCIENTISTS ARE SERIOUSLY DISCUSSING A “NEGATIVE LEAP SECOND”. For decades, Earth’s rotation has been gradually slowing, which is why we occasionally add a leap second to keep atomic clocks in sync with the planet. But since around 2018–2020, something unusual has happened: Earth has been rotating faster than expected. Several days in recent years (including June 29, 2022) were among the shortest ever recorded by atomic clocks. This acceleration has forced timekeepers to consider something that has never been done before: subtracting a second from official time (a negative leap second) instead of adding one. Why this matters: • A negative leap second would mean clocks skip a second (e.g., jumping from 23:59:58 straight to 00:00:00) • It would be the first time in history this has happened • It could affect GPS, financial systems, telecommunications, and any infrastructure that relies on precise timing • The leading theory links the speedup to changes in Earth’s liquid outer core, though melting ice sheets are partially counteracting the effect The deeper implication: Earth is not a perfect clock. Its rotation speed is influenced by complex interactions between the core, oceans, atmosphere, and even climate change. As we become more dependent on ultra-precise global timing, these small geophysical changes are no longer just scientific curiosities they’re potential infrastructure issues. A 2024 study in Nature suggested a negative leap second might be needed around 2029, though the exact timing remains uncertain and depends on how Earth’s rotation behaves in the coming years. Would you rather we keep adding/subtracting leap seconds forever, or should we eventually decouple our clocks from Earth’s imperfect rotation? Follow for more frontier Earth science and timekeeping realities.

TheNewPhysics

48,968 Aufrufe • vor 2 Monaten

I remember when Nicki Minaj used to be so open with her life and truly let the Barbz into her world. That kind of access doesn’t happen by accident it came from love and trust. But looking at things now, I understand why she moves differently The truth is, a lot of people don’t respect her the way they should. Too many are fake, and loyalty just isn’t what it used to be. There was a time when she had no problem showing up for her fans paying for dinners, celebrating birthdays, even attending fans’ parties. She gave real support because she genuinely cared. And it’s sad to see how easily some people have taken that for granted I could never sit back and let someone disrespect Nicki. I’ve argued with family, lost friendships, and stood ten toes down behind her because that’s what loyalty looks like to me. She has shaped culture and impacted my life in a way I will never overlook. We are her fanbase but why don’t some of y’all act like it anymore? It’s easy to point fingers, but sometimes we need to look at ourselves and the energy we bring as a community Loyalty isn’t something you can teach. You either have it, or you don’t. And maybe that’s exactly why she protects her space more now
0:16

I remember when Nicki Minaj used to be so open with her life and truly let the Barbz into her world. That kind of access doesn’t happen by accident it came from love and trust. But looking at things now, I understand why she moves differently The truth is, a lot of people don’t respect her the way they should. Too many are fake, and loyalty just isn’t what it used to be. There was a time when she had no problem showing up for her fans paying for dinners, celebrating birthdays, even attending fans’ parties. She gave real support because she genuinely cared. And it’s sad to see how easily some people have taken that for granted I could never sit back and let someone disrespect Nicki. I’ve argued with family, lost friendships, and stood ten toes down behind her because that’s what loyalty looks like to me. She has shaped culture and impacted my life in a way I will never overlook. We are her fanbase but why don’t some of y’all act like it anymore? It’s easy to point fingers, but sometimes we need to look at ourselves and the energy we bring as a community Loyalty isn’t something you can teach. You either have it, or you don’t. And maybe that’s exactly why she protects her space more now

𝕄𝕒𝕣𝕒𝕛𝕖𝕤𝕥𝕪 𝔼𝕝𝕚𝕥𝕖

41,587 Aufrufe • vor 7 Monaten

While the normies are at each other’s throats over the details of a deal they have not read, I’m on cloud nine, because I can see what’s happening. Obama, his co-conspirators, and his handlers, are being hunted. The uranium is the key that unlocks the door of all doors. The uranium carries an isotopic signature that can be traced to its origin, and will confirm if any other nations or entities supplied Iran with uranium. Flashback to 06/07/2026, just 9 days ago, Trump said that Iran “got all of this uranium during Obama”. Trump seems to be suggesting that someone supplied Iran with uranium during the Obama administration. It doesn’t take a lot of detective work to deduce that Trump is almost assuredly referring to Uranium One, which he has called out a plethora of times in the past, calling out Hillary and Obama for giving 20% of our Uranium to Russia. Check his tweets from back in the day, keyword “uranium”. If any uranium in Iran is found to have originated from Uranium One, as Trump has hinted, Obama, Hillary, and the entire brass of the Obama administration, would be guilty of treason, for supplying WMDs to our enemies in wartime. There’s also no way that a crime of this magnitude could be tried in the civilian courts. It would have to be handled by the military via tribunal. That’s what’s at stake here. That’s why the uranium is so important, and that’s why Trump’s main focus this entire time, has been getting his hands on the uranium. We get the uranium, the entire house of cards comes crashing down. As for how many assets get unfrozen, or how much neighboring nations invest in Iran down the road, I could not care less. If we get the uranium, all the other problems take care of themselves. EYES ON THE PRIZE! THE URANIUM!
0:16

