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Step-Dad’s Hobby turned out very Useful 🐢 Long (2 Min) version Available 🐢 #LilithGrace #Girlfriend #PhatAss #Cheating #Slut #Cuckold #Shooting #Whore #Stepdad

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The_Caption_Maker8

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60,147 просмотров • 5 месяцев назад •via X (Twitter)

NSFW#LilithGrace#Girlfriend#PhatAss#Cheating#Slut#Cuckold#Shooting#Whore#Stepdad
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🌴🐣🐢🌞🌵 If you step out of your door this afternoon be aware that the 🐣Easter-messengers 🐣 may appear in quite a different shape this year than the former ones. - So it occurred that at that very moment today a Greek tortoise 🐢 as slowly as they are used to crossed the road in front ( and I am still wondering 🤔 💭 : how did they make it from #Greece to #Spain at that speed ? ) - This does indeed happen from time to time. The special thing today was that the sparse rain of the last days allowed also for some modest wild-flowers 🌸 being present. That said … keep your eyes 👀 open 🥚🥚🥚 and enjoy your long Easter-weekend 🐣 you hopefully have 💗
0:38

🌴🐣🐢🌞🌵 If you step out of your door this afternoon be aware that the 🐣Easter-messengers 🐣 may appear in quite a different shape this year than the former ones. - So it occurred that at that very moment today a Greek tortoise 🐢 as slowly as they are used to crossed the road in front ( and I am still wondering 🤔 💭 : how did they make it from #Greece to #Spain at that speed ? ) - This does indeed happen from time to time. The special thing today was that the sparse rain of the last days allowed also for some modest wild-flowers 🌸 being present. That said … keep your eyes 👀 open 🥚🥚🥚 and enjoy your long Easter-weekend 🐣 you hopefully have 💗

The Cult Cat

13,930 просмотров • 2 лет назад

REPLAY FILES BROKEN (FIXED + STEP BY STEP GUIDE) Hey! Currently there's a bug with replay files that prevents replays from before the latest Rocket League patch to load/work. As a creator, this severely impacts my workflow, and waiting for a patch could take a while. So to make sure I, and everyone else out there can continue to work, I've tried to find a solution. Initially I messed around with installing older Rocket League versions through the steam console, and trying to get the Injector from Bakkesmod to downgrade to the matching Rocket League version, however this proved to be tedious and honestly fruitless. So instead I turned to the modding community where I was quickly directed towards Martin, who ended up fixing the replay issue and building a handy tool. WHAT YOU'LL NEED: RocketRP: Microsoft. NET 9.0 Runtime: HOW TO: Step 1: Download (if your antivirus flags it, allow list it. Running unknown files is ALWAYS at your own risk, however I run the setup as well and the sourcecode is available to check for when you're in doubt). Step 2: Download the .NET 9.0 console framework for windows, or your respective platform. Step 3: Install the .NET 9.0 console framework through the downloaded .exe Step 4: Unzip/Extract the "RocketRP .cli .zip" file Step 5: Right click the extracted folder and select "Open in Terminal". If that option doesn't appear you need to click more options, and / or open with, and manually select Powershell or your preferred terminal of choice. Step 6: leave the terminal window open and go to: %USERPROFILE%\Documents\My Games\Rocket League\TAGame\Demos Step 7: Select the replays you want and place these in a new folder somewhere easily accessible. Make sure to back them up just in case* Step 8: Right click the replay you want to fix, and then select "copy as path" Step 9: In notepad or similar, copy this command: .\RocketRP.CLI.exe -r " " -m Repack --backup --legacy-fix true Make sure to replace the " " with the link you copied from the replay in step 8. For a breakdown of the command, check the video or use the help command in the terminal. Step 10: In the terminal, paste the command we created in step 9, then press enter. This should create a backup file of your replay, and it should create a new replay file that has the patch applied. NOTE: Right now, doing full folders isn't working, therefore you'll have to do this 1 replay at a time, untill I post a fix in the comments. Step 11: Put the newly generated replay in the demos folder (step 6) and load back into Rocket League. Your replay should now work as intended! Please note if you get any errors, you mostlikely didn't install the .NET 9.0 console correctly, or you have to check your command for typos. Huge thanks to Martin for helping me out with this, here's his paypal if you want to show him some appreciation: And if you're feeling EXTRA generous, here's my youtube. Consider subscribing if this helped you out!: If you have any questions, leave them below and I'll try to answer them the best I can!
4:44

REPLAY FILES BROKEN (FIXED + STEP BY STEP GUIDE) Hey! Currently there's a bug with replay files that prevents replays from before the latest Rocket League patch to load/work. As a creator, this severely impacts my workflow, and waiting for a patch could take a while. So to make sure I, and everyone else out there can continue to work, I've tried to find a solution. Initially I messed around with installing older Rocket League versions through the steam console, and trying to get the Injector from Bakkesmod to downgrade to the matching Rocket League version, however this proved to be tedious and honestly fruitless. So instead I turned to the modding community where I was quickly directed towards Martin, who ended up fixing the replay issue and building a handy tool. WHAT YOU'LL NEED: RocketRP: Microsoft. NET 9.0 Runtime: HOW TO: Step 1: Download (if your antivirus flags it, allow list it. Running unknown files is ALWAYS at your own risk, however I run the setup as well and the sourcecode is available to check for when you're in doubt). Step 2: Download the .NET 9.0 console framework for windows, or your respective platform. Step 3: Install the .NET 9.0 console framework through the downloaded .exe Step 4: Unzip/Extract the "RocketRP .cli .zip" file Step 5: Right click the extracted folder and select "Open in Terminal". If that option doesn't appear you need to click more options, and / or open with, and manually select Powershell or your preferred terminal of choice. Step 6: leave the terminal window open and go to: %USERPROFILE%\Documents\My Games\Rocket League\TAGame\Demos Step 7: Select the replays you want and place these in a new folder somewhere easily accessible. Make sure to back them up just in case* Step 8: Right click the replay you want to fix, and then select "copy as path" Step 9: In notepad or similar, copy this command: .\RocketRP.CLI.exe -r " " -m Repack --backup --legacy-fix true Make sure to replace the " " with the link you copied from the replay in step 8. For a breakdown of the command, check the video or use the help command in the terminal. Step 10: In the terminal, paste the command we created in step 9, then press enter. This should create a backup file of your replay, and it should create a new replay file that has the patch applied. NOTE: Right now, doing full folders isn't working, therefore you'll have to do this 1 replay at a time, untill I post a fix in the comments. Step 11: Put the newly generated replay in the demos folder (step 6) and load back into Rocket League. Your replay should now work as intended! Please note if you get any errors, you mostlikely didn't install the .NET 9.0 console correctly, or you have to check your command for typos. Huge thanks to Martin for helping me out with this, here's his paypal if you want to show him some appreciation: And if you're feeling EXTRA generous, here's my youtube. Consider subscribing if this helped you out!: If you have any questions, leave them below and I'll try to answer them the best I can!

GGM1 Yota

14,018 просмотров • 1 год назад

// finding the balance between real and believable similar to my previous post of the "Hell Pig" (Entelodont specifies) - this is an Ankylosaur battle idle standoff. - Breaking rules In games, more than films, you can get away with breaking a lot of rules. Here's a couple just for fun. 1. The shell: it's not suppose to flex, it's just like a turtles shell. 🐢 2. the feet: every step has a little slide. With the weight of this creature, I'm pretty sure there would be no sliding whatsoever. - Why break the rules? Cause it's FUN! 🤣- I mean seriously, video game animation gives you the most freedom to exaggerate and do things that normally don't happen in real life! In order to push the performance, you have to pick and choose a few spots that you can cheat. Besides, if the general weight/timing of the creature is good and the cheating isn't over the top, you're eyes will believe that the motion is accurate! ;) - Bonus info: In my previous post I mentioned we had 3 days to animate these battle idle standoffs. But what I forgot to mention in that I had a lot of practice on many quad creatures before jumping on these. We also had pre-production where where we tested out the rigs so that we could get comfortable with them.
0:26

// finding the balance between real and believable similar to my previous post of the "Hell Pig" (Entelodont specifies) - this is an Ankylosaur battle idle standoff. - Breaking rules In games, more than films, you can get away with breaking a lot of rules. Here's a couple just for fun. 1. The shell: it's not suppose to flex, it's just like a turtles shell. 🐢 2. the feet: every step has a little slide. With the weight of this creature, I'm pretty sure there would be no sliding whatsoever. - Why break the rules? Cause it's FUN! 🤣- I mean seriously, video game animation gives you the most freedom to exaggerate and do things that normally don't happen in real life! In order to push the performance, you have to pick and choose a few spots that you can cheat. Besides, if the general weight/timing of the creature is good and the cheating isn't over the top, you're eyes will believe that the motion is accurate! ;) - Bonus info: In my previous post I mentioned we had 3 days to animate these battle idle standoffs. But what I forgot to mention in that I had a lot of practice on many quad creatures before jumping on these. We also had pre-production where where we tested out the rigs so that we could get comfortable with them.

John Animates

26,344 просмотров • 3 лет назад

This week we’re getting GPT 5.5 and I couldn’t be more excited to see the first new pre train base in a while Before Spud releases, here’s the last video you need to watch - Greg Brockman perfectly indicated to us 3 important things that perfectly encapsulate the lineage of OpenAI and the mission. 1.This is the culmination of 2 years of research and is a fresh base pre-train that we haven’t gotten for a long time. 2.This is an “exciting release” and it will bring new capabilities (sort of a given but still very grateful nonetheless) & that it is AN EARLY VERSION of what we have coming - meaning they have a lot of RL to do to make this model even better since it’s a fresh pre-train. 3.THIS IS THE BEGINNING OF THE FLYWHEEL. As he said toward the end, “we have this engine of progress that just moves faster and faster and Spud is just one step along the way.” Depending on the capabilities we see this week from Spud, we may be able to map out if AGI will be sooner rather than later, judging by how much recursive work can exist within this model and the harness. In other words, the flywheel.
0:42

This week we’re getting GPT 5.5 and I couldn’t be more excited to see the first new pre train base in a while Before Spud releases, here’s the last video you need to watch - Greg Brockman perfectly indicated to us 3 important things that perfectly encapsulate the lineage of OpenAI and the mission. 1.This is the culmination of 2 years of research and is a fresh base pre-train that we haven’t gotten for a long time. 2.This is an “exciting release” and it will bring new capabilities (sort of a given but still very grateful nonetheless) & that it is AN EARLY VERSION of what we have coming - meaning they have a lot of RL to do to make this model even better since it’s a fresh pre-train. 3.THIS IS THE BEGINNING OF THE FLYWHEEL. As he said toward the end, “we have this engine of progress that just moves faster and faster and Spud is just one step along the way.” Depending on the capabilities we see this week from Spud, we may be able to map out if AGI will be sooner rather than later, judging by how much recursive work can exist within this model and the harness. In other words, the flywheel.

