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Bad Bluetooth a.k.a FAKE Bluetooth keyboard attack running on the Kali Linux NetHunter Smartwatch! TicWatch Pro 3 injecting keystrokes into a Samsung Tab 😎⌚📡 I finally had time to shoot it 🙏 OffSec Mobile Hacker David Bombal Christian B. V0lk3n Re4son Kernel
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![CLAIM: Kamala HQ says Donald Trump called Neo-Nazis “very fine people.” REALITY: This claim has been debunked by left-wing Snopes and rated “false.” See Trump’s full quote below: “You had some very bad people in that group [the Neo-Nazi group], but you also had people that were very fine people, on both sides.” In his statement Donald Trump goes on to disavow and condemn the Neo-Nazi group and any other group inciting violence in Charlottesville. For full context, consider reading those quotes and Trump’s remarks in the full transcript below: Reporter: "Let me ask you, Mr. President, why did you wait so long to blast neo-Nazis?" Trump: "I didn’t wait long. I didn’t wait long." Reporter: "Forty-eight hours." Trump: "I wanted to make sure, unlike most politicians, that what I said was correct -- not make a quick statement. The statement I made on Saturday, the first statement, was a fine statement. But you don’t make statements that direct unless you know the facts. It takes a little while to get the facts. You still don’t know the facts. And it’s a very, very important process to me, and it’s a very important statement. "So I don’t want to go quickly and just make a statement for the sake of making a political statement. I want to know the facts. If you go back to -- Reporter: "So you had to (inaudible) white supremacists?" Trump: "I brought it. I brought it. I brought it." Reporter: "Was it terrorism, in your opinion, what happened?" Trump: "As I said on -- remember, Saturday -- we condemn in the strongest possible terms this egregious display of hatred, bigotry, and violence. It has no place in America. And then it went on from there. Now, here’s the thing --" *inaudible* Trump: "Excuse me. Excuse me. Take it nice and easy. Here’s the thing: When I make a statement, I like to be correct. I want the facts. This event just happened. In fact, a lot of the event didn’t even happen yet, as we were speaking. This event just happened. "Before I make a statement, I need the facts. So I don’t want to rush into a statement. So making the statement when I made it was excellent. In fact, the young woman, who I hear was a fantastic young woman, and it was on NBC -- her mother wrote me and said through, I guess, Twitter, social media, the nicest things. And I very much appreciated that. I hear she was a fine -- really, actually, an incredible young woman. But her mother, on Twitter, thanked me for what I said. "And honestly, if the press were not fake, and if it was honest, the press would have said what I said was very nice. But unlike you, and unlike -- excuse me, unlike you and unlike the media, before I make a statement, I like to know the facts." Reporter: "The CEO of Walmart said you missed a critical opportunity to help bring the country together. Did you?" Trump: "Not at all. I think the country -- look, you take a look. I’ve created over a million jobs since I’m President. The country is booming. The stock market is setting records. We have the highest employment numbers we’ve ever had in the history of our country. We’re doing record business. We have the highest levels of enthusiasm. So the head of Walmart, who I know -- who’s a very nice guy -- was making a political statement. I mean -- I’d do it the same way. And you know why? Because I want to make sure, when I make a statement, that the statement is correct. And there was no way -- there was no way of making a correct statement that early. I had to see the facts, unlike a lot of reporters. Unlike a lot of reporters -- Reporter: "Nazis were there." Reporter: "David Duke was there." Trump: "I didn’t know David Duke was there. I wanted to see the facts. And the facts, as they started coming out, were very well stated. In fact, everybody said, ‘His statement was beautiful. If he would have made it sooner, that would have been good.’ I couldn’t have made it sooner because I didn’t know all of the facts. Frankly, people still don’t know all of the facts. "It was very important -- excuse me, excuse me -- it was very important to me to get the facts out and correctly. Because if I would have made a fast statement -- and the first statement was made without knowing much, other than what we were seeing. The second statement was made after, with knowledge, with great knowledge. There are still things -- excuse me -- there are still things that people don’t know. I want to make a statement with knowledge. I wanted to know the facts." Reporter: "Two questions. Was this terrorism? And can you tell us how you’re feeling about your chief strategist, Stephen Bannon?" Trump: "Well, I think the driver of the car is a disgrace to himself, his family, and this country. And that is -- you can call it terrorism. You can call it murder. You can call it whatever you want. I would just call it as the fastest one to come up with a good verdict. That’s what I’d call it. Because there is a question: Is it murder? Is it terrorism? And then you get into legal semantics. The driver of the car is a murderer. And what he did was a horrible, horrible, inexcusable thing. Reporter: "Can you tell us broadly what your -- do you still have confidence in Steve?" Trump: "Well, we’ll see. Look, look -- I like Mr. Bannon. He’s a friend of mine. But Mr. Bannon came on very late. You know that. I went through 17 senators, governors, and I won all the primaries. Mr. Bannon came on very much later than that. And I like him, he’s a good man. He is not a racist, I can tell you that. He’s a good person. He actually gets very unfair press in that regard. But we’ll see what happens with Mr. Bannon. But he’s a good person, and I think the press treats him, frankly, very unfairly." Reporter: "Sen. (John) McCain said that the alt-right is behind these attacks, and he linked that same group to those who perpetrated the attack in Charlottesville." Trump: "Well, I don’t know. I can’t tell you. I’m sure Senator McCain must know what he’s talking about. But when you say the alt-right, define alt-right to me. You define it. Go ahead." Reporter: "Well, I’m saying, as Senator --" Trump: "No, define it for me. Come on, let’s go. Define it for me." Reporter: "Senator McCain defined them as the same group --" Trump: "Okay, what about the alt-left that came charging at -- excuse me, what about the alt-left that came charging at the, as you say, the alt-right? Do they have any semblance of guilt? "Let me ask you this: What about the fact that they came charging with clubs in their hands, swinging clubs? Do they have any problem? I think they do. As far as I’m concerned, that was a horrible, horrible day. Wait a minute. I’m not finished. I’m not finished, fake news. That was a horrible day -- " I will tell you something. I watched those very closely -- much more closely than you people watched it. And you have -- you had a group on one side that was bad, and you had a group on the other side that was also very violent. And nobody wants to say that, but I’ll say it right now. You had a group -- you had a group on the other side that came charging in, without a permit, and they were very, very violent." Reporter: "Do you think that what you call the alt-left is the same as neo-Nazis?" Trump: "Those people -- all of those people – excuse me, I’ve condemned neo-Nazis. I’ve condemned many different groups. But not all of those people were neo-Nazis, believe me. Not all of those people were white supremacists by any stretch. Those people were also there because they wanted to protest the taking down of a statue of Robert E. Lee." Reporter: "Should that statue be taken down?" Trump: "Excuse me. If you take a look at some of the groups, and you see -- and you’d know it if you were honest reporters, which in many cases you’re not -- but many of those people were there to protest the taking down of the statue of Robert E. Lee. "So this week it’s Robert E. Lee. I noticed that Stonewall Jackson is coming down. I wonder, is it George Washington next week? And is it Thomas Jefferson the week after? You know, you really do have to ask yourself, where does it stop? "But they were there to protest -- excuse me, if you take a look, the night before they were there to protest the taking down of the statue of Robert E. Lee. Infrastructure question. Go ahead." Reporter: "Should the statues of Robert E. Lee stay up?" Trump: "I would say that’s up to a local town, community, or the federal government, depending on where it is located." Reporter: "How concerned are you about race relations in America? And do you think things have gotten worse or better since you took office?" Trump: "I think they’ve gotten better or the same. Look, they’ve been frayed for a long time. And you can ask President Obama about that, because he’d make speeches about it. But I believe that the fact that I brought in -- it will be soon -- millions of jobs -- you see where companies are moving back into our country -- I think that’s going to have a tremendous, positive impact on race relations. "We have companies coming back into our country. We have two car companies that just announced. We have Foxconn in Wisconsin just announced. We have many companies, I say, pouring back into the country. I think that’s going to have a huge, positive impact on race relations. You know why? It’s jobs. What people want now, they want jobs. They want great jobs with good pay, and when they have