While the normies are at each other’s throats over the details of a deal they have not read, I’m on cloud nine, because I can see what’s happening. Obama, his co-conspirators, and his handlers, are being hunted. The uranium is the key that unlocks the door of all doors. The uranium carries an isotopic signature that can be traced to its origin, and will confirm if any other nations or entities supplied Iran with uranium. Flashback to 06/07/2026, just 9 days ago, Trump said that Iran “got all of this uranium during Obama”. Trump seems to be suggesting that someone supplied Iran with uranium during the Obama administration. It doesn’t take a lot of detective work to deduce that Trump is almost assuredly referring to Uranium One, which he has called out a plethora of times in the past, calling out Hillary and Obama for giving 20% of our Uranium to Russia. Check his tweets from back in the day, keyword “uranium”. If any uranium in Iran is found to have originated from Uranium One, as Trump has hinted, Obama, Hillary, and the entire brass of the Obama administration, would be guilty of treason, for supplying WMDs to our enemies in wartime. There’s also no way that a crime of this magnitude could be tried in the civilian courts. It would have to be handled by the military via tribunal. That’s what’s at stake here. That’s why the uranium is so important, and that’s why Trump’s main focus this entire time, has been getting his hands on the uranium. We get the uranium, the entire house of cards comes crashing down. As for how many assets get unfrozen, or how much neighboring nations invest in Iran down the road, I could not care less. If we get the uranium, all the other problems take care of themselves. EYES ON THE PRIZE! THE URANIUM!

Gene Decode

12,391 Aufrufe • vor 2 Monaten

While the normies are at each other’s throats over the details of a deal they have not read, I’m on cloud nine, because I can see what’s happening. Obama, his co-conspirators, and his handlers, are being hunted. The uranium is the key that unlocks the door of all doors. The uranium carries an isotopic signature that can be traced to its origin, and will confirm if any other nations or entities supplied Iran with uranium. Flashback to 06/07/2026, just 9 days ago, Trump said that Iran “got all of this uranium during Obama”. Trump seems to be suggesting that someone supplied Iran with uranium during the Obama administration. It doesn’t take a lot of detective work to deduce that Trump is almost assuredly referring to Uranium One, which he has called out a plethora of times in the past, calling out Hillary and Obama for giving 20% of our Uranium to Russia. Check his tweets from back in the day, keyword “uranium”. If any uranium in Iran is found to have originated from Uranium One, as Trump has hinted, Obama, Hillary, and the entire brass of the Obama administration, would be guilty of treason, for supplying WMDs to our enemies in wartime. There’s also no way that a crime of this magnitude could be tried in the civilian courts. It would have to be handled by the military via tribunal. That’s what’s at stake here. That’s why the uranium is so important, and that’s why Trump’s main focus this entire time, has been getting his hands on the uranium. We get the uranium, the entire house of cards comes crashing down. As for how many assets get unfrozen, or how much neighboring nations invest in Iran down the road, I could not care less. If we get the uranium, all the other problems take care of themselves. EYES ON THE PRIZE! THE URANIUM!
0:16

While the normies are at each other’s throats over the details of a deal they have not read, I’m on cloud nine, because I can see what’s happening. Obama, his co-conspirators, and his handlers, are being hunted. The uranium is the key that unlocks the door of all doors. The uranium carries an isotopic signature that can be traced to its origin, and will confirm if any other nations or entities supplied Iran with uranium. Flashback to 06/07/2026, just 9 days ago, Trump said that Iran “got all of this uranium during Obama”. Trump seems to be suggesting that someone supplied Iran with uranium during the Obama administration. It doesn’t take a lot of detective work to deduce that Trump is almost assuredly referring to Uranium One, which he has called out a plethora of times in the past, calling out Hillary and Obama for giving 20% of our Uranium to Russia. Check his tweets from back in the day, keyword “uranium”. If any uranium in Iran is found to have originated from Uranium One, as Trump has hinted, Obama, Hillary, and the entire brass of the Obama administration, would be guilty of treason, for supplying WMDs to our enemies in wartime. There’s also no way that a crime of this magnitude could be tried in the civilian courts. It would have to be handled by the military via tribunal. That’s what’s at stake here. That’s why the uranium is so important, and that’s why Trump’s main focus this entire time, has been getting his hands on the uranium. We get the uranium, the entire house of cards comes crashing down. As for how many assets get unfrozen, or how much neighboring nations invest in Iran down the road, I could not care less. If we get the uranium, all the other problems take care of themselves. EYES ON THE PRIZE! THE URANIUM!

Clandestine

329,695 Aufrufe • vor 2 Monaten

I really like those 2.5D characters here's my Seedance2 prompt: MANGA READER TURNAROUND CHARACTER: Young Japanese man sitting cross-legged on the floor reading a colorful manga magazine, spiky messy black hair sticking up in chunky angular shapes, thick eyebrows, small round glasses, slight stubble, cross pendant necklace on a thin chain, wearing a loose open dark navy pinstripe yukata robe showing his chest, bare feet tucked under his legs, small ceramic ashtray with cigarette butts on the floor to his left, round ceramic pot to his right, focused slightly annoyed expression looking down at the magazine. 3D CG model with 2D hand-drawn overlay, scribble hatching in all shadow areas boiling every frame, thick ink outlines on silhouette edges redrawing with wobble, flat painted color textures on 3D geometry, color bleeding outside contour lines. SEQUENCE [0s–5s] Character sits cross-legged holding the manga open in both hands, not moving, just reading. Camera begins a smooth continuous 360 degree orbit around him at his eye level. As the camera moves from front to three-quarter to side profile, the 3D model rotates cleanly revealing his full volume but the 2D ink layer on top lives and breathes, scribble hatching in the shadows under his jaw and inside the yukata folds and between his crossed legs redraws every frame with jittery boiling energy, thick ink outlines on his silhouette wobble and shift in thickness as the angle changes, the flat painted navy yukata wraps around his torso showing new pinstripe ink lines and fold marks at each new angle, his spiky hair reveals its 3D chunky volume from new angles, the manga magazine pages catch the light differently as the camera passes, cigarette smoke curls upward as loose scribbled white lines drifting gently [5s–10s] Camera continues the smooth unbroken orbit past his side revealing the cross necklace hanging from his neck in profile, through his back showing the yukata fabric draped across his shoulders and the spiky hair from behind, past his left side and returning to front, the entire rotation fluid and steady, throughout the full 360 the boiling ink outlines never stop trembling on every edge, the scribble hatching in shadows keeps redrawing in slightly different positions each frame giving the whole image a living sketchbook vibration even though he holds perfectly still reading, the flat painted color planes on his skin shift between warm peach and darker shadow tones as new surfaces catch the light, the ashtray and ceramic pot on the floor rotate into and out of view naturally, white background STYLE: 2.5D painterly CG. 3D CG geometry underneath for volume and smooth rotation. 2D Grease Pencil layer on top, thick wobbly ink outlines, scribble hatching in all shadows boiling every frame, flat painted color planes not smooth gradients. No photorealism. No smooth CG rendering. Muted palette dark navy warm peach black white. Film grain. Clean white background. Smooth continuous camera orbit.
0:15