Chris

103,198 просмотров • 4 месяцев назад

In 2-and-a-half minutes, MS NOW's Lawrence O'Donnell touts how Iran "humiliated" Trump by shooting down the planes, decried Hegseth saying "we leave no man behind" because it was not gender inclusive, decries the notion of rescuing 1 airman like that because 120,000 Americans were POWs in WWII, despite not having the capabilities of today, he chides America for not doing the same for those POWs and John McCain in Vietnam, and he commends the North Vietnamese for not killing McCain on sight: O'DONNELL: ... and they humiliated Donald Trump by proving him wrong, by shooting down his planes, shooting down two of his planes. The pilot of that plane was rescued within hours of the shootdown. The still unnamed, seriously injured colonel had to hide for 48 hours before the rescue team could find him and save him without losing any other military personnel in that very risky mission. They did lose two rescue planes worth $100 million each that they had to leave behind in Iran and destroy as they were leaving. And today at the White House, that brilliant rescue was described by the secretary of defense and by General Dan Caine, the chairman of the Joint Chiefs of Staff, as a long standing American military rule of never leaving anyone behind. HEGSETH: We leave no man behind. O'DONNELL: That is, of course, the old school version of the idea. Back when only men flew American military planes, general Dan Caine, the chairman of the joint chiefs of staff, put it this way. CAINE: We leave no one behind. O'DONNELL: The general knows, unlike Pete Hegseth, that that could have been a woman they were trying to rescue, and it might be a woman the next time. But this 21st century notion that we leave no one behind ignores the 120,000 prisoners of war held by German and Japanese forces in World War II for years, who were left behind. And the idea of using 155 aircraft and hundreds of military personnel on an immediate rescue mission for a single person of any rank, was inconceivable in World War II or in Vietnam, where we left John McCain behind. John McCain was shot down in the skies over North Vietnam, and at the time, no one tried to rescue him. In fact, he was injured in the crash of his plane in a lake in Hanoi and was helped out of the water by the North Vietnamese people. His plane was there to attack. (...)
2:32

In 2-and-a-half minutes, MS NOW's Lawrence O'Donnell touts how Iran "humiliated" Trump by shooting down the planes, decried Hegseth saying "we leave no man behind" because it was not gender inclusive, decries the notion of rescuing 1 airman like that because 120,000 Americans were POWs in WWII, despite not having the capabilities of today, he chides America for not doing the same for those POWs and John McCain in Vietnam, and he commends the North Vietnamese for not killing McCain on sight: O'DONNELL: ... and they humiliated Donald Trump by proving him wrong, by shooting down his planes, shooting down two of his planes. The pilot of that plane was rescued within hours of the shootdown. The still unnamed, seriously injured colonel had to hide for 48 hours before the rescue team could find him and save him without losing any other military personnel in that very risky mission. They did lose two rescue planes worth $100 million each that they had to leave behind in Iran and destroy as they were leaving. And today at the White House, that brilliant rescue was described by the secretary of defense and by General Dan Caine, the chairman of the Joint Chiefs of Staff, as a long standing American military rule of never leaving anyone behind. HEGSETH: We leave no man behind. O'DONNELL: That is, of course, the old school version of the idea. Back when only men flew American military planes, general Dan Caine, the chairman of the joint chiefs of staff, put it this way. CAINE: We leave no one behind. O'DONNELL: The general knows, unlike Pete Hegseth, that that could have been a woman they were trying to rescue, and it might be a woman the next time. But this 21st century notion that we leave no one behind ignores the 120,000 prisoners of war held by German and Japanese forces in World War II for years, who were left behind. And the idea of using 155 aircraft and hundreds of military personnel on an immediate rescue mission for a single person of any rank, was inconceivable in World War II or in Vietnam, where we left John McCain behind. John McCain was shot down in the skies over North Vietnam, and at the time, no one tried to rescue him. In fact, he was injured in the crash of his plane in a lake in Hanoi and was helped out of the water by the North Vietnamese people. His plane was there to attack. (...)

Nicholas Fondacaro

48,560 просмотров • 5 месяцев назад

Time for a dose of reality. This 👇is the supposedly smoking gun video that Rep. Anna Paulina Luna said last night had "never been seen before" and "could blow open the entire JFK investigation." Luna said she learned about it from Oliver Stone and said the video "shows Oswald near the vehicle [JFK's limo] when the assassination took place, which means he couldn't have been the shooter." And she told a credulous Jesse Watters, NBC had been "very, very much guarding this tape." A small problem. It is NOT a secret video that has never been seen. It is available for anyone to watch at the Sixth Floor Museum in Dallas (or on their YouTube channel). What Rep. Luna is referring to is a clip of a film taken by Jimmy Darnell, an NBC affiliate cameraman who had been riding in the "press camera cars" behind the motorcade. He, and three other cameramen had jumped out of their car after the shots and started filming about 30 seconds AFTER the assassination. Darnell's film shows Dallas police officer Marrion Baker running to the front door of the Texas School Book Depository, and past the TSBD's supervisor, Roy Truly, both of whom would encounter Oswald in less than another 30 seconds, on the second floor. Oswald was on his way out of the building, having come down from the sixth floor after the shooting. Truly vouched for Oswald and Baker let him go. Some conspiracy theorists think that a few seconds in the Darnell film shows a figure on the far-left side of the front of the Texas School Book Depository they believe is Oswald. The figure has been dubbed prayer man, some say because of the way he has his arms crossed in front of him, while others think the conjecture is the equivalent of a conspiracy Hail Mary prayer long shot. For those not into the weeds on the JFK assassination, this is not the first time that a film or photo has been used to try and exonerate Oswald. For many years, conspiracy theorists contended that Oswald was visible in one of the pictures taken by James Altgens, an AP photographer at the scene. Oswald, they contended, was the fuzzy figure in a white t-shirt standing to the left entrance of the TSBD. That was in fact one of Oswald's coworkers, Billy Lovelady. Even AFTER Lovelady identified himself as the person in the photo, some conspiracy theorists refused to believe him. Oliver Stone and others have now turned to the Darnell film and the person standing to the left of Lovelady. Maybe that is Oswald. It is not even clear from the fuzzy image if it is absolutely a white man. It could even be a light-colored black or Latin person. But to Stone and Luna and others, it is Oswald. Thirteen of Oswald’s work colleagues were standing at the front steps of the Texas School Book Depository. They were there to watch the motorcade. Not one of them remembers seeing Oswald there. That has not stopped the conspiracy theorists, who claim the clothing on the unidentified man looks like what Oswald wore when he was arrested after killing Dallas police officer J.D. Tippit. Ten other Texas School Book Depository employees wore shirts like the one on “prayer man.” The entire exercise might as well be a Rorschach inkblot test. That is what happened before in the case, for instance, with a half-inch square portion of Mary Moorman’s badly faded Polaroid taken a split second after the assassination. Conspiracy theorists enhanced it and blew it up and thought they had found the image of the phantom second shooter on the Grassy Knoll, someone they dubbed “badgeman.” They claimed that greatly enlarged pixels identified a rifle and a Dallas police uniform. The enhanced photo only shows shadows and trees, no person, no shooter. Now, Oliver Stone and others believe the only thing preventing an ironclad identification of Oswald in the Darnell film is that they do not have the original first-generation. The Sixth Floor Museum version is a second-generation print of the film that the Museum acquired as part of a personal collection in 2006. No one is certain if a first-generation version exists, but the guess by Luna and Stone is that it must be somewhere in the long-lost archives at NBC. Not quite the same as NBC having, as Rep. Luna claimed, “very, very much guarding it.” I hope that the Oversight Committee gets the original Darnell video. Many of us would like to see the clearest possible version of the frenetic scenes that played out in the minutes after the assassination. For those, however, who think it will be dispositive and exculpatory evidence that Oswald was hanging out at the front of the School Book Depository, good luck. That story might earn a headline in the National Enquirer or the Daily Mail. It should not be the ‘breaking news’ from the congresswoman leading the new investigation into the assassination of President Kennedy.
0:39

Time for a dose of reality. This 👇is the supposedly smoking gun video that Rep. Anna Paulina Luna said last night had "never been seen before" and "could blow open the entire JFK investigation." Luna said she learned about it from Oliver Stone and said the video "shows Oswald near the vehicle [JFK's limo] when the assassination took place, which means he couldn't have been the shooter." And she told a credulous Jesse Watters, NBC had been "very, very much guarding this tape." A small problem. It is NOT a secret video that has never been seen. It is available for anyone to watch at the Sixth Floor Museum in Dallas (or on their YouTube channel). What Rep. Luna is referring to is a clip of a film taken by Jimmy Darnell, an NBC affiliate cameraman who had been riding in the "press camera cars" behind the motorcade. He, and three other cameramen had jumped out of their car after the shots and started filming about 30 seconds AFTER the assassination. Darnell's film shows Dallas police officer Marrion Baker running to the front door of the Texas School Book Depository, and past the TSBD's supervisor, Roy Truly, both of whom would encounter Oswald in less than another 30 seconds, on the second floor. Oswald was on his way out of the building, having come down from the sixth floor after the shooting. Truly vouched for Oswald and Baker let him go. Some conspiracy theorists think that a few seconds in the Darnell film shows a figure on the far-left side of the front of the Texas School Book Depository they believe is Oswald. The figure has been dubbed prayer man, some say because of the way he has his arms crossed in front of him, while others think the conjecture is the equivalent of a conspiracy Hail Mary prayer long shot. For those not into the weeds on the JFK assassination, this is not the first time that a film or photo has been used to try and exonerate Oswald. For many years, conspiracy theorists contended that Oswald was visible in one of the pictures taken by James Altgens, an AP photographer at the scene. Oswald, they contended, was the fuzzy figure in a white t-shirt standing to the left entrance of the TSBD. That was in fact one of Oswald's coworkers, Billy Lovelady. Even AFTER Lovelady identified himself as the person in the photo, some conspiracy theorists refused to believe him. Oliver Stone and others have now turned to the Darnell film and the person standing to the left of Lovelady. Maybe that is Oswald. It is not even clear from the fuzzy image if it is absolutely a white man. It could even be a light-colored black or Latin person. But to Stone and Luna and others, it is Oswald. Thirteen of Oswald’s work colleagues were standing at the front steps of the Texas School Book Depository. They were there to watch the motorcade. Not one of them remembers seeing Oswald there. That has not stopped the conspiracy theorists, who claim the clothing on the unidentified man looks like what Oswald wore when he was arrested after killing Dallas police officer J.D. Tippit. Ten other Texas School Book Depository employees wore shirts like the one on “prayer man.” The entire exercise might as well be a Rorschach inkblot test. That is what happened before in the case, for instance, with a half-inch square portion of Mary Moorman’s badly faded Polaroid taken a split second after the assassination. Conspiracy theorists enhanced it and blew it up and thought they had found the image of the phantom second shooter on the Grassy Knoll, someone they dubbed “badgeman.” They claimed that greatly enlarged pixels identified a rifle and a Dallas police uniform. The enhanced photo only shows shadows and trees, no person, no shooter. Now, Oliver Stone and others believe the only thing preventing an ironclad identification of Oswald in the Darnell film is that they do not have the original first-generation. The Sixth Floor Museum version is a second-generation print of the film that the Museum acquired as part of a personal collection in 2006. No one is certain if a first-generation version exists, but the guess by Luna and Stone is that it must be somewhere in the long-lost archives at NBC. Not quite the same as NBC having, as Rep. Luna claimed, “very, very much guarding it.” I hope that the Oversight Committee gets the original Darnell video. Many of us would like to see the clearest possible version of the frenetic scenes that played out in the minutes after the assassination. For those, however, who think it will be dispositive and exculpatory evidence that Oswald was hanging out at the front of the School Book Depository, good luck. That story might earn a headline in the National Enquirer or the Daily Mail. It should not be the ‘breaking news’ from the congresswoman leading the new investigation into the assassination of President Kennedy.

