Another MASSIVE 😵‍💫 L for Australia 🇦🇺 Lemme do... the math. Oh yeah, another 1752 AUSD 💸 left the COLLAPSING 📉 island to get invested into the GROWING 📈Chinese 🇨🇳 economy. Could've gone into savings... But nope!~ 💫 EVERYTHING'S 💯 gone into Melu's pretty, and smart hands❗show more

Cel shaded models may look simple but underneath the... hood there's lots going on👉 -Outlines are controlled with vertex weights -Crisp lines like around the eyebrows are on their own UV island -Shadows aren't drawn into the base texture, AO maps are used for it. You can see there are permanent shadowed areas that blend into the shader shadows -Shadow color maps are used, otherwise the yellow area won't be able to have pinkish shadows It is also possible also do more with SDF maps and normal editing.. But that's for another timeshow more

Absolutely pumped to continue our Teremana Tequila international expansion... into the country of AUSTRALIA 🇦🇺🥃 When I created Teremana, the goal was to build a true international tequila brand for the world to enjoy 🌍 We, at Team Teremana knew a global build out would take years, but happy to say, here we are!! Step by step. Country by country. Sharing the MANA. Australia, enjoy your MANA and I can’t wait to get down there soon and we can all raise a glass of mana and do a helluva Teremana toast - Aussie style 🫱🏾‍🫲🏼🥃🇦🇺❤️ ~ dj founder #Teremana #ShareTheMana #AussieMana 🇦🇺🥃show more

𝐉𝐨𝐞 𝐑𝐨𝐠𝐚𝐧 𝐈𝐬 𝐏𝐨𝐥𝐢𝐭𝐢𝐜𝐚𝐥𝐥𝐲 𝐇𝐨𝐦𝐞𝐥𝐞𝐬𝐬 Rogan says the extremism... of the Democratic Party has left him stuck somewhere in the middle: “I’m what a liberal use to be. I don’t even lean more right, I lean more center, which is right now. The left has gone so far to the left; it has gone so far into this strange territory, this bizarre land of cult like thinking. It’s very strange.” Rogan is just one of the millions of people who have been left politically homeless by the Democratic and Republican Parties over the last few years. The largest political party currently, is no political party. As the parties get more extreme, people from both sides are waking up to the political nonsense we have been putting up with for far to long. Do you think there are more former Democrats or Republicans politically homeless heading into the 2024 election?show more

🚨 JUST IN: President Trump DOUBLES DOWN on his... support for ICE, telling them to RESUME traffic stops “We CANNOT give up one of I.C.E.'s most important and effective Crime Fighting tools, THE TRAFFIC STOP! Once we do, we are playing right into the criminal's hands. The Radical Left Dumocrats would like to see this done, but it won't happen on my watch.” “I.C.E., be judicious, fair and smart, and go back and do your very important job.”show more

23 years ago, a Panamanian musician recorded a mumbled,... gibberish placeholder vocal for a song. He planned to get back to it later to write actual lyrics, but the rough demo circulated online. Another internet user combined the audio with a looping video of actor Adam West dancing as Batman, which amplified the track into a full meme phenomenon. Seeing the massive viral reaction, the producers officially released the song with the original gibberish left completely intact. It became so popular that it made the top 20 on the official UK Singles Chart.show more

People get genuinely emotional when you suggest low reps... build muscle better. Not "equally well." BETTER. Why? Because they've invested years into high-rep training and the cognitive dissonance is unbearable. Admitting that 4-6 reps is superior means admitting they've spent years accumulating unnecessary fatigue and making slower progress than they could have. It's easier to get angry at the messenger than accept the message. I get it. Nobody wants to hear they've been doing it wrong. But the alternative is continuing to do it wrong for another 5 years while defending your suboptimal approach to strangers on the internet. Pride or progress. Choose one.show more