I really like those 2.5D characters here's my Seedance2 prompt: MANGA READER TURNAROUND CHARACTER: Young Japanese man sitting cross-legged on the floor reading a colorful manga magazine, spiky messy black hair sticking up in chunky angular shapes, thick eyebrows, small round glasses, slight stubble, cross pendant necklace on a thin chain, wearing a loose open dark navy pinstripe yukata robe showing his chest, bare feet tucked under his legs, small ceramic ashtray with cigarette butts on the floor to his left, round ceramic pot to his right, focused slightly annoyed expression looking down at the magazine. 3D CG model with 2D hand-drawn overlay, scribble hatching in all shadow areas boiling every frame, thick ink outlines on silhouette edges redrawing with wobble, flat painted color textures on 3D geometry, color bleeding outside contour lines. SEQUENCE [0s–5s] Character sits cross-legged holding the manga open in both hands, not moving, just reading. Camera begins a smooth continuous 360 degree orbit around him at his eye level. As the camera moves from front to three-quarter to side profile, the 3D model rotates cleanly revealing his full volume but the 2D ink layer on top lives and breathes, scribble hatching in the shadows under his jaw and inside the yukata folds and between his crossed legs redraws every frame with jittery boiling energy, thick ink outlines on his silhouette wobble and shift in thickness as the angle changes, the flat painted navy yukata wraps around his torso showing new pinstripe ink lines and fold marks at each new angle, his spiky hair reveals its 3D chunky volume from new angles, the manga magazine pages catch the light differently as the camera passes, cigarette smoke curls upward as loose scribbled white lines drifting gently [5s–10s] Camera continues the smooth unbroken orbit past his side revealing the cross necklace hanging from his neck in profile, through his back showing the yukata fabric draped across his shoulders and the spiky hair from behind, past his left side and returning to front, the entire rotation fluid and steady, throughout the full 360 the boiling ink outlines never stop trembling on every edge, the scribble hatching in shadows keeps redrawing in slightly different positions each frame giving the whole image a living sketchbook vibration even though he holds perfectly still reading, the flat painted color planes on his skin shift between warm peach and darker shadow tones as new surfaces catch the light, the ashtray and ceramic pot on the floor rotate into and out of view naturally, white background STYLE: 2.5D painterly CG. 3D CG geometry underneath for volume and smooth rotation. 2D Grease Pencil layer on top, thick wobbly ink outlines, scribble hatching in all shadows boiling every frame, flat painted color planes not smooth gradients. No photorealism. No smooth CG rendering. Muted palette dark navy warm peach black white. Film grain. Clean white background. Smooth continuous camera orbit.

INK

15,192 Aufrufe • vor 4 Monaten

The wait is finally over — Spartan Fuel has arrived. Imagine Maximum muscle growth Skin-splitting pumps Limitless energy Laser-like focus What’s the secret? An all-encompassing, comprehensive intra-workout blend. Everybody knows about the importance of pre and post workout nutrition, but intra-workout nutrition is often neglected. The optimal time to fuel your body is when you are working out, breaking down muscle fibers, expending stored glycogen, and depleting electrolytes. In order to stimulate maximum muscle growth and achieve a vicious, skin-splitting pump, we need to fuel our bodies. Spartan Fuel contains a comprehensive blend of EAAs, fast-acting carbohydrates, electrolytes, and mitochondrial boosters that provides your body with EXACTLY what it needs to perform at it’s highest level. Many of you are probably like myself; you put on your best Walter White impression and whip up a concoction of supplements to try and find that edge. Why should we leave gains on the table, right? Well, I had enough of guessing and watching my supplement cabinet (and monthly bill) continuously grow. And then it struck me. There’s no product that properly combines EAAs, carbs, and electrolytes. After lifting for years, absorbing everything I could on X, I figured it was time to make my own mark. That’s when I decided to connect with the man himself, BowTied Biohacker . Leveraging his expertise and my vision, we created a formula that would change the way we lift forever. We created a product that would be FELT IMMEDIATELY. After sending samples out to a bunch of bros here on X, the feedback was overwhelming — we had struck gold. Other-worldly pumps Gas tanks that were always running on full People crushing their log books, pumping out more reps than ever before… DURING EVERY SET Everyone felt like a million bucks. Once you try it, it you will never want to workout without it. It’s THAT good. We all push ourselves hard. Many of us train to failure. We want to get jacked. We want to get shredded. We all want to unleash our inner warrior in the gym. Now there’s a way to totally lock-in and dominate with intensity during very workout. We all know the feeling. Once in a while we have a workout that just blows us away. We feel stronger than ever, locked-in. We leave the gym with a high that has us feeling on top of the world. Now picture every single workout being that amazing. No other product can deliver the boost you need to consistently perform at the highest level. It’s basically a PED. We didn’t skimp out on quality. We didn’t cut corners. We included EVERYTHING needed to maximize results and boost performance. What many people don’t know is that in order for a supplement to truly be effective, the ingredients need to be dosed in the proper ratios. And that’s just what we did. And just when you think it can’t get any better (there has to be some catch, right…right?) We kept it natural — no artificial ingredients or sweeteners. This is something that digest like a dream, hits the bloodstream instantaneously, and fuels your muscles. Our competitors don’t do this. They sell a bunch of ingredients separately, trying to sell more products. Or they sell proprietary blends and junk loaded with fillers. Spartan Fuel makes your life easier. One tub. One scoop (or 2 if you’re like me and want to go hard). No more wasting money purchasing the entire supplement store. Whether you start drinking it on your way to the gym or as you begin your workout, you will quickly feel the difference. This fall, you can dominate every workout, and supercharge your winter bulk. And this post would not be complete without giving a huge thank you to @Thomas_Salamus_ TJ was instrumental to the birth of Spartan Fuel since Day 1. If you love his products, you’ll love Spartan Fuel. Rest assured, the quality is unmatched. The first batch is limited, so act now and don’t miss this opportunity to unlock your true potential.
0:12