Gerald Posner

173,327 просмотров • 1 год назад

🚨12 HOUR NEWS RECAP 1.⁠ Trump returned to the White House, still full of energy, despite a marathon Middle East peace tour where he saw the last Israeli hostages released from Gaza and then flew to Egypt for the Sharm El-Sheikh Peace Summit with world leaders. 2.⁠ Screams of joy filled the air as Israeli hostages freed from Gaza after 2 years of captivity were finally reunited with their families. World leaders were united in their praise for Trump in bringing an end to the war. 3.⁠ Leaders from at least 27 countries gathered in Egypt to witness the signing of the historic peace agreement that brought to an end the Gaza war. Trump announced the Trump Declaration for Enduring Peace and Prosperity, declaring the war officially over and a new chapter of stability beginning. 4.⁠ Hamas accused Israel of violating the ceasefire agreement after airstrikes killed several people in Gaza, and the fatal shooting of 5 Palestinians who crossed a ceasefire line and approached Israeli forces. 5.⁠ Trump is due to posthumously award Charlie Kirk the Presidential Medal of Freedom at the White House later today. The ceremony falls on what would have been Charlie’s 32nd birthday. His widow, Erika, will attend with family and conservative leaders. 6.⁠ SpaceX’s latest Starship test flight completed one of its main objectives - opening its side payload door and releasing several dummy satellites while traveling at near-orbital speed. The booster executed its final landing maneuvers smoothly splashing down in the Indian Ocean, marking the second time a Version 2 Starship has completed a full flight profile. 7.⁠ Following Trump’s historic peace deal in Gaza, Time put him on its front cover using a picture he slammed as “the worst of all time. I never liked taking pictures from underneath angles, but this is a super bad picture and deserves to be called out.” 8.⁠ Torrential rains slammed central and Gulf Coast Mexico, killing at least 64 people and leaving 65 missing. Over 100,000 homes were flooded, power went out across 5 states, and entire roads and bridges were literally washed away. 9.⁠ A powerful nor’easter, the type of massive winter storm known for heavy coastal flooding and fierce winds, tore up the East Coast, hammering Long Beach with waves up to 16 feet and gusts reaching 45 mph. Reporters on scene described relentless surf and flooding from the Carolinas to New York. 10.⁠ Three police officers are dead and 13 others injured after a booby-trapped farmhouse exploded during an eviction raid in Castel D’Azzano, Italy. Police say 3 siblings refused to leave - and instead turned their home into a death trap, detonating gas cylinders as officers entered.
0:09

🚨12 HOUR NEWS RECAP 1.⁠ Trump returned to the White House, still full of energy, despite a marathon Middle East peace tour where he saw the last Israeli hostages released from Gaza and then flew to Egypt for the Sharm El-Sheikh Peace Summit with world leaders. 2.⁠ Screams of joy filled the air as Israeli hostages freed from Gaza after 2 years of captivity were finally reunited with their families. World leaders were united in their praise for Trump in bringing an end to the war. 3.⁠ Leaders from at least 27 countries gathered in Egypt to witness the signing of the historic peace agreement that brought to an end the Gaza war. Trump announced the Trump Declaration for Enduring Peace and Prosperity, declaring the war officially over and a new chapter of stability beginning. 4.⁠ Hamas accused Israel of violating the ceasefire agreement after airstrikes killed several people in Gaza, and the fatal shooting of 5 Palestinians who crossed a ceasefire line and approached Israeli forces. 5.⁠ Trump is due to posthumously award Charlie Kirk the Presidential Medal of Freedom at the White House later today. The ceremony falls on what would have been Charlie’s 32nd birthday. His widow, Erika, will attend with family and conservative leaders. 6.⁠ SpaceX’s latest Starship test flight completed one of its main objectives - opening its side payload door and releasing several dummy satellites while traveling at near-orbital speed. The booster executed its final landing maneuvers smoothly splashing down in the Indian Ocean, marking the second time a Version 2 Starship has completed a full flight profile. 7.⁠ Following Trump’s historic peace deal in Gaza, Time put him on its front cover using a picture he slammed as “the worst of all time. I never liked taking pictures from underneath angles, but this is a super bad picture and deserves to be called out.” 8.⁠ Torrential rains slammed central and Gulf Coast Mexico, killing at least 64 people and leaving 65 missing. Over 100,000 homes were flooded, power went out across 5 states, and entire roads and bridges were literally washed away. 9.⁠ A powerful nor’easter, the type of massive winter storm known for heavy coastal flooding and fierce winds, tore up the East Coast, hammering Long Beach with waves up to 16 feet and gusts reaching 45 mph. Reporters on scene described relentless surf and flooding from the Carolinas to New York. 10.⁠ Three police officers are dead and 13 others injured after a booby-trapped farmhouse exploded during an eviction raid in Castel D’Azzano, Italy. Police say 3 siblings refused to leave - and instead turned their home into a death trap, detonating gas cylinders as officers entered.

Mario Nawfal

88,730 просмотров • 11 месяцев назад

$TSLA 🇰🇷 I just drove about 60 kilometers on the second version of FSD V14 Lite (HW3) for Korea — 2026.20.7.5 — and I’d like to share my first impressions. For reference, all of my driving was done at night. The main new features included in this update are: • Ability to disable the brake confirm • FSD statistics (also viewable in the app) • FSD Streaks Unfortunately, the Arrive-at-Destination parking assist option is still not available. • The ability to disable brake confirmation is a small but significant feature. It’s simply removing the need to press and release the brake, but eliminating that one step alone gives me a great sense of satisfaction. Anything that reduces human intervention is something I welcome. • FSD statistics can now be viewed on the car’s center display and in the Tesla app. Because the numbers are presented so clearly and visually, I expect many owners will start trying hard to raise them. - These statistics could be an important indicator showing that this car is autonomous. • FSD Streaks is a nice feature, but unlike the U.S., many people in Korea live in apartments. This means FSD often can’t find a suitable parking spot in complex underground parking lots, so drivers in Korea generally still have to intervene and park manually. As a result, I think it will be quite difficult to achieve high Streak numbers here. That said, it should be much more useful on long-distance trips. - This feature will create even better synergy once destination parking assist is eventually brought to V14 Lite. Overall driving performance felt smoother than before. I performed two U-turns, both of which went smoothly, and lane changes for exits and merges felt like they were initiated earlier than previously. I’m looking forward to seeing how 2026.20.7.5 performs during daytime driving tomorrow. There were a few things I found a bit disappointing, though. “Hurry” mode still doesn’t feel fast or assertive enough for what most Koreans would consider quick and sufficient. I’d like to see the profile apply a slightly higher speed in normal driving conditions. It’s already dawn in Korea, so I have to go to sleep. After a short sleep, I’ll head out on a new drive right away. I feel like I can give you a more positive review. I’m really feeling the big progress in 2026.20.7.5! Thank you for all the work. Tesla AI Ashok Elluswamy Yun-Ta Tsai
0:23

$TSLA 🇰🇷 I just drove about 60 kilometers on the second version of FSD V14 Lite (HW3) for Korea — 2026.20.7.5 — and I’d like to share my first impressions. For reference, all of my driving was done at night. The main new features included in this update are: • Ability to disable the brake confirm • FSD statistics (also viewable in the app) • FSD Streaks Unfortunately, the Arrive-at-Destination parking assist option is still not available. • The ability to disable brake confirmation is a small but significant feature. It’s simply removing the need to press and release the brake, but eliminating that one step alone gives me a great sense of satisfaction. Anything that reduces human intervention is something I welcome. • FSD statistics can now be viewed on the car’s center display and in the Tesla app. Because the numbers are presented so clearly and visually, I expect many owners will start trying hard to raise them. - These statistics could be an important indicator showing that this car is autonomous. • FSD Streaks is a nice feature, but unlike the U.S., many people in Korea live in apartments. This means FSD often can’t find a suitable parking spot in complex underground parking lots, so drivers in Korea generally still have to intervene and park manually. As a result, I think it will be quite difficult to achieve high Streak numbers here. That said, it should be much more useful on long-distance trips. - This feature will create even better synergy once destination parking assist is eventually brought to V14 Lite. Overall driving performance felt smoother than before. I performed two U-turns, both of which went smoothly, and lane changes for exits and merges felt like they were initiated earlier than previously. I’m looking forward to seeing how 2026.20.7.5 performs during daytime driving tomorrow. There were a few things I found a bit disappointing, though. “Hurry” mode still doesn’t feel fast or assertive enough for what most Koreans would consider quick and sufficient. I’d like to see the profile apply a slightly higher speed in normal driving conditions. It’s already dawn in Korea, so I have to go to sleep. After a short sleep, I’ll head out on a new drive right away. I feel like I can give you a more positive review. I’m really feeling the big progress in 2026.20.7.5! Thank you for all the work. Tesla AI Ashok Elluswamy Yun-Ta Tsai