I wasn’t planning to step into another world that... day. But that’s exactly what happened when I stumbled upon Steampunk Transylvania, and let me tell you, it’s not just a museum, it’s a living, breathing art experience. From the very first step inside, everything changes. The air itself seems different, filled with the hum of creativity and the echoes of another era. This isn’t just a collection of artifacts: it’s a space where history meets imagination, where old objects tell new stories, and where young artists bring mechanical dreams to life. And the people? Oh, they don’t just work there, they pour their souls into every detail. The creators, the guides, the artists behind every piece, they make you feel like you’re stepping into their personal world of wonder. It’s the kind of place that reminds you why art is meant to be felt, not just seen. Every little mechanism, every sculpture, every carefully crafted contraption has a story, and I could’ve spent hours just soaking it all in. If you ever find yourself in Cluj, do yourself a favor: GO. Step through those doors, leave reality behind for a while, and get lost in the magic of this place. #SteampunkMuseumCluj #SteampunkTransylvaniashow more

So I think I've found another pretty incredible example... of the generalisability of neural network potentials: this is a problem I've been dreaming of tackling for a decade but never felt I had the the tools to get at until now: How do potassium ion channels work. 1/n These channels are ubiquitous throughout biology they carry potassium ions out of cells with incredible speed and selectivity and are critical for nerve functioning and neuronal firing etc. Despite this we still don't know basic things about them. In fact, debate has gone on for years in top journals about whether water is co-transported with potassium or not.show more

Aké deserved a proper send-off from the fans, just... like Bernardo and Stonesy. I get it, maybe there was a chance he could've stayed, so things weren't certain. Maybe at the time he didn't have offers lined up like the other two. But I really wish the club could do something for him. He was the most consistent defender in terms of performances whenever he was fit and available. A centre-back who slotted in at left-back during that Treble season when Pep switched to playing centre-backs as full-backs and pushed Stones into midfield. Reliable, composed, never complained. Leaves with my full respect. Always will. 🩵show more

Softmax vs Sigmoid ✍️ Interact 👉 = Softmax =... Softmax is how deep networks turn raw scores into a probability distribution — the final layer of every classifier, and the core of every attention head in a transformer. To see what it does, picture five boba tea shops on the same block, all competing for your dollar. Five candidates: a, b, c, d, e — different chains, different brewing styles, different pearls. A boba reviewer hands you a 𝘤𝘩𝘦𝘸𝘪𝘯𝘦𝘴𝘴 𝘴𝘤𝘰𝘳𝘦 for each — higher means perfectly chewy "QQ" pearls with the right bite (ask a Taiwanese friend to find out what QQ means). Negative scores are real: mushy bobas, overcooked pearls, a batch left sitting too long. How do you turn five chewiness scores into an allocation that adds to a whole dollar? You could spend everything at the chewiest shop, but that ignores how good the runners-up are. Softmax is the smooth alternative. Read the diagram left to right. First, raise each score to e^{x} — this does two things: it turns negative chewiness into small positives, and it stretches the gaps between scores exponentially. Then sum all five into a single total Z. Finally, divide each e^{x} by Z to get a probability. The five probabilities add up to one, so you can read them as percentages of your dollar. The chewiest shop gets the biggest slice — but never the whole dollar. That's the point of softmax: it ranks confidently while still leaving room for the others. = Sigmoid = Sigmoid squashes any real number into a probability between 0 and 1 — the classic activation for binary classification, and still the gating function inside LSTMs and GRUs. Same boba block as the previous Softmax example, narrowed to just two contenders — a hot new shop `a` with chewiness score x, and your usual go-to `b` whose score is pinned at zero (the neutral baseline you've come to expect). Sigmoid is just softmax with two players, one of them pinned to zero. Read the diagram left to right. First, raise each score to e^{x} — for the usual shop `b` whose score is zero, this is just e^0 = 1 (the constant baseline). Then sum the two into a total Z. Finally, divide each e^{x} by Z to get a probability. The two probabilities add up to one — the new shop wins more of your dollar when its pearls get chewier, and your usual keeps the rest. That's the point of sigmoid: it turns a single chewiness score into a clean 0-to-1 chance you'll try the new place over your usual. --- AI Math, Algorithms, Architectures by hand ✍️ Subscribe to my 60K+ reader newsletter 👉show more