The wait is finally over — Spartan Fuel has arrived. Imagine Maximum muscle growth Skin-splitting pumps Limitless energy Laser-like focus What’s the secret? An all-encompassing, comprehensive intra-workout blend. Everybody knows about the importance of pre and post workout nutrition, but intra-workout nutrition is often neglected. The optimal time to fuel your body is when you are working out, breaking down muscle fibers, expending stored glycogen, and depleting electrolytes. In order to stimulate maximum muscle growth and achieve a vicious, skin-splitting pump, we need to fuel our bodies. Spartan Fuel contains a comprehensive blend of EAAs, fast-acting carbohydrates, electrolytes, and mitochondrial boosters that provides your body with EXACTLY what it needs to perform at it’s highest level. Many of you are probably like myself; you put on your best Walter White impression and whip up a concoction of supplements to try and find that edge. Why should we leave gains on the table, right? Well, I had enough of guessing and watching my supplement cabinet (and monthly bill) continuously grow. And then it struck me. There’s no product that properly combines EAAs, carbs, and electrolytes. After lifting for years, absorbing everything I could on X, I figured it was time to make my own mark. That’s when I decided to connect with the man himself, BowTied Biohacker . Leveraging his expertise and my vision, we created a formula that would change the way we lift forever. We created a product that would be FELT IMMEDIATELY. After sending samples out to a bunch of bros here on X, the feedback was overwhelming — we had struck gold. Other-worldly pumps Gas tanks that were always running on full People crushing their log books, pumping out more reps than ever before… DURING EVERY SET Everyone felt like a million bucks. Once you try it, it you will never want to workout without it. It’s THAT good. We all push ourselves hard. Many of us train to failure. We want to get jacked. We want to get shredded. We all want to unleash our inner warrior in the gym. Now there’s a way to totally lock-in and dominate with intensity during very workout. We all know the feeling. Once in a while we have a workout that just blows us away. We feel stronger than ever, locked-in. We leave the gym with a high that has us feeling on top of the world. Now picture every single workout being that amazing. No other product can deliver the boost you need to consistently perform at the highest level. It’s basically a PED. We didn’t skimp out on quality. We didn’t cut corners. We included EVERYTHING needed to maximize results and boost performance. What many people don’t know is that in order for a supplement to truly be effective, the ingredients need to be dosed in the proper ratios. And that’s just what we did. And just when you think it can’t get any better (there has to be some catch, right…right?) We kept it natural — no artificial ingredients or sweeteners. This is something that digest like a dream, hits the bloodstream instantaneously, and fuels your muscles. Our competitors don’t do this. They sell a bunch of ingredients separately, trying to sell more products. Or they sell proprietary blends and junk loaded with fillers. Spartan Fuel makes your life easier. One tub. One scoop (or 2 if you’re like me and want to go hard). No more wasting money purchasing the entire supplement store. Whether you start drinking it on your way to the gym or as you begin your workout, you will quickly feel the difference. This fall, you can dominate every workout, and supercharge your winter bulk. And this post would not be complete without giving a huge thank you to @Thomas_Salamus_ TJ was instrumental to the birth of Spartan Fuel since Day 1. If you love his products, you’ll love Spartan Fuel. Rest assured, the quality is unmatched. The first batch is limited, so act now and don’t miss this opportunity to unlock your true potential.