Tsla Chan

14,981 просмотров • 1 месяц назад

Positioning of drugs in Crohn's disease ___ 1. Start effective therapy early This means at diagnosis in the vast majority of patients. Don’t make patients earn their way onto an effective drug. And use your best drug first. Please do not “save it in case you need it later”. ___ 2. Which of our effective therapies should you start? This matters less that just starting. Think holistically with a patient-centered approach. Age, co-morbidities, extra-intestinal manifestations, pregnancy, etc all important. Consider efficacy - speed of onset, mucosal healing, durability of remission - and safety. Mode of delivery - intravenous, subcutaneous, oral - is important. But comes after patient factors, efficacy and safety. Access issues will predominate for many. Use what you have. Use what you know. Just use an effective drug. ___ 3. Use a treat-to-target approach Without labouring the points around STRIDE-2, I’ll put it very simply: - monitor, monitor, monitor act on the results of the monitoring. Don’t keep going with a therapy that isn’t working. ___ 4. Know when to dose optimise versus switch Optimising anti-TNF is often a good ploy. But do it properly and don’t wait too long. Double the dose, shorten the frequency and wait 2-3 cycles. If it isn’t working then (objectively), switch out of class. With ustekinumab, I would no longer dose optimise, but rather switch a partial responder to risankizumab. ___ 5. Active disease is more dangerous than any drugs Two bits of data this year show this: i) In Profile, patients in the step-up group had twice as many adverse events as those in the top-down group. Most of this was because of flaring Crohn’s disease - including hospitalisations for severe disease - but there were also fewer serious infections in the top down group. And that was with combination infliximab and azathioprine. ii) Two meta-analyses of the harms from placebo in RCT’s show a very clear signal. Active Crohn’s disease and UC, when left untreated for even a number of week, is associated with increased toxicity. More on this later. ___ 6. Avoid steroids The majority of patients with Crohn’s disease can be managed effectively now without steroids. They will still have a role in sick patients, to bridge to some therapies, and a course of budesonide in mild to moderate ileal Crohn’s disease is often useful. However we have better strategies now, including using JAK inhibitors in place of steroids. We are increasingly using a short course to (re)capture response to a biologic or keeping the JAKi going in combination at a low dose. ___ 7. Other treatment modalities Surgery and nutritional therapy are particularly important. ___ 8. Changing the natural history of Crohn’s disease Disease modification is the end result when following these principles. We see it in the Edinburgh IBD clinic. A decade since we switched to a top-down strategy for Crohn’s disease and our patients have better disease control, less surgery and fewer hospitalisations. Clearly we still have work to do, but this is major progress.
4:55

Positioning of drugs in Crohn's disease ___ 1. Start effective therapy early This means at diagnosis in the vast majority of patients. Don’t make patients earn their way onto an effective drug. And use your best drug first. Please do not “save it in case you need it later”. ___ 2. Which of our effective therapies should you start? This matters less that just starting. Think holistically with a patient-centered approach. Age, co-morbidities, extra-intestinal manifestations, pregnancy, etc all important. Consider efficacy - speed of onset, mucosal healing, durability of remission - and safety. Mode of delivery - intravenous, subcutaneous, oral - is important. But comes after patient factors, efficacy and safety. Access issues will predominate for many. Use what you have. Use what you know. Just use an effective drug. ___ 3. Use a treat-to-target approach Without labouring the points around STRIDE-2, I’ll put it very simply: - monitor, monitor, monitor act on the results of the monitoring. Don’t keep going with a therapy that isn’t working. ___ 4. Know when to dose optimise versus switch Optimising anti-TNF is often a good ploy. But do it properly and don’t wait too long. Double the dose, shorten the frequency and wait 2-3 cycles. If it isn’t working then (objectively), switch out of class. With ustekinumab, I would no longer dose optimise, but rather switch a partial responder to risankizumab. ___ 5. Active disease is more dangerous than any drugs Two bits of data this year show this: i) In Profile, patients in the step-up group had twice as many adverse events as those in the top-down group. Most of this was because of flaring Crohn’s disease - including hospitalisations for severe disease - but there were also fewer serious infections in the top down group. And that was with combination infliximab and azathioprine. ii) Two meta-analyses of the harms from placebo in RCT’s show a very clear signal. Active Crohn’s disease and UC, when left untreated for even a number of week, is associated with increased toxicity. More on this later. ___ 6. Avoid steroids The majority of patients with Crohn’s disease can be managed effectively now without steroids. They will still have a role in sick patients, to bridge to some therapies, and a course of budesonide in mild to moderate ileal Crohn’s disease is often useful. However we have better strategies now, including using JAK inhibitors in place of steroids. We are increasingly using a short course to (re)capture response to a biologic or keeping the JAKi going in combination at a low dose. ___ 7. Other treatment modalities Surgery and nutritional therapy are particularly important. ___ 8. Changing the natural history of Crohn’s disease Disease modification is the end result when following these principles. We see it in the Edinburgh IBD clinic. A decade since we switched to a top-down strategy for Crohn’s disease and our patients have better disease control, less surgery and fewer hospitalisations. Clearly we still have work to do, but this is major progress.

Charlie Lees

15,650 просмотров • 1 год назад

Carlos Beltrán Breaks Silence on Hall of Fame and Cheating Scandal; (Translated and written by Master Flip) “Let me explain why I’ve stayed mostly quiet on this topic for so long. I didn’t want to keep bringing it up because I realized this one issue could easily overshadow everything else about my career. People might start judging who I am as a player based on a single moment in 2017 vs my career. I’m already a Hall of Famer. No one can take that away from me. I’m at peace with it. I’m genuinely happy, and I give thanks to God every day. What’s striking is that almost every person who villainized me, who refused to vote for me the first 2 years, eventually changed their mind and gave me their vote. So I have to ask, what changed? I didn’t add another hit. I didn’t hit another double. Nothing about my on field performance changed. Yet the narrative painted me as the biggest sign stealer in baseball history. The guy who single handedly ruined the game, invented the whole system, and chased an unfair advantage. And now, the very same people who once punished me for it are the ones giving me the honor to be in the Hall of Fame. To me, that feels counterproductive because if I didn’t improve or add anything new to my game why am I being rewarded? It makes you think about the stories that get told, the agendas that exist inside the game, and the systems that shape those narratives. Sure, people can say, “You were a veteran big dawg, you could’ve stopped it.” And I’ll be the first to admit, yeah, I could have. But so could the manager. So could the general manager, the president, the owner, anyone in a position of authority. This wasn’t some hidden secret. It was known throughout the organization, and it was carried out the way we did it as a team. When you step back and look at who ultimately paid the heaviest price. Beltrán and Alex Cora, that’s the part that still feels pretty brutal to me.” (🎥 IG/Deplaymaker)
2:26

Carlos Beltrán Breaks Silence on Hall of Fame and Cheating Scandal; (Translated and written by Master Flip) “Let me explain why I’ve stayed mostly quiet on this topic for so long. I didn’t want to keep bringing it up because I realized this one issue could easily overshadow everything else about my career. People might start judging who I am as a player based on a single moment in 2017 vs my career. I’m already a Hall of Famer. No one can take that away from me. I’m at peace with it. I’m genuinely happy, and I give thanks to God every day. What’s striking is that almost every person who villainized me, who refused to vote for me the first 2 years, eventually changed their mind and gave me their vote. So I have to ask, what changed? I didn’t add another hit. I didn’t hit another double. Nothing about my on field performance changed. Yet the narrative painted me as the biggest sign stealer in baseball history. The guy who single handedly ruined the game, invented the whole system, and chased an unfair advantage. And now, the very same people who once punished me for it are the ones giving me the honor to be in the Hall of Fame. To me, that feels counterproductive because if I didn’t improve or add anything new to my game why am I being rewarded? It makes you think about the stories that get told, the agendas that exist inside the game, and the systems that shape those narratives. Sure, people can say, “You were a veteran big dawg, you could’ve stopped it.” And I’ll be the first to admit, yeah, I could have. But so could the manager. So could the general manager, the president, the owner, anyone in a position of authority. This wasn’t some hidden secret. It was known throughout the organization, and it was carried out the way we did it as a team. When you step back and look at who ultimately paid the heaviest price. Beltrán and Alex Cora, that’s the part that still feels pretty brutal to me.” (🎥 IG/Deplaymaker)

Master Flip 🇩🇴

67,612 просмотров • 6 месяцев назад

I think "follow your passion" is garbage advice. Here's why: I've started 80+ businesses. Entrepreneurship is my whole life. My hobby, my job, my family, all of it rolled into one. I am very passionate about all this, BUT... Most people don't know what their passion is. And the ones who think they do are usually wrong. Passion comes from the Latin word for suffering. It literally means suffering. So when someone tells you to follow your passion, what they should be saying is: "go find the thing you're willing to suffer for." Not the thing that feels amazing on a sunny Saturday when you have nowhere to be. Anyone can love that. I'm talking about the thing where you will eat crap for two years straight and keep showing up anyway. Where the bad days still feel better than a good day doing something else. Here's how to find it: 1/ Go to takeout .google .com right now. Export your YouTube watch history from the last 90 days. 2/ Drop it into ChatGPT and ask: "Show me the three obsessions hiding in here that I'd probably never want to admit to myself out loud." 3/ Then do the same thing with your Amazon order history. You can export a spreadsheet of every purchase you've ever made. 4/ Upload it and say: "Categorize my discretionary spending and tell me what I clearly care about based on where my money is actually going." 5/ Next, text five people who know you best and ask one question: "What do I not shut up about?" I promise the answers are going to show you a pattern. Three people will say some version of the same thing. That thing is pointing you at your obsession. 6/ Then think back to when you were 8 to 12 years old. Right before the world got its hands on you and told you what was useful and what was a waste of time. What did you do for hours that nobody had to ask you to do? There's almost a 0% chance that obsession completely went away. For me, it was setting traps and catching frogs and looking for animal tracks behind my house in Logan, Utah. That went dormant for decades but it's still there. Last thing, and this is what I really want you to remember here: 7/ Obsession isn't buried treasure you have to stumble across, It gets built. You start with a seed of interest. Then you get a little bit good at it. That feels great. So you do more. You get better. And somewhere in there, the interest turns into obsession. The passion follows the progress. It doesn't start the other way around. So stop asking yourself "what do I love?" Start asking "what am I willing to suffer for?" Find that and you found your obsession. And that's the only one that ever actually pays. --- Update: After filming this and buying the domain obsessionaudit .com (I couldnt help it), I vibecoded an actual "obsession audit" that helps you figure yours out. Totally free. check it out below.
1:17