that, you watch how race relations will be. "And I’ll tell you, we’re spending a lot of money on the inner cities. We’re fixing the inner cities. We’re doing far more than anybody has done with respect to the inner cities. It’s a priority for me, and it’s very important." Reporter: "Mr. President, are you putting what you’re calling the alt-left and white supremacists on the same moral plane?" Trump: "I’m not putting anybody on a moral plane. What I’m saying is this: You had a group on one side and you had a group on the other, and they came at each other with clubs -- and it was vicious and it was horrible. And it was a horrible thing to watch. "But there is another side. There was a group on this side. You can call them the left -- you just called them the left -- that came violently attacking the other group. So you can say what you want, but that’s the way it is. Reporter: (Inaudible) "… both sides, sir. You said there was hatred, there was violence on both sides. Are the --" Trump: "Yes, I think there’s blame on both sides. If you look at both sides -- I think there’s blame on both sides. And I have no doubt about it, and you don’t have any doubt about it either. And if you reported it accurately, you would say." Reporter: "The neo-Nazis started this. They showed up in Charlottesville to protest --" Trump: "Excuse me, excuse me. They didn’t put themselves -- and you had some very bad people in that group, but you also had people that were very fine people, on both sides. You had people in that group. Excuse me, excuse me. I saw the same pictures as you did. You had people in that group that were there to protest the taking down of, to them, a very, very important statue and the renaming of a park from Robert E. Lee to another name." Reporter: "George Washington and Robert E. Lee are not the same." Trump: "George Washington was a slave owner. Was George Washington a slave owner? So will George Washington now lose his status? Are we going to take down -- excuse me, are we going to take down statues to George Washington? How about Thomas Jefferson? What do you think of Thomas Jefferson? You like him?" Reporter: "I do love Thomas Jefferson." Trump: "Okay, good. Are we going to take down the statue? Because he was a major slave owner. Now, are we going to take down his statue? "So you know what, it’s fine. You’re changing history. You’re changing culture. And you had people -- and I’m not talking about the neo-Nazis and the white nationalists -- because they should be condemned totally. But you had many people in that group other than neo-Nazis and white nationalists. Okay? And the press has treated them absolutely unfairly. "Now, in the other group also, you had some fine people. But you also had troublemakers, and you see them come with the black outfits and with the helmets, and with the baseball bats. You had a lot of bad people in the other group." Reporter: "Sir, I just didn’t understand what you were saying. You were saying the press has treated white nationalists unfairly? I just don’t understand what you were saying." Trump: "No, no. There were people in that rally -- and I looked the night before -- if you look, there were people protesting very quietly the taking down of the statue of Robert E. Lee. I’m sure in that group there were some bad ones. The following day it looked like they had some rough, bad people -- neo-Nazis, white nationalists, whatever you want to call them. "But you had a lot of people in that group that were there to innocently protest, and very legally protest -- because, I don’t know if you know, they had a permit. The other group didn’t have a permit. So I only tell you this: There are two sides to a story. I thought what took place was a horrible moment for our country -- a horrible moment. But there are two sides to the country. "Does anybody have a final -- Reporter: "What makes you think you can get an infrastructure bill? You didn’t get health care -- Trump: "Well, you know, I’ll tell you. We came very close with health care. Unfortunately, John McCain decided to vote against it at the last minute. You’ll have to ask John McCain why he did that. But we came very close to health care. We will end up getting health care. But we’ll get the infrastructure. And actually, infrastructure is something that I think we’ll have bipartisan support on. I actually think Democrats will go along with the infrastructure." Reporter: "Mr. President, have you spoken to the family of the victim of the car attack?" Trump: "No, I’ll be reaching out. I’ll be reaching out." Reporter: "When will you be reaching out?" Trump: "I thought that the statement put out -- the mother’s statement I thought was a beautiful statement. I will tell you, it was something that I really appreciated. I thought it was terrific. And, really, under the kind of stress that she’s under and the heartache that she’s under, I thought putting out that statement, to me, was really something. I won’t forget it. "Thank you, all, very much. Thank you. Thank you." -- END OF TRANSCRIPT --](https://image.24vids.com/tw-1823032682730946863/ext_tw_video_thumb/1823032443038994432/pu/img/9AYuKrCdHdMAI4Hx.jpg)