Spartan

80,629 Aufrufe • vor 11 Monaten

vPay offshore accounts and physical cards have been getting field-tested IRL for a while now, and we’ll open them to the public as soon as we’re fully confident in the UX. But before offshore accounts go public, I want to address a few points: Some might point out that - vPay isn’t the first crypto card - vPay doesn’t have the lowest fees - So why choose vPay instead of the Coinbase 🛡️ Card or MetaMask 🦊 Card or KAST or or Tria, or any of the other big names? Now to address: Privacy | The biggest differentiator that sets vPay completely apart is Private Banking. The majority of the crypto card providers on the market use Rain infra. Even if you’ve never heard of them, that's what your favorite "NeoBank" uses. And due to their legal jurisdictions, they will report your finances to authorities since they're CRS and FACTA compliant. We are not. As an OmniBank, we work with different banking partners, and although KYC is required to use our services, our offshore banks are non-CRS and non-FACTA. Tax reporting is the responsibility and choice of the user. Offshore Accounts vs Physical Cards | I've tried to highlight this a few times so far. vPay has 3 offerings on the banking side of things. Virtual cards - live now. Physical cards - coming Q1 2026. The first two are similar to what everyone else on the market offers. The offshore accounts are not. which are coming this week. They allow unlimited spending, ATM withdrawals, and international SWIFT transfers, which very few “Neobanks” provide. Offshore accounts are coming this week. Self-Custody | We're not 100% non-custodial yet, as that is near impossible at the moment but it's something we're working towards. And we try to keep the users' self-custodial wallets in the loop as much as possible for maximum control. Those who have tried the vPay app know that almost every move asks for permission from their wallet, and we always encourage users to keep their funds in their non-custodial wallets until the very last moment, since our top-ups usually only take seconds to a minute to process. Fees | All of the card providers mentioned above either raised millions from VCs or in presales or have a huge org backing them. We have neither. vPay was self-funded and community-owned since day 1, launched under Virtuals Protocol Genesis V1 launch model, an objectively bad launch model and hugely unfavorable toward project teams. So even though vPay has been generating revenue and profitable from early on, we do not have the luxury of offering 0% fees yet, since they're mostly a marketing gimmick paid for by millions in VC money and not a sustainable business model for early-stage companies. What we're working towards instead, is true co-ownership of vPay and revenue-share with users. OmniBank vs NeoBank | I’m not a fan of the term “NeoBank.” It implies just a bank, but make it crypto. That’s not vPay. Our goals have always been clear: A) Anything and everything users need to do with their money and assets, both Web2 and Web3, all in one hub. Powered by a constellation of partner agents. The cards and the bank accounts are just the foundation. B) To eventually build independent financial rails for crypto and decouple from the chokehold of Visa/Mastercard. vLink is the first step toward this vision. This turned out to be a rather long tweet, but context matters. Questions and feedback welcome in replies or DMs. See you all with your vPay vCards very soon.
0:08

vPay offshore accounts and physical cards have been getting field-tested IRL for a while now, and we’ll open them to the public as soon as we’re fully confident in the UX. But before offshore accounts go public, I want to address a few points: Some might point out that - vPay isn’t the first crypto card - vPay doesn’t have the lowest fees - So why choose vPay instead of the Coinbase 🛡️ Card or MetaMask 🦊 Card or KAST or or Tria, or any of the other big names? Now to address: Privacy | The biggest differentiator that sets vPay completely apart is Private Banking. The majority of the crypto card providers on the market use Rain infra. Even if you’ve never heard of them, that's what your favorite "NeoBank" uses. And due to their legal jurisdictions, they will report your finances to authorities since they're CRS and FACTA compliant. We are not. As an OmniBank, we work with different banking partners, and although KYC is required to use our services, our offshore banks are non-CRS and non-FACTA. Tax reporting is the responsibility and choice of the user. Offshore Accounts vs Physical Cards | I've tried to highlight this a few times so far. vPay has 3 offerings on the banking side of things. Virtual cards - live now. Physical cards - coming Q1 2026. The first two are similar to what everyone else on the market offers. The offshore accounts are not. which are coming this week. They allow unlimited spending, ATM withdrawals, and international SWIFT transfers, which very few “Neobanks” provide. Offshore accounts are coming this week. Self-Custody | We're not 100% non-custodial yet, as that is near impossible at the moment but it's something we're working towards. And we try to keep the users' self-custodial wallets in the loop as much as possible for maximum control. Those who have tried the vPay app know that almost every move asks for permission from their wallet, and we always encourage users to keep their funds in their non-custodial wallets until the very last moment, since our top-ups usually only take seconds to a minute to process. Fees | All of the card providers mentioned above either raised millions from VCs or in presales or have a huge org backing them. We have neither. vPay was self-funded and community-owned since day 1, launched under Virtuals Protocol Genesis V1 launch model, an objectively bad launch model and hugely unfavorable toward project teams. So even though vPay has been generating revenue and profitable from early on, we do not have the luxury of offering 0% fees yet, since they're mostly a marketing gimmick paid for by millions in VC money and not a sustainable business model for early-stage companies. What we're working towards instead, is true co-ownership of vPay and revenue-share with users. OmniBank vs NeoBank | I’m not a fan of the term “NeoBank.” It implies just a bank, but make it crypto. That’s not vPay. Our goals have always been clear: A) Anything and everything users need to do with their money and assets, both Web2 and Web3, all in one hub. Powered by a constellation of partner agents. The cards and the bank accounts are just the foundation. B) To eventually build independent financial rails for crypto and decouple from the chokehold of Visa/Mastercard. vLink is the first step toward this vision. This turned out to be a rather long tweet, but context matters. Questions and feedback welcome in replies or DMs. See you all with your vPay vCards very soon.

The Dude

20,558 Aufrufe • vor 8 Monaten

In light of the Cybercab event this week, here are my expectations: Of course the first official Robotaxi rides in a Cybercab will happen. Good chance it's limited to a certain portion of the geofence, especially for the launch event to avoid any edge cases I think Elon will say a few words. Likely nothing we don't already know - thanking the teams and explaining the importance of and vision for Cybercab Frankly though what happens at the event doesn't matter. It's what the Cybercab service looks like the following day. I think best case scenario would be Tesla having ~25 active Cybercabs operating in Austin for a majority of the operating hours (6A - 10P). I think we all need to be prepared for somehwere around ~5-10 Cybercabs to be active for a week or so after the event and then a slow build from there While we don't know how many active Robotaxis Tesla has in Austin, we can guess it's ~50-75 on any given day. I think increasing that fleet by up to 50% is the most we should be hoping for. I think the survey going around where ~50% of people are expecting > 100 Cybercabs to be deployed is overly optimistic. Not that it can't happen, and I'd love to be wrong, it would just be a stark departure from everything we've seen/heard so far This event shouldn't be viewed as a scaling announcement, but rather a beginning of operations and celebration of the Cybercab. I know Elon said over the weekend Tesla is "about to" flood Austin with Cybercabs, but in his mind that could mean later this year with V15, not this week Given Ashok's recent commentary about why they're going broad instead of deep (more different cities instead of higher fleet volume in each), I'd be more impressed with Cybercab starting operations in the other active Robotaxi cities in the following week or two after the event. To me, that would be a great signal that the validation is going well with Cybercab more generally, not just in the Austin geofence where Tesla has extensive data So while this is a huge milestone (no wheel, no pedals, purpose built for autonomy, cost profile, attention-grabbing design etc.), I'm still not expecting to see hundreds of Robotaxis in Austin or other cities until later this year or early '27 $TSLA
0:14