I think "follow your passion" is garbage advice. Here's why: I've started 80+ businesses. Entrepreneurship is my whole life. My hobby, my job, my family, all of it rolled into one. I am very passionate about all this, BUT... Most people don't know what their passion is. And the ones who think they do are usually wrong. Passion comes from the Latin word for suffering. It literally means suffering. So when someone tells you to follow your passion, what they should be saying is: "go find the thing you're willing to suffer for." Not the thing that feels amazing on a sunny Saturday when you have nowhere to be. Anyone can love that. I'm talking about the thing where you will eat crap for two years straight and keep showing up anyway. Where the bad days still feel better than a good day doing something else. Here's how to find it: 1/ Go to takeout .google .com right now. Export your YouTube watch history from the last 90 days. 2/ Drop it into ChatGPT and ask: "Show me the three obsessions hiding in here that I'd probably never want to admit to myself out loud." 3/ Then do the same thing with your Amazon order history. You can export a spreadsheet of every purchase you've ever made. 4/ Upload it and say: "Categorize my discretionary spending and tell me what I clearly care about based on where my money is actually going." 5/ Next, text five people who know you best and ask one question: "What do I not shut up about?" I promise the answers are going to show you a pattern. Three people will say some version of the same thing. That thing is pointing you at your obsession. 6/ Then think back to when you were 8 to 12 years old. Right before the world got its hands on you and told you what was useful and what was a waste of time. What did you do for hours that nobody had to ask you to do? There's almost a 0% chance that obsession completely went away. For me, it was setting traps and catching frogs and looking for animal tracks behind my house in Logan, Utah. That went dormant for decades but it's still there. Last thing, and this is what I really want you to remember here: 7/ Obsession isn't buried treasure you have to stumble across, It gets built. You start with a seed of interest. Then you get a little bit good at it. That feels great. So you do more. You get better. And somewhere in there, the interest turns into obsession. The passion follows the progress. It doesn't start the other way around. So stop asking yourself "what do I love?" Start asking "what am I willing to suffer for?" Find that and you found your obsession. And that's the only one that ever actually pays. --- Update: After filming this and buying the domain obsessionaudit .com (I couldnt help it), I vibecoded an actual "obsession audit" that helps you figure yours out. Totally free. check it out below.

Chris Koerner

19,160 просмотров • 2 месяцев назад

//The Wire//2000Z September 3, 2026// //ROUTINE// //BLUF: SABOTAGE ATTACKS CONTINUE IN GERMANY AND POLAND. IRANIAN ATTACKS CONTINUE IN THE MIDDLE EAST. MASS SHOOTING REPORTED AT RESIDENTIAL BUILDING IN MINNEAPOLIS.// -----BEGIN TEARLINE----- -International Events- Middle East: Overnight, Iran conducted another round of drone and missile strikes, mostly targeting American bases in Kuwait. Satellite imagery of the American bases in Jordan also indicate that some Iranian missiles evaded defenses to strike their targets, but full battle damage assessments will take some time, as high resolution imagery is not yet available. This afternoon, reports of more Iranian missile launches have emerged, and the situation continues to develop by the hour. Germany: This morning the sabotage attacks continued throughout the country. Two Bulgarian nationals were arrested in Munich after throwing a Molotov incendiary device at the headquarters for Rohde and Schwarz, a major defense contractor of communications and radar equipment. Poland: Local authorities have announced that they are treating an industrial fire that tool place over the weekend as a potential act of state-sponsored terrorism. The WB Electronics factory in Skarzysko-Kamienna reported a fire at their facility a few days ago, which is assessed by Polish authorities to be an act of sabotage caried out by foreign intelligence services. -HomeFront- Minnesota: Yesterday evening a shooting was reported at an apartment building, which resulted in multiple fatalities. Local authorities initially responded to reports of shots fired on an upper floor of Loring Towers, a Section 8 residential housing facility. Upon arrival, police were immediately engaged with small arms by at least one shooter. A total of three fatalities were reported as a result of the engagement, including the shooter and two unidentified individuals. Three officers were also severely wounded during the engagement. The suspect has been identified as Carlton Johnson II, who had a long history of threatening residents in this building with firearms. -----END TEARLINE----- Analyst Comments: The shadow war throughout Europe has remained hot this week, and very few people seem to realize the severity of the situation. To be sure, there is a solid argument for thinking that at least some of the attacks in Europe might be false-flag attacks intended to draw the global west further into the war. However, just because an incident might be a false-flag attack, doesn't mean it isn't a genuine threat....At the end of the day, if you step on an IED while walking your dog in the German countryside, it doesn't matter who planted it there, the result to the victim is the same. Right now, the lines are blurred to the point that attributing cause or culprit is nearly impossible for most attacks, but the explosions continue nonetheless. Daily attacks/incidents in Germany (and now Poland) are probably going to continue for the time being, and regardless of who's actually behind the attacks. Analyst: S2A1 Research: NomadNet: 5fa68c88be727a0e1a250a75e5e79269 Disclaimer: No LLMs were used in the writing of this report. //END REPORT//
2:27

//The Wire//2000Z September 3, 2026// //ROUTINE// //BLUF: SABOTAGE ATTACKS CONTINUE IN GERMANY AND POLAND. IRANIAN ATTACKS CONTINUE IN THE MIDDLE EAST. MASS SHOOTING REPORTED AT RESIDENTIAL BUILDING IN MINNEAPOLIS.// -----BEGIN TEARLINE----- -International Events- Middle East: Overnight, Iran conducted another round of drone and missile strikes, mostly targeting American bases in Kuwait. Satellite imagery of the American bases in Jordan also indicate that some Iranian missiles evaded defenses to strike their targets, but full battle damage assessments will take some time, as high resolution imagery is not yet available. This afternoon, reports of more Iranian missile launches have emerged, and the situation continues to develop by the hour. Germany: This morning the sabotage attacks continued throughout the country. Two Bulgarian nationals were arrested in Munich after throwing a Molotov incendiary device at the headquarters for Rohde and Schwarz, a major defense contractor of communications and radar equipment. Poland: Local authorities have announced that they are treating an industrial fire that tool place over the weekend as a potential act of state-sponsored terrorism. The WB Electronics factory in Skarzysko-Kamienna reported a fire at their facility a few days ago, which is assessed by Polish authorities to be an act of sabotage caried out by foreign intelligence services. -HomeFront- Minnesota: Yesterday evening a shooting was reported at an apartment building, which resulted in multiple fatalities. Local authorities initially responded to reports of shots fired on an upper floor of Loring Towers, a Section 8 residential housing facility. Upon arrival, police were immediately engaged with small arms by at least one shooter. A total of three fatalities were reported as a result of the engagement, including the shooter and two unidentified individuals. Three officers were also severely wounded during the engagement. The suspect has been identified as Carlton Johnson II, who had a long history of threatening residents in this building with firearms. -----END TEARLINE----- Analyst Comments: The shadow war throughout Europe has remained hot this week, and very few people seem to realize the severity of the situation. To be sure, there is a solid argument for thinking that at least some of the attacks in Europe might be false-flag attacks intended to draw the global west further into the war. However, just because an incident might be a false-flag attack, doesn't mean it isn't a genuine threat....At the end of the day, if you step on an IED while walking your dog in the German countryside, it doesn't matter who planted it there, the result to the victim is the same. Right now, the lines are blurred to the point that attributing cause or culprit is nearly impossible for most attacks, but the explosions continue nonetheless. Daily attacks/incidents in Germany (and now Poland) are probably going to continue for the time being, and regardless of who's actually behind the attacks. Analyst: S2A1 Research: NomadNet: 5fa68c88be727a0e1a250a75e5e79269 Disclaimer: No LLMs were used in the writing of this report. //END REPORT//

S2 Underground

11,435 просмотров • 8 дней назад

🚨🚨10-Year Longitudinal Data On Ketogenic Diet Adverse Events, Bone Mineral Density, Thyroid Function, and Kidney Function: PART 2🚨🚨 NEW DATA OUT TODAY: We (Joseph C. Watso, PhD/ Austin Robinson/ Samuel Klein) just published our PART 2 paper looking at long-term safety and clinical efficacy of ketogenic diet on: ☠️Adverse Events 🦴Bone Mineral Density 🔥Thyroid Function 🫘Kidney Function ...in part 1 we measured advanced cardiovascular health profile in an adult with elevated cardiovascular risk (type 1 diabetes) who followed a ketogenic diet for 10 years and sustained euglycemia (10-Year HbA1c 5.5%). See paper here: PART 2: What did we find? 👉PLEASE WATCH 📷 VIDEO ABSTRACT here ( 180mg/dL). Patient also presented with intact hypoglycemic awareness. 🦴2) Bone Mineral Density: Prior data suggests that short term ketogenic diet may impair markers of bone modeling/remodeling. However, most of these report are short in nature. People with type 1 diabetes are at HIGH risk for lower bone mineral density and fracture (hyperglycemia is risk factor). Here, we observed no negative impact on bone mineral density (using GOLD STANDARD DXA) on a ketogenic diet, despite 10 years of aging with type 1 diabetes. 🔥3) Thyroid Function: Concerns have been raised on how reducing carbohydrates may shift thyroid hormone status and metabolism. However, most of these studies are </=7 days in length. Following a ketogenic diet over a 10-year period, here we observe no negative impact on thyroid function with a 10-year ketogenic diet. 🫘4) Kidney Function: Microvascular disease is a very common complication of type 1 diabetes as hyperglycemia damages the small blood vessel in the kidneys. Adverse structural kidney changes are observed in children with type 1 diabetes as early as 1.5-5 years post diagnosis with eGFR declining over time. We did not observe any deterioration of kidney function in patient with type 1 diabetes over a 10-year period while achieving 10-Year 5.5% HbA1c following a ketogenic diet. 🚨⚠️9) LIMITATIONS: Reminder on limitations. This is an individual case. The importance of this data is in the sheer absence of short or long-term data, hypothesized risk of a KD, and popularity and use of KD which we hope help generate future research questions. 🗒️CONCLUSIONS: In the longest known longitudinal report of a ketogenic diet in a patient with type 1 diabetes, we observed no severe adverse events or negative impacts on bone, kidney, or thyroid health. We in our PART 1 paper, we observed above average cardiovascular disease health. These initial findings should provoke further research into interventions like ketogenic diets to reduce the long-term health risks faced by those living with T1D while closely monitoring both traditional and advanced cardiovascular risk markers. Especially considering that currently available therapies do no reliably allow patients to achieve <7% HbA1c, let alone <5.7% HbA1c. Joseph C. Watso, PhD Cardiovascular & Applied Physiology Lab Studying how health behaviors (e.g., diet, exercise, etc.) affect cardiovascular health and physiology Sansum Diabetes Research Institute Studying how lifestyle, tools, and medicine affect people with diabetes. @fsucehhs FSU Research FSU ISSM AJP-Cell Physiology The diaTribe Foundation Beyond Type 1 Michael Riddell, PhD Nick Norwitz MD PhD Metabolic Mind Dominic D'Agostino Benjamin Bikman
2:53

