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World's Most Satisfying 66 kg Hexagonal Rusty Weight Block! Cutting! 🔪 😱

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🚨🚨 Thousands of people are already using Dr. William Makis's ivermectin dosing chart... 📌📌Clear and categorized breakdown based on body weight (mg/kg per day) recommended by Makis: 💊 LOW DOSE: ≤ 0.5 mg/kg/day Best for: - Cancers in remission - Strong family history or genetic predisposition - Prophylaxis (preventive) *Side effects:** No long-term side effects have been reported. **Example:** Dr. Tess Lawrie reported a case of stage 3 ovarian cancer treated with chemotherapy + 12 mg of ivermectin daily. The tumor marker CA125 dropped from 288 to 22 after 2 months and the tumor disappeared. 💊💊 MEDIUM DOSE: 1.0 mg/kg/day *Best for: Initial dose for **most cancers** (lung, pancreas, renal cell, gastric, etc.). **Side effects:** No long-term side effects have been reported. **Example:** The 70-year-old patient with prostate cancer (PSA 89) from Dr. Shankara Chetty took 45 mg/day (plus lactoferrin). After two months, the PSA fell to 10.9. 💊💊💊 HIGH DOSE: 2.0 mg/kg/day Best for: Very aggressive cancers (leukemia, pancreas, brain cancers). **Side effects:** No long-term side effects have been reported. **Example:** The stage 4 gallbladder cancer patient of Dr. Allan Landrito took 2 mg/kg daily for 14 months — the cancer disappeared. 💊💊💊💊 VERY HIGH DOSE: ≥ 2.5 mg/kg/day Best for: Extensive metastatic disease, extremely poor prognosis, or certain brain cancers. **Side effects:** Possible short-term and transient visual effects (generally resolve in a few days). **Example:** Dr. Shankara Chetty treated a patient with 2.5 mg/kg/day — no side effects were reported. **Quick conversion example (for a 60 kg / 132 lb person):** - Low: ≤30 mg/day - Medium: 60 mg/day (≈5×12 mg tablets or 1 teaspoon of liquid) - High: 120 mg/day - Very High: ≥150 mg/day There are many anecdotal reports of long-term daily use (months to over a year) without serious toxicity, but individual responses vary... Always work with a knowledgeable clinician, especially if you have preexisting conditions (e.g., vision problems or glaucoma)...🚨🚨 This is for educational purposes only... Share to spread awareness and save lives... Information is power...

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Single vs Multi-hand Attention by hand ✍️ Resize matrices yourself 👉 The most important fact about multi-head attention: it has the same parameter count as single-head attention. The difference is purely structural — same total Wqkv weights, partitioned into smaller q–k–v triples. Look at the two diagrams below. Both Wqkv matrices have the same height — same number of weight rows, same number of parameters. What changes is how that single tall block is sliced. • Left. One head. The full Wqkv produces one big QKV: a tall Q (36 rows), a tall K, a tall V. One scoring computation runs over those full-width tensors. • Right. 3 heads. The same-height Wqkv is sliced into 3 smaller q–k–v triples — each 12 rows tall. 3 scoring computations run in parallel, each a thinner version of the left. The compute trade-off — kind of. Same Wqkv weights. Multi-head runs the attention scoring S = Kᵀ × Q once per head, so the dot-product count multiplies by H. • Single-head: seq × seq = 40² = 1600 dot products • Multi-head: seq × seq × H = 40² × 3 = 4800 dot products (3×) But each multi-head dot product is narrower — its inner dimension is head_dim instead of H × head_dim. So when you count actual scalar multiplications, the totals are equal: • Single-head: seq² × (H × head_dim) = 40² × 36 = 57600 • Multi-head: seq² × H × head_dim = 40² × 3 × 12 = 57600 Same FLOPs. Multi-head buys you H independent attention patterns at no extra weight cost and no extra arithmetic cost — it's the same total compute, sliced into H finer-grained heads.

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Was This a Stonewall Penalty? Breaking Down Khusanov’s Challenge on João Pedro The Positioning: Joao Pedro is in full control of the ball, driving into the Manchester City penalty box. Rather than trailing behind, Khusanov has actually recovered enough ground to get alongside and slightly ahead of Joao Pedro. Khusanov is cutting across Pedro's running path to get his body between the attacker and the ball. The Contact: In this exact moment, Khusanov is not pushing Joao Pedro in the back. Instead, Khusanov is leaning his body weight leftwards into Joao Pedro to shield the ball. It is actually Joao Pedro who has his left arm extended with his hand resting on Khusanov's back/shoulder area as they battle for position. In football, a defender is allowed to step across an attacker and use their body to shield the ball once they have established position, provided it is within playing distance of the ball. Since Khusanov is using his body to block the run and it's shoulder-to-shoulder (with Pedro's hand on him), this changes the dynamic completely from a "push." Looking at this specific angle, it looks much more like a standard physical battle where the defender successfully "boxes out" the attacker. Because Khusanov uses his body positioning legally to ease Pedro off the ball rather than illegally shoving him from behind, the referee’s decision not to award a penalty is the correct one.

