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𝐌𝐘𝐓𝐇𝐈𝐂 𝐑𝐀𝐂𝐄 𝐓𝐎 𝐖𝐎𝐑𝐋𝐃 𝐅𝐈𝐑𝐒𝐓 𝐇𝐄𝐀𝐓𝐒 𝐔𝐏 It appears that we may have one of the closest races in recent memory. All top three guilds are currently progressing on Nexus-King Salhadaar, with currently in first place, as they've reached 85.06% into Phase 3. Current Standings: 1st | 🇺🇸 Liquid... show more

N_Tys

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40,365 次观看 • 11 个月前 •via X (Twitter)

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All 8 sacks on CJ Stroud vs the Chiefs 1. 3rd and 8, line up Chris Jones on a 2nd round rookie 2. 3rd and 5, Bolton over top of Mason/Fisher with the C sliding fools Shaq into anticipating the blitzing LB - who ends up dropping. Instant sack on a free rusher. 3. 2nd and 5 on the 20 with :41 seconds left in the half. Stroud deserves some blame here despite the LG getting walked back. Be quicker to the checkdown, which he pumps. 4. 4th and 10, rushed play and snap due to sideline indecision. 5 on the line + 1 extra rusher puts Karlaftis vs Schultz. Easy win around the edge. Spags special with no easy outlet. 5. 1st and 10. Looks like a lazy chip here from Schultz. QB depth is exactly the angle that Karlaftis takes. Both downfield routes have two DBs on them. Losers everywhere 6. 2nd and 10. Attempted scramble with 7 in protection vs 5 rushers. That means 6 defenders vs 3 routes. Loss of 1 7. 2nd and 2. Down 11. 2 minutes to go at the 5 yard line. Stroud runs into this one. 8. One play later. 3rd and 10. Nico to front pylon. 14 to back pylon. Dare's help on Schultz here is weak. Slight eye drop when climbing and resetting. But as soon as Stroud resets, it's over.

All 8 sacks on CJ Stroud vs the Chiefs 1. 3rd and 8, line up Chris Jones on a 2nd round rookie 2. 3rd and 5, Bolton over top of Mason/Fisher with the C sliding fools Shaq into anticipating the blitzing LB - who ends up dropping. Instant sack on a free rusher. 3. 2nd and 5 on the 20 with :41 seconds left in the half. Stroud deserves some blame here despite the LG getting walked back. Be quicker to the checkdown, which he pumps. 4. 4th and 10, rushed play and snap due to sideline indecision. 5 on the line + 1 extra rusher puts Karlaftis vs Schultz. Easy win around the edge. Spags special with no easy outlet. 5. 1st and 10. Looks like a lazy chip here from Schultz. QB depth is exactly the angle that Karlaftis takes. Both downfield routes have two DBs on them. Losers everywhere 6. 2nd and 10. Attempted scramble with 7 in protection vs 5 rushers. That means 6 defenders vs 3 routes. Loss of 1 7. 2nd and 2. Down 11. 2 minutes to go at the 5 yard line. Stroud runs into this one. 8. One play later. 3rd and 10. Nico to front pylon. 14 to back pylon. Dare's help on Schultz here is weak. Slight eye drop when climbing and resetting. But as soon as Stroud resets, it's over.

Josh Norris

40,611 次观看 • 1 年前

🏁 READY, SET, ROLL! The #FormulaBrawl Event starts NOW! 🏁 🔵 10 Brawlers transform into real marbles to race around a real-life Circuit du Starr Park! 🟣 Predict in-game which Marble wins the next race to get FREE CHAOS DROPS! 🟢 Races take place at 3 PM UTC on June 8, 10 and 12 and will be broadcast across all Brawl socials! 🔴 Every prediction earns Chaos Drops with even greater rewards for higher placements! ⭐ Chaos Drops rewards per race: 🥇 1st Place = 5 🥈 2nd Place = 3 🥉 3rd Place = 2 🏁 4th - 10th Place = 1 🏆 The first predictions are LIVE NOW!

🏁 READY, SET, ROLL! The #FormulaBrawl Event starts NOW! 🏁 🔵 10 Brawlers transform into real marbles to race around a real-life Circuit du Starr Park! 🟣 Predict in-game which Marble wins the next race to get FREE CHAOS DROPS! 🟢 Races take place at 3 PM UTC on June 8, 10 and 12 and will be broadcast across all Brawl socials! 🔴 Every prediction earns Chaos Drops with even greater rewards for higher placements! ⭐ Chaos Drops rewards per race: 🥇 1st Place = 5 🥈 2nd Place = 3 🥉 3rd Place = 2 🏁 4th - 10th Place = 1 🏆 The first predictions are LIVE NOW!