In light of the Cybercab event this week, here are my expectations: Of course the first official Robotaxi rides in a Cybercab will happen. Good chance it's limited to a certain portion of the geofence, especially for the launch event to avoid any edge cases I think Elon will say a few words. Likely nothing we don't already know - thanking the teams and explaining the importance of and vision for Cybercab Frankly though what happens at the event doesn't matter. It's what the Cybercab service looks like the following day. I think best case scenario would be Tesla having ~25 active Cybercabs operating in Austin for a majority of the operating hours (6A - 10P). I think we all need to be prepared for somehwere around ~5-10 Cybercabs to be active for a week or so after the event and then a slow build from there While we don't know how many active Robotaxis Tesla has in Austin, we can guess it's ~50-75 on any given day. I think increasing that fleet by up to 50% is the most we should be hoping for. I think the survey going around where ~50% of people are expecting > 100 Cybercabs to be deployed is overly optimistic. Not that it can't happen, and I'd love to be wrong, it would just be a stark departure from everything we've seen/heard so far This event shouldn't be viewed as a scaling announcement, but rather a beginning of operations and celebration of the Cybercab. I know Elon said over the weekend Tesla is "about to" flood Austin with Cybercabs, but in his mind that could mean later this year with V15, not this week Given Ashok's recent commentary about why they're going broad instead of deep (more different cities instead of higher fleet volume in each), I'd be more impressed with Cybercab starting operations in the other active Robotaxi cities in the following week or two after the event. To me, that would be a great signal that the validation is going well with Cybercab more generally, not just in the Austin geofence where Tesla has extensive data So while this is a huge milestone (no wheel, no pedals, purpose built for autonomy, cost profile, attention-grabbing design etc.), I'm still not expecting to see hundreds of Robotaxis in Austin or other cities until later this year or early '27 $TSLA

Dillon Loomis

127,399 Aufrufe • vor 10 Tagen

This is the second of two posts I’m making about the teaching of Andy Stanley because I have a burden to warn people to be like the Bereans "examining the Scriptures daily to see if these things were so." (Acts 17:11). I have attached a short video clip where Stanley says we don’t know Jesus rose from the dead because the bible tells us so. He says it’s the other way around. Now how do we know Jesus bodily rose from the dead? Did any of us see it happen? No, it happened 2000 years ago. But haven’t people researched the resurrection and found all sorts of evidence consistent with Him rising from the dead. Yes, but such evidence, though powerful, and we can certainly use in our witnessing, does not ultimately prove He rose from the dead. In fact, no matter what evidence we point to in geology, biology, astronomy etc., none of this proves in an ultimate sense the bible is true. Now it is certainly true such evidence properly interpreted does confirm the bible’s history. For instance, the molecule of heredity DNA is a complex information system and language system. No one has seen matter produce information or a language from matter by natural processes. Our observations and experience show information and language have to come from an intelligence. Such evidence confirms an intelligence behind life. This certainly confirms the first verse of the bible, “In the beginning God created… .” But nonetheless, it’s not absolute proof. Think about it. We are finite beings living in the present. We don’t know everything. We don’t know how much we don’t know or do know in relation to whatever there is to know! When we try to interpret evidence of the present in relation to the past, how do we know we have all the relevant information to make the correct interpretation. Some information we don’t have could totally change our interpretation. That has certainly happened with scientists solving crimes using circumstantial evidence. When new evidence comes along, some of the interpretations change and certain people thought to be guilty were found they were innocent after-all. We need to have all the information needed. But we can’t know everything. However we have a book that claims over three thousand times to be the Word of God. This book claims that God moved people by His spirit to write His Word, what He wants revealed to us about life, the universe and history. This book, the bible, tells us that God knows everything, He is infinite in knowledge and wisdom. He has all information. “In whom are hidden all the treasures of wisdom and knowledge” (Colossians 2:3). If God’s Word is what it claims to be (and it is), then the infinite Creator God has revealed to us the key information we need to know to have the ability to correctly interpret this world in relation to the past, present and its purpose and meaning. “Therefore, we never stop thanking God that when you received his message from us, you didn’t think of our words as mere human ideas. You accepted what we said as the very word of God—which, of course, it is. And this word continues to work in you who believe” (1 Thessalonians 2:13). This means if we build our thinking on God’s Word, we build a Christian worldview to enable us to look at the world through “biblical glasses” and have the ability to correctly interpret and understand it. And Genesis 1-11 is the history that is foundational to the rest of the bible and thus our worldview. So, when we start with God’s Word we learn that the God revealed to us in the bible is the One Who created all things. Now by just looking at the world, for instance at DNA, we might deduce that there’s an intelligence behind life. But we would not know who that intelligence is unless revealed to us. The bible reveals who that intelligence is, God the father, Son, and Holy Spirit. But, if we just looked at the world with all its death, suffering and disease, we could assume that the intelligence behind life must be an ogre to make such a violent disease ridden suffering world. But when we start from God’s Word, we understand there was no death or disease to start with, but these entered the world because of sin. We also find man has a problem called sin which alienated him from God. We even find in Genesis that God promised someone would come to save us from our sin and restore our relationship with God (Genesis 3:15; 3:21). We learn later on that “someone” is Jesus--the one who became flesh for us, the babe in a manger 2000 years ago. It's important to understand we can’t know anything absolutely unless an absolute authority has revealed to us what we need to know. Now Andy Stanley claims we don’t know Jesus rose from the dead because the bible tells us so, but claims it’s the other way round, that because Jesus rose from the dead, we can believe what is says about this in the bible. In reality, Andy Stanley is actually claiming he knows all information about the resurrection to know it’s true so then he can proclaim what the bible says about the resurrection is true. This is not so. And remember from the previous post, Andy Stanley accepts man’s view of evolution and millions of years as true to declare what Genesis records about creation is not all true. So why shouldn't people take the word of others who claim Jesus didn't rise from the dead to then declare the account of the resurrection in the gospels can't be true. Stanley, as a finite fallen human being with very limited knowledge, starts outside the bible to go to the bible to make pronouncements over God’s written Word. No wonder he rejects a literal Genesis. Sadly, this is the case for the majority of our church leaders and Christian academics, particularly when it comes to Genesis. Think about it. Really Stanley is acting in accord with our sin nature because of what happened in Genesis 3. Part of our sin nature concerns us wanting to be our own god. Consider Genesis 3:1 and Genesis 3:5, the temptation by the devil. Satan tempted Adam and Eve to question God’s Word, and be want to be like God to decide good and evil, truth, etc., for themselves. In actuality, the statements Andy Stanley is making about Christianity and God’s Word are reflecting this sin problem we have. He is letting his sin nature master over him in this instance instead of letting God’s Word tell us clearly what we should believe. And I would say that about all Christians who reinterpret parts of the bible (like Genesis) because of beliefs from outside the bible. Now the whole bible is actually about Jesus, from the very first verse, that Jesus is the Creator (Colossians 1:16 “For by him all things were created,”), & and he is the Savior (Revelation 5:9), to the very last verse, “He who testifies to these things says, “Surely I am coming soon.” Amen. Come, Lord Jesus! The grace of the Lord Jesus be with all. Amen” (Revelation 22:20–21) God reveals all we need to know about Jesus in His Word. We know Jesus rose from the dead because the bible tells us so! We know we are sinners because the bible tells us so. We know we can be saved through faith in Christ because the bible tells us so. We know we need to repent of sin because the bible tells us so. As Christians we know we will spend eternity in Heaven because the bible tells us so. “So faith comes from hearing, and hearing through the word of God” (Romans 10:17). I still remember singing the chorus as a child Jesus loves me this I know, for the bible tells me so. Yes, the bible tells me so – that’s how know who Jesus is, that He is the Creator, that he died and rose from the dead, and that He is our Savior.
0:14