High reps do nothing special for muscle growth. People... want them to, because high reps feel like work. But every reason given for their magic falls apart on contact. "Better pump." The pump is blood and fluid, gone within the hour. A sensation, never a stimulus. It builds nothing. "More time under tension." More time, yes, under less tension, because the weight had to be lighter. Time never drove growth. Tension does. "More metabolic stress." Never convincingly shown to build muscle alone. They infused lactate into training humans and the signal did not move. "The burn." Just metabolites pooling. It tells you the muscle is working to fuel itself, not that it is growing one bit. "More fibre recruitment." Only in the last few reps near failure. You grind fifteen reps for the handful a heavy five hands you instantly. "Kinder to the joints." Sometimes, less load per rep. But far more reps means more grinding under fatigue, and its own strain injuries. Strip it back and high reps grow muscle the same way low reps do: hard reps near failure, generating tension. They just cost far more work and fatigue to get there. Nothing special. Just longer, sweatier, and more tiring for the same result.show more

Here we go — banging up another flag at... work 🇦🇺 Nothing feels better than this, honestly. Every time I see the flag, I feel that energy — a reminder of how great our nation is. It makes me optimistic about the future for my children and the country they’re growing up in. Everywhere I go, I’m seeing more and more flags on homes. People message me asking, “Was it you? Was it the Sons putting flags up all around the city — even around the country?” The truth is, it’s not just us. There are people everywhere banging up flags — on gum trees, power poles, bridges. In the suburbs, families are proudly hanging the flag on their homes. And in workplaces too — I’m seeing more businesses flying the Aussie flag. If there’s no flag at your work, take one in. Ask the boss. Hang it up. Bring that energy into your workplace and your community wherever you can. And if you want to be part of a men’s group — a bunch of mates who are proud of the flag — that’s what we do. We go for a proper feed, we have a yarn, and we bang up Aussie flags 🇦🇺 If you love this nation and you’re looking for good blokes to stand alongside, you’re welcome. Get amongst it. Join our new bloke chat. God bless Australia 🇦🇺show more

Breaking news 🗞️ 🚨 Tesla just quietly solved a... problem in Australia. The Model X is gone from our market. But the new Model Y L Premium AWD might actually be the closest thing we have to a replacement. And honestly… it makes a lot of sense. ⚡ Tesla Model Y L – Key Specs • 0–100 km/h: ~5.0 sec • Range: ~681 km WLTP • Top speed: 201 km/h • Seating: 6 adults • Supercharging: 250 kW • ~288 km added in 15 min 💰 Australian pricing (before on-road costs) Model Y Long Range AWD → $68,900 Model Y L Premium AWD → ~$74,900 So for roughly $6k more, you get: ✔ 3 rows ✔ 6 seats ✔ Much larger cabin ✔ ~400L extra cargo capacity ✔ Longer wheelbase ✔ Even more range 📊 Quick comparison Model Y Long Range AWD • 5 seats • ~600 km range • 0–100 km/h: 4.8 sec • $68,900 Model Y L Premium AWD • 6 seats • ~681 km range • 0–100 km/h: 5.0 sec • ~$74,900 So performance drops slightly, but practicality goes way up. 🇦🇺 Why this matters in Australia Since Tesla stopped selling the Model X locally, there has been a real gap in the lineup for larger families. The Model Y L doesn’t completely replace the X. You lose things like: ❌ Adaptive air suspension ❌ Driver instrument cluster ❌ Falcon Wing doors ❌ Some luxury interior touches But you still get: ✔ Tesla software ecosystem ✔ Supercharger network ✔ Massive range ✔ Practical 3-row seating And at a much lower price than a Model X ever was. 👨‍👩‍👧‍👦 Who this is perfect for • Growing families • Current Model Y owners needing more space • Former Model X buyers • Anyone considering EV9 / EX90 but wanting Tesla’s ecosystem Personally, as a Model X owner, this is the first Tesla sold in Australia that actually feels like a realistic successor. I’m seriously considering replacing my Model X with the Model Y L, possibly around the end of Q2 or mid-Q3 this year. Not a perfect Model X replacement. But for Australia right now? This might be Tesla’s smartest family vehicle yet. ⚡🇦🇺 ORDER NOW : Tesla Australia & New Zealand Tesla AIshow more

