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One missing array entry started it all. then two WordPress core bugs chained through SQL injection, cache poisoning and an administrator identity switch -> ending in unauthenticated RCE. We reconstructed the path. CVE-2026-63030 kudos for discovering hashkitten Assetnote

15,304 次观看 • 17 天前 •via X (Twitter)

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ResNet by hand ✍️ ~ 10 steps walkthrough below "Deep Residual Learning for Image Recognition" (Kaiming He, CVPR 2016) is among the most cited papers in all of deep learning. Why does it matter so much? It fixed the exploding and vanishing gradients that kept deep networks from being deep, and made thousands of layers possible. How simple was the fix? An identity matrix. Goal: push three input vectors through a residual block, then through a transformer encoder block, filling in every cell yourself. = 1. Given = A mini batch of three input vectors, 3D, and the weights of the layers ahead. = 2. Linear layer = Let us multiply by the weights, add the bias, and apply ReLU so negatives become 0. Three feature vectors out. This is F(X). = 3. Concatenate = Now the trick. Stack an identity matrix beside the second layer's weights, and stack the input vectors under the features. Draw the lines between rows and columns: those are the skip connections. The identity is the residual. = 4. Linear layer + identity = We multiply the two stacked matrices. The identity carries X straight through while the weights transform it, so a single multiplication computes F(X) + X. Apply ReLU and hand it to the next block. Now watch the same trick inside a transformer, first in attention. = 5. Attention = Let us take three input vectors in 2D, compute the attention matrix, and multiply to get attention weighted vectors. = 6. Concatenate = We stack two identities this time, two residuals, which is how you get 1 + 1, and stack the input vectors with the attention weighted ones. = 7. Add = Multiply the stacked matrices. The identity adds attention to its own input, across the columns, which is how positions get combined. And again in the feed forward layer. = 8. First layer = Let us multiply by the feed forward weights and bias, then ReLU. Three feature vectors. = 9. Concatenate = Stack and link exactly as in step 3: the residual again. = 10. Second layer + identity = We multiply, apply ReLU, and pass the result to the next encoder block. This identity adds across the rows, combining features rather than positions. Takeaway: one simple "add" is what made really deep networks possible. 💾 Save this post!

Tom Yeh

17,807 次观看 • 7 天前

Peter Bogdanovich on how a Comedy scene should be structured: "Interviewer: When you are doing comedy and pacing a joke, do you work at a series of payoffs—at a topper? Bogdanovich: You’ve usually got to have three jokes and then a fourth on the same subject that’s funnier than the other three. If you don’t give the audience the topper, they slightly resent you. I think the best one I did was in 'What’s Up, Doc?' (1972) Obviously, the pane of glass scene is a great joke; Buck Henry wrote that, based on an idea of Benton and Newman’s. That was like ten jokes building to the guy going through the glass. The glass had to break. If it hadn’t broken I would have been shot, and the people would have stormed out of the theater in fury. But one day, while we were going through San Francisco looking for locations—we were about twenty in a bus driving around—I had an idea. I said, “Wouldn’t it be funny if we had a Volkswagen bus, and the first car hits it and smashes it up, and then the second car hits it and smashes it some more, and then a third car hits it, and then finally the guy who owns it runs out, and the whole thing falls over?” Everybody laughed, so I said, “Let’s do that.” It’s just a very satisfying joke because the audience laughs every time the cars hit, and then on the last one, when the thing falls over, they’re thrilled that we went all the way with it. It’s not even laughter—it’s relief. “Thank God he went all the way.” But, there’s another scene in What’s Up, Doc? that didn’t go all the way, and I’ll always regret it. It’s when all the cars go in the water, and then the police cars pull up. I should have had one of those police cars go in. I knew in preview the audience wanted that to happen, but I didn’t have it. I should have had one of the police cars tear out to the edge of the pier and teeter over the edge, halfway. I should have had two cops jump out, and as they’re hanging on above the water, their car topples in. Once it falls, they fall in. That would have been terrific." (Peter Bogdanovich, AFI, 1978)