This is the second of two posts I’m making about the teaching of Andy Stanley because I have a burden to warn people to be like the Bereans "examining the Scriptures daily to see if these things were so." (Acts 17:11). I have attached a short video clip where Stanley says we don’t know Jesus rose from the dead because the bible tells us so. He says it’s the other way around. Now how do we know Jesus bodily rose from the dead? Did any of us see it happen? No, it happened 2000 years ago. But haven’t people researched the resurrection and found all sorts of evidence consistent with Him rising from the dead. Yes, but such evidence, though powerful, and we can certainly use in our witnessing, does not ultimately prove He rose from the dead. In fact, no matter what evidence we point to in geology, biology, astronomy etc., none of this proves in an ultimate sense the bible is true. Now it is certainly true such evidence properly interpreted does confirm the bible’s history. For instance, the molecule of heredity DNA is a complex information system and language system. No one has seen matter produce information or a language from matter by natural processes. Our observations and experience show information and language have to come from an intelligence. Such evidence confirms an intelligence behind life. This certainly confirms the first verse of the bible, “In the beginning God created… .” But nonetheless, it’s not absolute proof. Think about it. We are finite beings living in the present. We don’t know everything. We don’t know how much we don’t know or do know in relation to whatever there is to know! When we try to interpret evidence of the present in relation to the past, how do we know we have all the relevant information to make the correct interpretation. Some information we don’t have could totally change our interpretation. That has certainly happened with scientists solving crimes using circumstantial evidence. When new evidence comes along, some of the interpretations change and certain people thought to be guilty were found they were innocent after-all. We need to have all the information needed. But we can’t know everything. However we have a book that claims over three thousand times to be the Word of God. This book claims that God moved people by His spirit to write His Word, what He wants revealed to us about life, the universe and history. This book, the bible, tells us that God knows everything, He is infinite in knowledge and wisdom. He has all information. “In whom are hidden all the treasures of wisdom and knowledge” (Colossians 2:3). If God’s Word is what it claims to be (and it is), then the infinite Creator God has revealed to us the key information we need to know to have the ability to correctly interpret this world in relation to the past, present and its purpose and meaning. “Therefore, we never stop thanking God that when you received his message from us, you didn’t think of our words as mere human ideas. You accepted what we said as the very word of God—which, of course, it is. And this word continues to work in you who believe” (1 Thessalonians 2:13). This means if we build our thinking on God’s Word, we build a Christian worldview to enable us to look at the world through “biblical glasses” and have the ability to correctly interpret and understand it. And Genesis 1-11 is the history that is foundational to the rest of the bible and thus our worldview. So, when we start with God’s Word we learn that the God revealed to us in the bible is the One Who created all things. Now by just looking at the world, for instance at DNA, we might deduce that there’s an intelligence behind life. But we would not know who that intelligence is unless revealed to us. The bible reveals who that intelligence is, God the father, Son, and Holy Spirit. But, if we just looked at the world with all its death, suffering and disease, we could assume that the intelligence behind life must be an ogre to make such a violent disease ridden suffering world. But when we start from God’s Word, we understand there was no death or disease to start with, but these entered the world because of sin. We also find man has a problem called sin which alienated him from God. We even find in Genesis that God promised someone would come to save us from our sin and restore our relationship with God (Genesis 3:15; 3:21). We learn later on that “someone” is Jesus--the one who became flesh for us, the babe in a manger 2000 years ago. It's important to understand we can’t know anything absolutely unless an absolute authority has revealed to us what we need to know. Now Andy Stanley claims we don’t know Jesus rose from the dead because the bible tells us so, but claims it’s the other way round, that because Jesus rose from the dead, we can believe what is says about this in the bible. In reality, Andy Stanley is actually claiming he knows all information about the resurrection to know it’s true so then he can proclaim what the bible says about the resurrection is true. This is not so. And remember from the previous post, Andy Stanley accepts man’s view of evolution and millions of years as true to declare what Genesis records about creation is not all true. So why shouldn't people take the word of others who claim Jesus didn't rise from the dead to then declare the account of the resurrection in the gospels can't be true. Stanley, as a finite fallen human being with very limited knowledge, starts outside the bible to go to the bible to make pronouncements over God’s written Word. No wonder he rejects a literal Genesis. Sadly, this is the case for the majority of our church leaders and Christian academics, particularly when it comes to Genesis. Think about it. Really Stanley is acting in accord with our sin nature because of what happened in Genesis 3. Part of our sin nature concerns us wanting to be our own god. Consider Genesis 3:1 and Genesis 3:5, the temptation by the devil. Satan tempted Adam and Eve to question God’s Word, and be want to be like God to decide good and evil, truth, etc., for themselves. In actuality, the statements Andy Stanley is making about Christianity and God’s Word are reflecting this sin problem we have. He is letting his sin nature master over him in this instance instead of letting God’s Word tell us clearly what we should believe. And I would say that about all Christians who reinterpret parts of the bible (like Genesis) because of beliefs from outside the bible. Now the whole bible is actually about Jesus, from the very first verse, that Jesus is the Creator (Colossians 1:16 “For by him all things were created,”), & and he is the Savior (Revelation 5:9), to the very last verse, “He who testifies to these things says, “Surely I am coming soon.” Amen. Come, Lord Jesus! The grace of the Lord Jesus be with all. Amen” (Revelation 22:20–21) God reveals all we need to know about Jesus in His Word. We know Jesus rose from the dead because the bible tells us so! We know we are sinners because the bible tells us so. We know we can be saved through faith in Christ because the bible tells us so. We know we need to repent of sin because the bible tells us so. As Christians we know we will spend eternity in Heaven because the bible tells us so. “So faith comes from hearing, and hearing through the word of God” (Romans 10:17). I still remember singing the chorus as a child Jesus loves me this I know, for the bible tells me so. Yes, the bible tells me so – that’s how know who Jesus is, that He is the Creator, that he died and rose from the dead, and that He is our Savior.