![I think I can finally report some success training a quite accurate IDM capable of recovering keystrokes from Minecraft gameplay, even in quite PvP-heavy situations. At this point the model does not only know what keys are pressed to the extent reasonably discernible, it also knows how fast it is moving in 3D space at all times, even when knockback is mixing with the self-move impulse. Now, recovering keystrokes from normal external capture footage is just about impossible. E.g. W/A/S/D does exactly nothing during partial tick frames and jumping mid-air is also equally useless, so asking the model to recover key down states is inherently unreasoanble. Mouse deltas are also completely arbitrary units, as game mouse sensitivity introduces an arbitrary scale factor into the equation. The only good option is to think carefully about your model-environment contract, and only record "logical actions", not raw keystrokes. So here's a few unfortunate lessons I had to learn in roughly this order. - Choose good units. (bad: mouse deltas, good: delta radians [yes, you will need game-internal state]) - Capture from inside the main game loop and read the game fbo to get consistent frame-action pairing. Doing post-mortem pairing is hopeless. - Carefully define when you think keystrokes actually have an effect. (jump only works on ground, when flying or in water etc.) More subtle: The key may already be down, but no tick has happened yet to actually use the value. Hence: ignore Seperate gamestate into "fast and slow-moving" components. E.g. movement is likely tick based, camera rotation is very likely updated every frame in essentially every game ever. - Think about your frame-action correspondance contract (How old is the frame in relation to the inputs you capture? Will double or tripple buffering affect you?) Think about the game loop timeline, where you are sampling, how old the data you are reading is, and where the ticks are happening around you. Language models used to simply not have a model-environment contract, but even now with the model "living" in a designated harness, the contract still boils down to formatting, and tool implementation intrinsics. While also important, it is still quite a bit more obvious because the violations are in some way shape or form reflected as text you can actually see. - ffmpeg dropping frames cummulatively screws the model the further you get into the sequence because your targets are now shifted. If you can't encode the video in real-time, too bad. - Sodium has a frames in flight system different from vanilla Minecraft, which will also offset your targets from your frames. (there goes that data...) - Models are succeptible to latency. If there is too big of a delay between action and on-screen reflection, your performance degrades. At this point I realize ~100hours of gameplay is essentially no longer usable as a dataset. You can train on this data, but all you'll get is a mushy mess. However, some good news: - Making the model predict physics gamestate scalars helps the model generalize. For instantaneous events like jump, it's unreasonable to ask the model emit a short burst of jump=true at exactly the right time, however if you also predict your current y-velocity, the model has supervision signal for the "latent" from which that onground jump becomes apparent. Recovering x/z motion is also somewhat easier than unmixing it into plausible keystrokes for inertia-heavy player controller logic. - Regressing physics gamestate scalars also seems to make your dataset "bigger". While pure keystroke classification will overfit quickly, predicting exact physics gamestate scalars forces the model to generalize more and you can tolerate far more epochs before validation loss starts to stall out. This is the only reason why it was bearable to dump 100h+ of dataset hours and replace it with ~3 hours of gameplay after the 4th revision of the file format (yeah...) and somehow still have better performance. Now, you might be asking, "isn't this brittle?" and the answer is yesn't. Frame-action correspondance matters for training, but not so much during inference. So as long as you are sampling in roughly the same interval as your training data, you aren't violating any hard contract per-se. Somewhere around the frames ticks are happening, and during training you capture various tick-capture offset relations per random chance, so nothing is too obviously wrong here. HOWEVER, you will get screwed by gui scale, shaders, resource packs, "shit that recording is 1920x1040 because somebody