🚨🚨10-Year Longitudinal Data On Ketogenic Diet Adverse Events, Bone Mineral Density, Thyroid Function, and Kidney Function: PART 2🚨🚨 NEW DATA OUT TODAY: We (Joseph C. Watso, PhD/ Austin Robinson/ Samuel Klein) just published our PART 2 paper looking at long-term safety and clinical efficacy of ketogenic diet on: ☠️Adverse Events 🦴Bone Mineral Density 🔥Thyroid Function 🫘Kidney Function ...in part 1 we measured advanced cardiovascular health profile in an adult with elevated cardiovascular risk (type 1 diabetes) who followed a ketogenic diet for 10 years and sustained euglycemia (10-Year HbA1c 5.5%). See paper here: PART 2: What did we find? 👉PLEASE WATCH 📷 VIDEO ABSTRACT here ( 180mg/dL). Patient also presented with intact hypoglycemic awareness. 🦴2) Bone Mineral Density: Prior data suggests that short term ketogenic diet may impair markers of bone modeling/remodeling. However, most of these report are short in nature. People with type 1 diabetes are at HIGH risk for lower bone mineral density and fracture (hyperglycemia is risk factor). Here, we observed no negative impact on bone mineral density (using GOLD STANDARD DXA) on a ketogenic diet, despite 10 years of aging with type 1 diabetes. 🔥3) Thyroid Function: Concerns have been raised on how reducing carbohydrates may shift thyroid hormone status and metabolism. However, most of these studies are </=7 days in length. Following a ketogenic diet over a 10-year period, here we observe no negative impact on thyroid function with a 10-year ketogenic diet. 🫘4) Kidney Function: Microvascular disease is a very common complication of type 1 diabetes as hyperglycemia damages the small blood vessel in the kidneys. Adverse structural kidney changes are observed in children with type 1 diabetes as early as 1.5-5 years post diagnosis with eGFR declining over time. We did not observe any deterioration of kidney function in patient with type 1 diabetes over a 10-year period while achieving 10-Year 5.5% HbA1c following a ketogenic diet. 🚨⚠️9) LIMITATIONS: Reminder on limitations. This is an individual case. The importance of this data is in the sheer absence of short or long-term data, hypothesized risk of a KD, and popularity and use of KD which we hope help generate future research questions. 🗒️CONCLUSIONS: In the longest known longitudinal report of a ketogenic diet in a patient with type 1 diabetes, we observed no severe adverse events or negative impacts on bone, kidney, or thyroid health. We in our PART 1 paper, we observed above average cardiovascular disease health. These initial findings should provoke further research into interventions like ketogenic diets to reduce the long-term health risks faced by those living with T1D while closely monitoring both traditional and advanced cardiovascular risk markers. Especially considering that currently available therapies do no reliably allow patients to achieve <7% HbA1c, let alone <5.7% HbA1c. Joseph C. Watso, PhD Cardiovascular & Applied Physiology Lab Studying how health behaviors (e.g., diet, exercise, etc.) affect cardiovascular health and physiology Sansum Diabetes Research Institute Studying how lifestyle, tools, and medicine affect people with diabetes. @fsucehhs FSU Research FSU ISSM AJP-Cell Physiology The diaTribe Foundation Beyond Type 1 Michael Riddell, PhD Nick Norwitz MD PhD Metabolic Mind Dominic D'Agostino Benjamin Bikman

Andrew Koutnik, Ph.D.

62,167 просмотров • 2 лет назад

Once we started to work with large global retailers, we needed a better way to scale this process. Ideally, the staff at the store could do this themselves — rather than us flying our team across the world — and then we could lower the cost and timelines. So we built a self-serve version of our survey app, with a tutorial mode designed for beginners. Over time, we collected millions of data points, and so we were able to develop an algorithm which would auto-correct mistakes. In other words, if the surveyor accidentally placed their ground-truth location in the wrong place on the map, we could use our algorithms to detect it, and correct it. So now we have WiFi, and with and our efforts on producing a high quality survey, we have the best WiFi positioning available. With WiFi on its own, it’s achieving 3 meter accuracy. This is a great foundation to build on. WiFi + Motion data To refine this down to 1-meter accuracy, we realised that we could combine WiFi with the same technology behind self-driving cars and robotics: a motion system called SLAM (Simultaneous Localization and Mapping). SLAM uses the accelerometer, gyroscope and camera system to understand precise device motion. Imagine a car driving through a tunnel, using the motion since its last GPS ping to keep location accurate until it comes out the other side. On a phone, this technology is very reliable, and measures device motion with high precision. But SLAM is measuring motion within its own coordinate space, it’s not aligned with the real world. SLAM tracks the user’s relative motion, like “moved forward 2 meters, then turned left”, but does “forward” mean “north”, or some other direction? It’s not calibrated, so it could mean any location, any direction. We can’t rely on the compass to help us out with this, because phone compasses are notoriously incorrect — everyone knows the frustration of being sent the wrong way down a street. So our job was to align this motion data with the triangulation data we were receiving from WiFi. We designed an algorithm that could simulate every possibility, filter the unlikely scenarios, and hone in your location, using WiFi as an anchor. So WiFi gives us the initial blue dot, SLAM gives us motion, and as the user starts walking and we receive more data, our algorithms can refine location accuracy down to a consistent 1-meter accuracy. We’ve tested these algorithms in many locations, on hundreds of hours of ground-truth data:
0:47

Once we started to work with large global retailers, we needed a better way to scale this process. Ideally, the staff at the store could do this themselves — rather than us flying our team across the world — and then we could lower the cost and timelines. So we built a self-serve version of our survey app, with a tutorial mode designed for beginners. Over time, we collected millions of data points, and so we were able to develop an algorithm which would auto-correct mistakes. In other words, if the surveyor accidentally placed their ground-truth location in the wrong place on the map, we could use our algorithms to detect it, and correct it. So now we have WiFi, and with and our efforts on producing a high quality survey, we have the best WiFi positioning available. With WiFi on its own, it’s achieving 3 meter accuracy. This is a great foundation to build on. WiFi + Motion data To refine this down to 1-meter accuracy, we realised that we could combine WiFi with the same technology behind self-driving cars and robotics: a motion system called SLAM (Simultaneous Localization and Mapping). SLAM uses the accelerometer, gyroscope and camera system to understand precise device motion. Imagine a car driving through a tunnel, using the motion since its last GPS ping to keep location accurate until it comes out the other side. On a phone, this technology is very reliable, and measures device motion with high precision. But SLAM is measuring motion within its own coordinate space, it’s not aligned with the real world. SLAM tracks the user’s relative motion, like “moved forward 2 meters, then turned left”, but does “forward” mean “north”, or some other direction? It’s not calibrated, so it could mean any location, any direction. We can’t rely on the compass to help us out with this, because phone compasses are notoriously incorrect — everyone knows the frustration of being sent the wrong way down a street. So our job was to align this motion data with the triangulation data we were receiving from WiFi. We designed an algorithm that could simulate every possibility, filter the unlikely scenarios, and hone in your location, using WiFi as an anchor. So WiFi gives us the initial blue dot, SLAM gives us motion, and as the user starts walking and we receive more data, our algorithms can refine location accuracy down to a consistent 1-meter accuracy. We’ve tested these algorithms in many locations, on hundreds of hours of ground-truth data:

Andrew Hart

91,047 просмотров • 1 год назад

Chapter 1 Pre-Alpha "Explore. Craft. Survive." will be dropping this quarter welcoming the very first inhabitants to #E2V1 & introduce early mechanics that will form the foundation of life inside #Earth2🌍✌️ Read below for important details: This update is no longer a simple avatar release but a significant update to the entire foundation of the #E2V1 world. When I first talked about dropping avatars I was eager to keep things moving and referred to a very simple system to test skins and movement, then to subsequently implement the full version after that. While this approach would have brought new content out quickly, it could have turned into weeks of extra development time with little upside for the wider community, apart from testing the movement and appearance of the avatars, there would have been little else to do until another subsequent update. Therefore I made the decision to focus solely on implementing the core part of the full system we plan to use long term on the platform. I apologise that this release will take a little longer than originally anticipated, having moved away from the initial lower spec'd plan, but I'd like to get this right & ready for a wider audience to start using and enjoying. As much as I'd love to push out updates faster, I will be taking this approach to #E2V1 development in the future as well. The plan will still be to release to our testing group first after our internal QA, test and then stabilise. If all looks good and we're happy with how everything is performing, we will push forward with a public release. There will inevitably be ongoing adjustments, additions and tweaks to these type of systems over time. It may seem like a long time, but #E2V1 was only released to our testing group 7 weeks ago! How crazy is that? I know for me it feels like many months already. Nonetheless, during this short period of time we have not only released a couple of updated versions, and an updated version to the Earth 2 Launcher, but the team has also been working incredibly hard on the #E2V1 and #BE mechanics for the Chapter 1 systems - and there is a lot involved in this upcoming release. We will be dropping an article later this week, which I believe will help our community understand the extensive list of features planned for this release and in turn explain why it is taking a little longer. I'd rather not spoil all of the details, but the article contains a lot of information about the various systems we're developing including rules of life, avatar synthesisation, death, saving, skins, day/night cycles, free to play model, avatar vitals, how land ownership fits in with all of this and much more. It is important to keep in mind that each of these systems needed to be designed and implemented, which takes time. The article will also begin to reveal some of the design plans I have been working on to increase utility for T1 land, which will also include various T1 classes. I also intend to follow through and expand utility on T1 land into other upcoming mechanics on the platform, some of which will be revealed in a separate article in the near future and are also part of the Chapter 1 release. Ideally, all going well, we will be testing early multiplayer at some stage this quarter and as mentioned earlier this year #Hordes in Q3, #EggHunt in Q4 & maybe some early buildings on properties. In addition to these goals, we have a couple of wild card features floating around in between as well. I know I reiterate it from time to time, but the long term goal for #Earth2 has not changed. We are building a #geolocational #metaverse - a platform! We still want #Players building cities, providing more individualised experiences, advertising, trading, shopping, e-commerce, socialising and so forth. And I still have plans to link #E2V1 into #AR and support #VR, but we cannot do all of this at once. I am also looking at ways we can expand the team and setup a studio, probably in East Asia, to speed up development. The current features we're focusing on plan to expand utility for land on a wide scale & introduce various experiences inside #E2V1, providing potential benefits for land owners & #Players alike on a broader level, while at the same time allowing our team to introduce mechanics that will be used throughout the future of the platform, test limitations and work our way around challenges as they arise. Thanks for reading and don't forget to drop a like and comment on the video! We appreciate the love and support and it also helps with the algorithm! Keep an eye out for the article later this week - a lot of details incoming! I want life to have meaning inside Earth 2 and I believe my approach could change the way #Players consider each action on the platform.. possibly alter the overall dynamics in a number of ways. #Metaverse #E2V1 #OpenWorld #earlyaccess #Earth2 $ESS
1:15