Ken Ham

233,976 Aufrufe • vor 3 Jahren

Something isn’t adding up. We all know that even before all of this, Bianca and Dustin’s inner circle also included Mika and Will. When they bought the twinning bag, we later found out that aside from Dustin, Will was there too. Same with the steak night at Mika’s condo..rumors say Will was present as well. That’s why the two statements released feels jarring. The photos were clearly taken not just by Mika, but also by Will. Yet despite calling it a trip with friends.. no photos actually support that narrative. All that surfaced were selfies and POV shots.. If those photos came from private accounts, then the people who had access would’ve been their closest friends. I find it hard to believe that someone from that circle would casually throw them under the bus like that. =What’s more striking is that neither statement expressed hurt or betrayal over a trusted friend leaking the photos. Instead, both statements focused only on confirming that the photos were real, the trip happened, and that they are "friends." That makes me wonder..what if the photos were leaked deliberately? Not out of malice, but to finally end all the delusions? After all, as i said Dustbia has always been really close with Mika and Will. What if this was meant to put a stop to the slut-shaming and the constant nasty narratives being thrown at Bianca? I maybe wrong though... If anything, I only see one real root cause behind all of this..that stupid black screening just because you crazies were butthurt that Bianca and Dustin took that Thailand trip. Imagine if that never happened. #DUSTBIA #DUSTINYU #BIANCADEVERA
0:14

Something isn’t adding up. We all know that even before all of this, Bianca and Dustin’s inner circle also included Mika and Will. When they bought the twinning bag, we later found out that aside from Dustin, Will was there too. Same with the steak night at Mika’s condo..rumors say Will was present as well. That’s why the two statements released feels jarring. The photos were clearly taken not just by Mika, but also by Will. Yet despite calling it a trip with friends.. no photos actually support that narrative. All that surfaced were selfies and POV shots.. If those photos came from private accounts, then the people who had access would’ve been their closest friends. I find it hard to believe that someone from that circle would casually throw them under the bus like that. =What’s more striking is that neither statement expressed hurt or betrayal over a trusted friend leaking the photos. Instead, both statements focused only on confirming that the photos were real, the trip happened, and that they are "friends." That makes me wonder..what if the photos were leaked deliberately? Not out of malice, but to finally end all the delusions? After all, as i said Dustbia has always been really close with Mika and Will. What if this was meant to put a stop to the slut-shaming and the constant nasty narratives being thrown at Bianca? I maybe wrong though... If anything, I only see one real root cause behind all of this..that stupid black screening just because you crazies were butthurt that Bianca and Dustin took that Thailand trip. Imagine if that never happened. #DUSTBIA #DUSTINYU #BIANCADEVERA

little old me

118,678 Aufrufe • vor 7 Monaten