🚨 WARNING: CHINA'S COLLAPSING IN REAL TIME. China’s real... estate market just crashed to a 20-year low. About 25% of the market is already GONE. And this collapse is NOT over. If you think this won't affect anything... YOU ARE COMPLETELY WRONG. This is NOT just about apartments. This is about one of the biggest engines of Chinese growth staying broken for years. While household wealth, confidence, and demand keep getting hit at the same time. That one fact explains a lot. Because property crashes do NOT stay inside property. - They hit spending. - They hit credit. - They hit local government finances. And then they hit the whole economy. Now look at how deep this already is. New home prices fell 3.2% year over year in February. 53 out of 70 cities were still falling month over month. Property investment has now declined for four straight years. And in December 2025, that drop reached a record 17.2%. That is NOT a market that is stabilizing. That is a market still breaking. And it gets worse. Home prices are expected to fall another 4% in 2026. The downturn is now expected to run into 2027. Even after a 40% national property price fall from 2021 to 2025, the system is still under pressure. Now connect the dots. When a housing market this big keeps falling, the damage does NOT stay local. - China’s households get poorer. - Consumption gets weaker. - Developers stay trapped. - Local governments lose land-sale revenue. And global markets get another reminder that one of the biggest growth engines in the world is still in deep trouble. This is NOT a small problem. This is a REAL slow-motion collapse that keeps feeding into growth, confidence, and risk. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.show more

being inside rift herald is like being inside a... woman first you have to channel your energy. can't just rush it. takes time to get in you wait for the right moment. timing matters you find the opening. position yourself correctly you go in. commit fully. no hesitation then you charge full speed. straight at the tower. nothing else matters. just you and the target little grubs come flying out. defenses gone. the enemy watching helplessly as you take everything the whole thing lasts like 12 seconds but the damage is done and if you mess up the timing? if you go in wrong? if you miss the window? you're just standing there. awkward. accomplishing nothing. apologizing. but here's the best part if you do it right. if you break down their defense. you get to go back inside again that's right. one good performance and you get another chance. round two most players one and done it. blow herald on a random tower and walk away but the smart players? they know if you take the first tower you can channel again. get back inside. do it all over that's how you get maximum value Study the Saskio wayshow more

🚨 WARNING: CHINA'S BIGGEST COLLAPSE IS STARTING. China’s real... estate market just crashed to a 20-year low. About 25% of the market is already gone. And this collapse is NOT over. If you think this is just another China headline YOU ARE COMPLETELY WRONG. This is NOT just about apartments. This is about one of the biggest engines of Chinese growth staying broken for years. While household wealth, confidence, and demand keep getting hit at the same time. That one fact explains a lot. Because property crashes do NOT stay inside property. - They hit spending. - They hit credit. - They hit local government finances. And then they hit the whole economy. Now look at how deep this already is. New home prices fell 3.2% year over year in February. 53 out of 70 cities were still falling month over month. Property investment has now declined for four straight years. And in December 2025, that drop reached a record 17.2%. That is NOT a market that is stabilizing. That is a market still breaking. And it gets worse. Home prices are expected to fall another 4% in 2026. The downturn is now expected to run into 2027. Even after a 40% national property price fall from 2021 to 2025, the system is still under pressure. Now connect the dots. When a housing market this big keeps falling, the damage does NOT stay local. - China’s households get poorer. - Consumption gets weaker. - Developers stay trapped. - Local governments lose land-sale revenue. And global markets get another reminder that one of the biggest growth engines in the world is still in deep trouble. This is NOT a small problem. This is a REAL slow-motion collapse that keeps feeding into growth, confidence, and risk. I’ve studied macro for 10 years and I called almost every major market top, including the October BTC ATH. Follow and turn notifications on. I’ll post the warning BEFORE it hits the headlines.show more

Moved to Dubai a month ago… Then two drones... exploded next to our building, I was listed #3 on the UAE public prosecutor’s list for “publishing illegal content” (the video of the Fairmont on fire that got 1.7m views) resulting in my X account being banned across the country, followed by another week of hiding in the basement due to constant barrages of missiles and drones. Then a couple days ago after Marina 23 and the airport got hit I decided we’ve pushed our luck far enough. Made our way over the border into Oman the night before last and flew out this morning. Good luck to everyone in the GCC. But if you have the means to get out – I suggest you do so. Don’t FAFO.show more