Chapter 1 Pre-Alpha "Explore. Craft. Survive." will be dropping this quarter welcoming the very first inhabitants to #E2V1 & introduce early mechanics that will form the foundation of life inside #Earth2🌍✌️ Read below for important details: This update is no longer a simple avatar release but a significant update to the entire foundation of the #E2V1 world. When I first talked about dropping avatars I was eager to keep things moving and referred to a very simple system to test skins and movement, then to subsequently implement the full version after that. While this approach would have brought new content out quickly, it could have turned into weeks of extra development time with little upside for the wider community, apart from testing the movement and appearance of the avatars, there would have been little else to do until another subsequent update. Therefore I made the decision to focus solely on implementing the core part of the full system we plan to use long term on the platform. I apologise that this release will take a little longer than originally anticipated, having moved away from the initial lower spec'd plan, but I'd like to get this right & ready for a wider audience to start using and enjoying. As much as I'd love to push out updates faster, I will be taking this approach to #E2V1 development in the future as well. The plan will still be to release to our testing group first after our internal QA, test and then stabilise. If all looks good and we're happy with how everything is performing, we will push forward with a public release. There will inevitably be ongoing adjustments, additions and tweaks to these type of systems over time. It may seem like a long time, but #E2V1 was only released to our testing group 7 weeks ago! How crazy is that? I know for me it feels like many months already. Nonetheless, during this short period of time we have not only released a couple of updated versions, and an updated version to the Earth 2 Launcher, but the team has also been working incredibly hard on the #E2V1 and #BE mechanics for the Chapter 1 systems - and there is a lot involved in this upcoming release. We will be dropping an article later this week, which I believe will help our community understand the extensive list of features planned for this release and in turn explain why it is taking a little longer. I'd rather not spoil all of the details, but the article contains a lot of information about the various systems we're developing including rules of life, avatar synthesisation, death, saving, skins, day/night cycles, free to play model, avatar vitals, how land ownership fits in with all of this and much more. It is important to keep in mind that each of these systems needed to be designed and implemented, which takes time. The article will also begin to reveal some of the design plans I have been working on to increase utility for T1 land, which will also include various T1 classes. I also intend to follow through and expand utility on T1 land into other upcoming mechanics on the platform, some of which will be revealed in a separate article in the near future and are also part of the Chapter 1 release. Ideally, all going well, we will be testing early multiplayer at some stage this quarter and as mentioned earlier this year #Hordes in Q3, #EggHunt in Q4 & maybe some early buildings on properties. In addition to these goals, we have a couple of wild card features floating around in between as well. I know I reiterate it from time to time, but the long term goal for #Earth2 has not changed. We are building a #geolocational #metaverse - a platform! We still want #Players building cities, providing more individualised experiences, advertising, trading, shopping, e-commerce, socialising and so forth. And I still have plans to link #E2V1 into #AR and support #VR, but we cannot do all of this at once. I am also looking at ways we can expand the team and setup a studio, probably in East Asia, to speed up development. The current features we're focusing on plan to expand utility for land on a wide scale & introduce various experiences inside #E2V1, providing potential benefits for land owners & #Players alike on a broader level, while at the same time allowing our team to introduce mechanics that will be used throughout the future of the platform, test limitations and work our way around challenges as they arise. Thanks for reading and don't forget to drop a like and comment on the video! We appreciate the love and support and it also helps with the algorithm! Keep an eye out for the article later this week - a lot of details incoming! I want life to have meaning inside Earth 2 and I believe my approach could change the way #Players consider each action on the platform.. possibly alter the overall dynamics in a number of ways. #Metaverse #E2V1 #OpenWorld #earlyaccess #Earth2 $ESS

Shane Isaac 🌍2️⃣

21,370 просмотров • 1 год назад

Check out our latest #Earth2 #creation the #MotorwayMarauder🌍✌️From #ConceptArt to #gameready, gives me #MadMax & #Terminator vibes - love it! Some #IMPORTANT things to remember about #Earth2 #drops leading up to #E2V1👇 1⃣Acquiring #skins is completely optional 2⃣ Notably, the #skins we drop leading up to the #E2V1 release will more likely have a ‘Limited Supply’, something that rewards our early supporters with increased rarity. These Limited Supply drops will become less frequent in the future being replaced with drops of unlimited supply but restricted availability requiring Players to wait for a skin to become available in the skin store or hope to acquire it via game play inside #E2V1 3⃣ Our goal is not to have these early #skin drops sell out during their maiden release, but rather provide an opportunity for our early supporters to secure skins they like at a discounted price with the welcoming guarantee of an all time Limited Supply. 4⃣ Most of the early #skin drops will naturally allow #Players to resell them, but importantly many will also be assigned with a once ever discount rate. #Skins that have Future Price Reduction assigned with “No” means that if the #skin does not sell out on its maiden drop and subsequently gets listed in store again at a future date, #Earth2 will never resell that #skin at any discounted rate. 5⃣ #Earth2 is building a modular clothing system, meaning that most items of clothing, especially if sold separately, will be interchangeable on avatars making them more useful and giving the #Player more ways to mix up their outfits, look the part & express themselves. 6⃣ The version of the skin you see in store is the base version you receive with the skin, however, there will also be opportunities to tailor outfits in game allowing for the adjustment in fabrics, prints, colours and more (be prepared for a little legwork though, unless you want to take your clothing items to another #Player who specialises in tailoring). 7⃣ #Earth2 is proud to have uniquely designed the #skins you listed in our store & it is important to remember that these #skins are the end result of a long and stringent internal character pipeline we have developed. Each skin starts from concept art which is reviewed and iterated on numerous times before being approved. Once approval is given, it is handed to our 3D modelling team for sculpting into high poly, then low poly, while receiving numerous reviews and adhering to our pipeline protocols. When the low poly version is finished, the 3D team then finishes with UV mapping and texture baking and runs their own QA process. Once the entire 3D sculpting process is approved, the models enter the skinning, rigging and weight painting process and are then passed to the animation team for further testing with various animations and another set of QA such as minimising clipping and identifying any other potential flaws in the model. The model then needs to go through the final process with a game developer to ensure it passed the final tests and is game ready for #E2V1. 8⃣ The above steps only represent a light explanation of our character and clothing pipeline, but as you can see we’re not simply selling static concept art images or a high poly 3D model that lacks any kind of optimisations resulting in little chance of it ever being game ready in its advertised state - there is a lot of work that takes place in order to get these skins to the stage our #Players see them in the video footage. Each skin sold helps support different parts of the development of Earth 2 providing us with new opportunities to further expand our team, speed up development and keep stepping closer to our short and long term goals for #E2V1 and #Earth2. 9⃣ We understand that fashion will become a big part of the #Metaverse, but we want to remind people that while some #Players may decide to set rules for certain skins being required for access or a ticket to entry under certain circumstances, from #Earth2’s perspective these skins are for cosmetic purposes only. 🔟 These skin drops also give #Earth2 the chance to show off our ability and versatility in avatar creation and accessories so even if you’re not keen on picking up a skin, remember to have fun and simply enjoy the progress! Also take heart every time you see a #skindrop, if the #E2V1 pre-alpha was not launching this year I wouldn't be dropping skins. We want to have at least some diversity for #avatars inside #E2V1 from the early stages! #Earth2 #Metaverse #Skins #Fashion #Collectibles #3DWorld #WIP #prealpha2024
1:29

Check out our latest #Earth2 #creation the #MotorwayMarauder🌍✌️From #ConceptArt to #gameready, gives me #MadMax & #Terminator vibes - love it! Some #IMPORTANT things to remember about #Earth2 #drops leading up to #E2V1👇 1⃣Acquiring #skins is completely optional 2⃣ Notably, the #skins we drop leading up to the #E2V1 release will more likely have a ‘Limited Supply’, something that rewards our early supporters with increased rarity. These Limited Supply drops will become less frequent in the future being replaced with drops of unlimited supply but restricted availability requiring Players to wait for a skin to become available in the skin store or hope to acquire it via game play inside #E2V1 3⃣ Our goal is not to have these early #skin drops sell out during their maiden release, but rather provide an opportunity for our early supporters to secure skins they like at a discounted price with the welcoming guarantee of an all time Limited Supply. 4⃣ Most of the early #skin drops will naturally allow #Players to resell them, but importantly many will also be assigned with a once ever discount rate. #Skins that have Future Price Reduction assigned with “No” means that if the #skin does not sell out on its maiden drop and subsequently gets listed in store again at a future date, #Earth2 will never resell that #skin at any discounted rate. 5⃣ #Earth2 is building a modular clothing system, meaning that most items of clothing, especially if sold separately, will be interchangeable on avatars making them more useful and giving the #Player more ways to mix up their outfits, look the part & express themselves. 6⃣ The version of the skin you see in store is the base version you receive with the skin, however, there will also be opportunities to tailor outfits in game allowing for the adjustment in fabrics, prints, colours and more (be prepared for a little legwork though, unless you want to take your clothing items to another #Player who specialises in tailoring). 7⃣ #Earth2 is proud to have uniquely designed the #skins you listed in our store & it is important to remember that these #skins are the end result of a long and stringent internal character pipeline we have developed. Each skin starts from concept art which is reviewed and iterated on numerous times before being approved. Once approval is given, it is handed to our 3D modelling team for sculpting into high poly, then low poly, while receiving numerous reviews and adhering to our pipeline protocols. When the low poly version is finished, the 3D team then finishes with UV mapping and texture baking and runs their own QA process. Once the entire 3D sculpting process is approved, the models enter the skinning, rigging and weight painting process and are then passed to the animation team for further testing with various animations and another set of QA such as minimising clipping and identifying any other potential flaws in the model. The model then needs to go through the final process with a game developer to ensure it passed the final tests and is game ready for #E2V1. 8⃣ The above steps only represent a light explanation of our character and clothing pipeline, but as you can see we’re not simply selling static concept art images or a high poly 3D model that lacks any kind of optimisations resulting in little chance of it ever being game ready in its advertised state - there is a lot of work that takes place in order to get these skins to the stage our #Players see them in the video footage. Each skin sold helps support different parts of the development of Earth 2 providing us with new opportunities to further expand our team, speed up development and keep stepping closer to our short and long term goals for #E2V1 and #Earth2. 9⃣ We understand that fashion will become a big part of the #Metaverse, but we want to remind people that while some #Players may decide to set rules for certain skins being required for access or a ticket to entry under certain circumstances, from #Earth2’s perspective these skins are for cosmetic purposes only. 🔟 These skin drops also give #Earth2 the chance to show off our ability and versatility in avatar creation and accessories so even if you’re not keen on picking up a skin, remember to have fun and simply enjoy the progress! Also take heart every time you see a #skindrop, if the #E2V1 pre-alpha was not launching this year I wouldn't be dropping skins. We want to have at least some diversity for #avatars inside #E2V1 from the early stages! #Earth2 #Metaverse #Skins #Fashion #Collectibles #3DWorld #WIP #prealpha2024