Was This a Stonewall Penalty? Breaking Down Khusanov’s Challenge on João Pedro The Positioning: Joao Pedro is in full control of the ball, driving into the Manchester City penalty box. Rather than trailing behind, Khusanov has actually recovered enough ground to get alongside and slightly ahead of Joao Pedro. Khusanov is cutting across Pedro's running path to get his body between the attacker and the ball. The Contact: In this exact moment, Khusanov is not pushing Joao Pedro in the back. Instead, Khusanov is leaning his body weight leftwards into Joao Pedro to shield the ball. It is actually Joao Pedro who has his left arm extended with his hand resting on Khusanov's back/shoulder area as they battle for position. In football, a defender is allowed to step across an attacker and use their body to shield the ball once they have established position, provided it is within playing distance of the ball. Since Khusanov is using his body to block the run and it's shoulder-to-shoulder (with Pedro's hand on him), this changes the dynamic completely from a "push." Looking at this specific angle, it looks much more like a standard physical battle where the defender successfully "boxes out" the attacker. Because Khusanov uses his body positioning legally to ease Pedro off the ball rather than illegally shoving him from behind, the referee’s decision not to award a penalty is the correct one.

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A widely circulated combat video from the Donbas War in Eastern Ukraine shows a pro-Russian separatist fighter firing a PTRS-41 anti-tank rifle from a standing position — a clip that left millions of online viewers stunned. First surfacing on social media around 2014–2015, the viral military footage captures the fighter bracing the massive weapon's stock against his arm and shoulder before firing a 14.5mm armor-piercing round. Although firing a WWII-era semi-automatic anti-tank rifle while standing looks reckless and physically dangerous, weapons and ballistics experts confirm it's not as catastrophic as it appears. At 46 pounds (21 kg), the PTRS-41's sheer weight, combined with its built-in muzzle brake recoil reduction and gas-operated semi-automatic action, absorbs most of the recoil energy before it reaches the shooter — resulting in an awkward but survivable firing experience. Rather than showing a serious injury or freak accident, this Donbas war footage actually documents a fighter showcasing a rare Soviet anti-tank rifle on camera — a clear example of military misinformation and out-of-context war footage spreading online without proper explanation. The real story behind the clip connects to a fascinating chapter in modern military history. During the early Donbas conflict (2014–2015), both pro-Russian militias and Ukrainian armed forces raided long-abandoned Soviet-era weapons depots, leading to the surprising reemergence of vintage WWII firearms on a modern battlefield. The PTRS-41, originally a World War II anti-tank weapon, was repurposed as a heavy anti-materiel sniper rifle — a relic of WWII finding unexpected new life in 21st-century warfare.

A widely circulated combat video from the Donbas War in Eastern Ukraine shows a pro-Russian separatist fighter firing a PTRS-41 anti-tank rifle from a standing position — a clip that left millions of online viewers stunned. First surfacing on social media around 2014–2015, the viral military footage captures the fighter bracing the massive weapon's stock against his arm and shoulder before firing a 14.5mm armor-piercing round. Although firing a WWII-era semi-automatic anti-tank rifle while standing looks reckless and physically dangerous, weapons and ballistics experts confirm it's not as catastrophic as it appears. At 46 pounds (21 kg), the PTRS-41's sheer weight, combined with its built-in muzzle brake recoil reduction and gas-operated semi-automatic action, absorbs most of the recoil energy before it reaches the shooter — resulting in an awkward but survivable firing experience. Rather than showing a serious injury or freak accident, this Donbas war footage actually documents a fighter showcasing a rare Soviet anti-tank rifle on camera — a clear example of military misinformation and out-of-context war footage spreading online without proper explanation. The real story behind the clip connects to a fascinating chapter in modern military history. During the early Donbas conflict (2014–2015), both pro-Russian militias and Ukrainian armed forces raided long-abandoned Soviet-era weapons depots, leading to the surprising reemergence of vintage WWII firearms on a modern battlefield. The PTRS-41, originally a World War II anti-tank weapon, was repurposed as a heavy anti-materiel sniper rifle — a relic of WWII finding unexpected new life in 21st-century warfare.

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