DepressedBergman

734,860 次观看 • 8 个月前

Jason Sudeikis says Ted Lasso started as just a commercial for the Premier League before both NBC and Netflix passed on it, and Apple said yes “NBC Sports got the rights for the Premier League back in 2013. An ad company came to me with five ideas. One was a football coach coaches soccer. This was like May of 2013” “I was like, okay, can I bring two friends. They came over. We had the laptop open and just wrote out beats for ideas. We knew we were going to have two days. We were going to shoot it in London. It was one of those moments where I was just in a flow state” “We go over there and make the commercial. It's a multi million dollar campaign. We did not write a script. We have no script. The ad company did, but we were only using little pieces of it. I came up with the name Ted Lasso. I was just like, what about Ted Lasso. I liked the idea of a first name and a noun” “It was a little short film. It was three and a half minutes. It was just a commercial for the Premier League on NBC Sports. Here's a couple hundred grand to make this commercial. The commercial does so well with football fans, soccer fans, comedy people” “Then we enjoyed doing it so much that we were like, hey, can we do another one. They said, yes, but we don't have the budget we had last year, so we can't fly you over there. The whole premise of the commercial is Ted Lasso gets hired by Tottenham Hotspur and then gets fired three days later because he doesn't know what he's doing” “Then we did the second one. That's where the show idea came from. Ted gets hired, gets fired, but isn't mad at anybody. He falls in love with soccer, falls in love with London, and now he's living back in New York, waking up at 7 am to watch Premier League games, driving a Mini Cooper. All these silly jokes” “We sit around for a week and wrote for three days. So many good ideas came out that in three days we had six episodes figured out. Joe had written a spit draft of the pilot, which was about 85% of what we ended up doing. That was 2015. Then it just sat there for years” “Then it wasn’t until, Bill Lawrence had an idea for a show he wanted me to do that wasn't the right fit. I said, me and my friends have this. I handed him the stack, and he read it. Yeah, there's a lot of good ideas there” “NBC passed on it. We went to all the people. NBC, Netflix. But it makes sense. Nobody knows, it's just an idea. And Apple was like, yeah, let's do it”

dank

354,620 次观看 • 15 天前

JAMESSU AT DMDLAND3 D2 #DMDLAND3DAY2 #JamesSu #JDSEngsub I’m JamesSu. I’ve been with Domundi for a very long time, from Gen 1 and Gen 2, all the way to Gen 5 now. First of all, I want to say that looking back at everything it took to get here, I feel like I’ve been through so much. It’s been so much that sometimes I secretly wonder if I’ve even chosen the right path. There are so many emotions involved that I can’t explain them all today, or perhaps ever. There was a time when we started with nothing, then reached what I suppose was the pinnacle of life, and then it went down, and up and down again. I’ve faced the good times and various dramas. So many things that it almost feels like a dream. I never thought one person would have to shoulder so much. There were moments when I felt worthless or even started looking down on myself. However, I want to thank all my friends. Even if we haven't always talked about the specific problems, dramas, or successes each of us has faced, I always remind myself that in this house, I’m not the only one walking a path covered in stones and gravel. Knowing I have friends sharing the joys and sorrows makes me feel like I’m not alone. Even if those lonely thoughts creep in sometimes, I guess that’s just human nature. Most importantly, I have to thank P’Aoftion and the entire team for looking after us, no matter which gen we belong to. Whenever we have a problem, the Domundi behind-the-scenes team is always there, calling us directly to check in. Thank you for teaching us what real life is like, until we became who we are today. Thank you so much.

𝒋𝒅𝒔 ❄️

15,974 次观看 • 3 个月前

‼️Without going into details, Zelenskyy hinted that they talked with Trump about Crimea, among other things: President Trump’s words today were absolutely right, especially about our Crimea. It all started with Russia’s seizure of Crimea, and if there had been strong leadership back then, this war just wouldn’t have happened. _______________________________________ “I just talked to the President of the United States, President Trump. I wished him a happy birthday and congratulated him on American Army Day. Today, there are two holidays in America, and we had a really good conversation. It wasn't just about congratulations; we talked a lot about key topics like the war, its roots, diplomatic possibilities, and proposals from our partners. We spoke for a long time and in great detail. All Ukrainians have one wish for President Trump: that we finally achieve peace and succeed together with America and all our partners. This is the most important thing we all want. It's crucial that American society fully supports our Ukrainian desire for a decent peace and backs us in defending against the Russian war. And President Trump's words today were absolutely right, especially about our Crimea. It all started with Russia's seizure of Crimea, and if there had been strong leadership back then, this war just wouldn't have happened. I thanked the President of the United States for all the assistance that America provided. We've arranged to meet with him in Europe in the coming days. There will be Group of Seven meetings. Of course, Ukraine, our defense, and our ability to achieve peace will be among the main topics” Ukrainian President on Sunday, June 14th, 2026.

Kateryna Lisunova

53,060 次观看 • 1 个月前