Shane Isaac 🌍2️⃣

19,007 просмотров • 2 лет назад

Qwen 3.8 27B on hit 3.3x faster decode in 7 days. Here's what happened and what we're thinking next. Result (so far) Median decode speed increased from 26 tok/s to 87.9 tok/s on the verifier M5 Max (33 to 93.1 tok/s across the eight prompts), with prefill around 971.8 tok/s. This came out of a collective effort: 31 solvers across 67 improvements. Most of the recent ones run custom MTP heads that draft and accept ~3.9 tokens per round while still matching serial output exactly. Why this matters Beyond the performance itself, two things stand out to me. (1) Dense models on Apple Silicon were supposed to be the hard case. "Everyone knows Macs are slow at dense models." But watching the community take it from the usual baseline to >3x in seven days shows the low-hanging fruit was still there. (2) Open-weight models have been small and effective for a while. This is the first time one is small and frontier. Qwen 3.8 27B is an extremely strong dense model, comparable in capability to Opus 4.6 (Max). Running it at usable speed (>45 tok/s) is a step change for local AI users. What we improved about the challenge itself This is our second challenge, and we took the feedback from the Laguna track and rebuilt a few core pieces. - Speculative decoding (native MTP) was available and editable on day one instead of bolted on later. - Scoring became the median of eight independent prompt speedups over pure serial decode (anchored at 1.0, floor 0.90, ceiling 3.0), so no single fixture could dominate. - The leaderboard now ranks total contribution rather than just the current record holder. - Every submission gets automated screening for gaming before it scores. I really appreciate folks who's provided feedback. Naming a few that came to mind Ivan Fioravanti ᯅ TheDavidTai Morgan McGuire poly Takeshi7 Steven Gumbii.Digital Tanishq Dubey Arjun Ram Andrey 🦃 Petrov tiny edge David Zhang Jaime Rader Peter and many others on slack! We also widened the editable surface to include the MTP head weights themselves, the full draft/verify loop, and a large set of the underlying Metal kernels. How we got to the 3x speedup Here's a summary from Grok. Much of it is beyond my understanding, but I expect people (and agents) smarter than I am can take these insights and apply them in other contexts. Custom MTP heads + adaptive draft policy People stopped treating the head as fixed and started training or editing it for higher acceptance under the exact verify constraints. Combined with per-round draft counts that can adapt (0 to 8), this is what pushed average accepted tokens from ~1-2 up to 3.9 on the top runs. Tighter verify-block and KV rollback paths The Swift session code for assembling the verify pass, snapshotting KV, and rolling back on rejects got cleaned up a lot. Small latency wins here compound once you're drafting ~four tokens at a time. Metal kernel work on the hot paths SDPA, the MoE gather GEMM, RoPE, RMSNorm, and a few of the smaller element-wise ops saw targeted edits. Most of the gains only show up once the verify width is high and the memory traffic pattern changes. Fidelity-preserving residual handling Several submissions improved how residuals and acceptance decisions are managed, so that higher draft depth doesn't quietly degrade the token match rate. The gates stayed strict: every emitted token still has to equal serial, so these were real engineering wins rather than score hacks. What's next for Qwen 3.8 27B MLX. We plan to keep the track live a bit longer, then switch to Qwen 3.8's MoE version (rumored to be 35B-A3B). Given the recent DFlash 2 announcement, we're also looking at whether we can support broader speculative methods. The current surface already supports a lot of experimentation. The main gaps are better upstreaming for local usage and clearer docs on how the benchmark and verifier work. Multiplatform. In parallel, we're experimenting with running a similar effort around CUDA for Qwen 3.8 27B. A lot of people have asked for this, since the two communities overlap quite a bit. Our goal is to ship the CUDA version next week. We'd also love to partner with Qwen on it. If anyone has a connection there, please introduce us, and we'll see if they're down to match a bounty with us to push this out. What's most useful for the broader MLX community The improvements from the challenge are already upstreamed inside Darkbloom, and we're seeing ~2x faster decode in our production traffic for Qwen. Outside the challenge itself, something I've been thinking about deeply, and that a few community members have raised, is how to make these results useful to more people. There are many individual efforts happening across the MLX community, and honestly, the more I dig in, the more confused I get by the overlapping libraries and concepts. I'm sure I'm not alone, and newcomers probably feel the same. That's no one's fault, just the growing pains of an open source community. I don't expect I'm gonna come up with the answer, but I'd love to learn more about what different folks are working on and how they're thinking about their roadmaps. I'll share what I learn along the way, and hopefully someone smarter than me can turn it into a proposal for us to rally around.
0:27

Qwen 3.8 27B on hit 3.3x faster decode in 7 days. Here's what happened and what we're thinking next. Result (so far) Median decode speed increased from 26 tok/s to 87.9 tok/s on the verifier M5 Max (33 to 93.1 tok/s across the eight prompts), with prefill around 971.8 tok/s. This came out of a collective effort: 31 solvers across 67 improvements. Most of the recent ones run custom MTP heads that draft and accept ~3.9 tokens per round while still matching serial output exactly. Why this matters Beyond the performance itself, two things stand out to me. (1) Dense models on Apple Silicon were supposed to be the hard case. "Everyone knows Macs are slow at dense models." But watching the community take it from the usual baseline to >3x in seven days shows the low-hanging fruit was still there. (2) Open-weight models have been small and effective for a while. This is the first time one is small and frontier. Qwen 3.8 27B is an extremely strong dense model, comparable in capability to Opus 4.6 (Max). Running it at usable speed (>45 tok/s) is a step change for local AI users. What we improved about the challenge itself This is our second challenge, and we took the feedback from the Laguna track and rebuilt a few core pieces. - Speculative decoding (native MTP) was available and editable on day one instead of bolted on later. - Scoring became the median of eight independent prompt speedups over pure serial decode (anchored at 1.0, floor 0.90, ceiling 3.0), so no single fixture could dominate. - The leaderboard now ranks total contribution rather than just the current record holder. - Every submission gets automated screening for gaming before it scores. I really appreciate folks who's provided feedback. Naming a few that came to mind Ivan Fioravanti ᯅ TheDavidTai Morgan McGuire poly Takeshi7 Steven Gumbii.Digital Tanishq Dubey Arjun Ram Andrey 🦃 Petrov tiny edge David Zhang Jaime Rader Peter and many others on slack! We also widened the editable surface to include the MTP head weights themselves, the full draft/verify loop, and a large set of the underlying Metal kernels. How we got to the 3x speedup Here's a summary from Grok. Much of it is beyond my understanding, but I expect people (and agents) smarter than I am can take these insights and apply them in other contexts. Custom MTP heads + adaptive draft policy People stopped treating the head as fixed and started training or editing it for higher acceptance under the exact verify constraints. Combined with per-round draft counts that can adapt (0 to 8), this is what pushed average accepted tokens from ~1-2 up to 3.9 on the top runs. Tighter verify-block and KV rollback paths The Swift session code for assembling the verify pass, snapshotting KV, and rolling back on rejects got cleaned up a lot. Small latency wins here compound once you're drafting ~four tokens at a time. Metal kernel work on the hot paths SDPA, the MoE gather GEMM, RoPE, RMSNorm, and a few of the smaller element-wise ops saw targeted edits. Most of the gains only show up once the verify width is high and the memory traffic pattern changes. Fidelity-preserving residual handling Several submissions improved how residuals and acceptance decisions are managed, so that higher draft depth doesn't quietly degrade the token match rate. The gates stayed strict: every emitted token still has to equal serial, so these were real engineering wins rather than score hacks. What's next for Qwen 3.8 27B MLX. We plan to keep the track live a bit longer, then switch to Qwen 3.8's MoE version (rumored to be 35B-A3B). Given the recent DFlash 2 announcement, we're also looking at whether we can support broader speculative methods. The current surface already supports a lot of experimentation. The main gaps are better upstreaming for local usage and clearer docs on how the benchmark and verifier work. Multiplatform. In parallel, we're experimenting with running a similar effort around CUDA for Qwen 3.8 27B. A lot of people have asked for this, since the two communities overlap quite a bit. Our goal is to ship the CUDA version next week. We'd also love to partner with Qwen on it. If anyone has a connection there, please introduce us, and we'll see if they're down to match a bounty with us to push this out. What's most useful for the broader MLX community The improvements from the challenge are already upstreamed inside Darkbloom, and we're seeing ~2x faster decode in our production traffic for Qwen. Outside the challenge itself, something I've been thinking about deeply, and that a few community members have raised, is how to make these results useful to more people. There are many individual efforts happening across the MLX community, and honestly, the more I dig in, the more confused I get by the overlapping libraries and concepts. I'm sure I'm not alone, and newcomers probably feel the same. That's no one's fault, just the growing pains of an open source community. I don't expect I'm gonna come up with the answer, but I'd love to learn more about what different folks are working on and how they're thinking about their roadmaps. I'll share what I learn along the way, and hopefully someone smarter than me can turn it into a proposal for us to rally around.

Kydo

32,548 просмотров • 21 дней назад