doesn't know fullscreen exists" and other unfortunate edge cases of reality. But I suppose this is the role of dataset size. If all those "contract violations" that a youtube video has compared to the training data are addressed, I think this is a way to turn Youtube into a labeled dataset. I could never shake the feeling that VPT is a sound idea in practice, while never having been properly executed, and I think one reason why it hasn't is because that label boostrapping part is just a pain in the butt to get right. Now, what the player is doing is of course not the only label you can extract from video, but it has to be one of the targets predicted during pretraining to "align" the pretraining objective. Some notes on the video here, the colored dots on the analog visualizer are the ground truth, while the gray dot is the model prediction. Green means correct prediction, red means incorrect prediction at that frame. Model P(key) reports how wrong the prediction is from green (0.0) to red (1.0). You will also notice that during periods of rapid slow down, left and right actions become close to irrecoverable, because there is just that little motion. And some jump actions are not predicted correctly because I got the detection condition for jump events wrong... (duh) LMB/RMB for other than sustained events (like item-consume and block break) also seem to be hopelessly irrecoverable for now. Swing was supposed to do the same thing as motion y did for jump, but its too well behaved as an increasing counter. Maybe partial-tick interpolated values work better (v5 file format then... ugh..)](https://image.24vids.com/tw-2042731804780826849/amplify_video_thumb/2042721691844120576/img/yugYQfuXXQmJpdVp.jpg)
![Marvel Wolverine First Impressions [SPOILER FREE] The Good: > The game is visually stunning, I've been playing it on a PS5 Pro with VRR uncapped and the game looks incredible. Character models and environments are highly detailed, combined with beautiful lighting and gorgeous Ray Traced reflections. Most importantly the game manages to have a consistent framerate at a high resolution with no noticeable performance dips > Traversal; Coming from Spider-Man games, I know some people had doubts on how Insomniac would approach Wolverine but I'm glad to say that it has been incredibly fun and intuitive to traverse. Climbing buildings, trees and jumping like an beast is quite fun. Traversal is fast and quite easy to learn, it reminds me a lot of Assassins Creed games but it is much faster > Blood and Gore; Insomniac Games didn't hold back when it comes to this and its incredible, you get hooked instantly as soon as you start fighting enemies and the finishers are awesome especially when you reach the RAGE 3 tier, it is quite literally the same as "Spartan Rage" from God of War games. > The game is also very polished, I have experienced zero bugs or game crashes so far, which is to be expected from Insomniac Games as their PlayStation ports have always shipped with little to no issues > Cutscenes are top-tier and the action sequences are a work of art. The actor who plays Logan does a phenomenal job and I'm really enjoying his character so far, I can't wait to experience how his story unfolds and I'll share my conclusive thoughts when I finish the game Mixed feelings: > Combat sections; As much as I enjoyed playing as Wolverine and the combat too, it did get overwhelming at one point. You move from point A to point B and the game throws a ton of enemies at you, once you're done with them you move to section C where there a lot of enemies again that you can take out using stealth mode... until you get discovered and its the same thing again. I don't want to sound like I'm nitpicking but I feel like at one point, the game becomes too repetetive. The bad: > Game clues; You've probably seen the "fart-gas" memes by now and I won't go deeper into this other than Insomniac Games has been doing too much to keep the players attention to move forward, as soon as I start exploring other areas in-game, Logan will say to himself something like "I gotta focus on the mission" and it becomes irritating because its a linear game and with these kind of games, I like to take my time especially when the game is not that lengthy. It doesn't end with the sense of smell and Logan dropping hints too, Insomniac takes it a step further by adding more white paint and blue radio boxes just to make sure that you'll find everything as they wanted to instead of giving the players freedom find these items. I really wish there was an option to disable these hints, in fact I don't think the blue scent will ever be removed because Logan is always detecting it and sniffing so it is deeply imbedded in the game as a core mechanic.](https://image.24vids.com/tw-2099636352945979497/amplify_video_thumb/2099633962071035904/img/4kkFJbCE6tDonxbi.jpg)