Brawl Stars

281,462 次观看 • 1 个月前

$Once a fan on GAS reddit figured out the lyrics on Runaway’s outro. Here’s the result LYRICS: \[INTRO\] @ 6:00.00: Run them pianos \[SECTION 1\] @ 6:05.00: Oh, I'm, fine @ 6:10.00: I'mmmm (breath) @ 6:12.00: Oh I held in all my feelings for sooo looong @ 6:16.00: Sooooo long @ 6:18.50: Way way too looonnnggg @ 6:22.00: I'm sooo sorry, but Iiii @ 6:27.00: But I can't eeeven look straight in your eyes @ 6:32.50: And you know I been going through all our proooblems @ 6:38.00: I just don't know why I couldn't meet you halfway @ 6:43.00: You halfway \[SECTION 2\] @ 6:45.00: Oh Amber I'mmm sooo sorrryyy (breath) @ 6:49.00: And I am (breath) @ 6:50.00: And I'm so sooorrryyy @ 6:54.00: Oh Amber I'm so, so sorrryyy @ 7:01.00: You been puttinnn' up with all my shit just far too loooong (breath) @ 7:06.50: I'm so gifted at finding what I don't really like the moooost (breath) @ 7:12.00: So, I think it's time, time for you to go (breath) @ 7:17.00: It's espeeecially time, your time to go nooowww @ 7:23.00: You been puttin' up with all my shit just far too loooong @ 7:28.00: I'm so addicted to finding what I don't like the moooost \[PRE-BRIDGE\] @ 7:38.00: I'mmmm @ 7:41.00: Well baby I'mmm saaaddd @ 7:46.50: So saaaddd (breath) @ 7:49.00: I am stuuucckkkk (breath) @ 7:52.50: Because I love youuuu, Ammmber (breath) \[BRIDGE\] @ 7:58.00: Amberrr just run awayyy @ 8:00.50: Amber pleaseee, oh and Amber please (breath) @ 8:03.00: Run away from meeeee (breath) @ 8:06.00: Amber, I know thaaat youuu've (breath) @ 8:08.50: Put up with shit latelyyy \[POST-BRIDGE\] @ 8:10.50: Amber, I wish (breath) @ 8:12.00: That you were here by my siiiide (breath) @ 8:17.00: 'Cause Amber, you just, juuust the wooommmannn for me (breath) \[SECTION 3\] @ 8:22.00: And I always find, yeah, I always wind up finding something wrong (breath) @ 8:28.50: Woman, you've been puttin' up with my shit just far too loooong (breath) @ 8:35.00: I'm okay with finding what I don't like the moooost (breath) @ 8:40.50: So, I think it's time for us to have a tooooast (breath) @ 8:45.50: You're another, 'nother, one I don't wanna loooose (breath) @ 8:51.00: And I think it's time you gotta let it go (sigh) @ 8:57.00: Yeah, I think it's time you gotta let me looooose (breath) @ 9:02.50: Yeah, I think it's time for us to let it go ALTERNATE VERSIONS: @ 6:00.00: Hear them pianos @ 6:22.00: I'm so so sorry, but Iiii @ 6:27.00: But I can't eeeven look right in your eyes @ 6:32.50: You know that I been going through all our proooblems @ 6:38.00: I just can't believe I couldn't meet you halfway @ 6:49.00: Amber I'm (breath) @ 6:50.00: Amber I'm sooorrryyy @ 7:52.50: Because I want you, Amber (breath) @ 7:58.00: Amberrr please run awayyy @ 8:00.50: Amber pleaseee, and Amber please (breath) @ 8:03.00: Run so far from meeee (breath) @ 8:10.50: And girl, I wish (breath) @ 8:17.00: 'Cause Amber, you just, juuust the onnneee for me (breath) There are some situations at the start of a line where “Oh” might be “And” link to the original post:$

Once a fan on GAS reddit figured out the lyrics on Runaway’s outro. Here’s the result LYRICS: \[INTRO\] @ 6:00.00: Run them pianos \[SECTION 1\] @ 6:05.00: Oh, I'm, fine @ 6:10.00: I'mmmm (breath) @ 6:12.00: Oh I held in all my feelings for sooo looong @ 6:16.00: Sooooo long @ 6:18.50: Way way too looonnnggg @ 6:22.00: I'm sooo sorry, but Iiii @ 6:27.00: But I can't eeeven look straight in your eyes @ 6:32.50: And you know I been going through all our proooblems @ 6:38.00: I just don't know why I couldn't meet you halfway @ 6:43.00: You halfway \[SECTION 2\] @ 6:45.00: Oh Amber I'mmm sooo sorrryyy (breath) @ 6:49.00: And I am (breath) @ 6:50.00: And I'm so sooorrryyy @ 6:54.00: Oh Amber I'm so, so sorrryyy @ 7:01.00: You been puttinnn' up with all my shit just far too loooong (breath) @ 7:06.50: I'm so gifted at finding what I don't really like the moooost (breath) @ 7:12.00: So, I think it's time, time for you to go (breath) @ 7:17.00: It's espeeecially time, your time to go nooowww @ 7:23.00: You been puttin' up with all my shit just far too loooong @ 7:28.00: I'm so addicted to finding what I don't like the moooost \[PRE-BRIDGE\] @ 7:38.00: I'mmmm @ 7:41.00: Well baby I'mmm saaaddd @ 7:46.50: So saaaddd (breath) @ 7:49.00: I am stuuucckkkk (breath) @ 7:52.50: Because I love youuuu, Ammmber (breath) \[BRIDGE\] @ 7:58.00: Amberrr just run awayyy @ 8:00.50: Amber pleaseee, oh and Amber please (breath) @ 8:03.00: Run away from meeeee (breath) @ 8:06.00: Amber, I know thaaat youuu've (breath) @ 8:08.50: Put up with shit latelyyy \[POST-BRIDGE\] @ 8:10.50: Amber, I wish (breath) @ 8:12.00: That you were here by my siiiide (breath) @ 8:17.00: 'Cause Amber, you just, juuust the wooommmannn for me (breath) \[SECTION 3\] @ 8:22.00: And I always find, yeah, I always wind up finding something wrong (breath) @ 8:28.50: Woman, you've been puttin' up with my shit just far too loooong (breath) @ 8:35.00: I'm okay with finding what I don't like the moooost (breath) @ 8:40.50: So, I think it's time for us to have a tooooast (breath) @ 8:45.50: You're another, 'nother, one I don't wanna loooose (breath) @ 8:51.00: And I think it's time you gotta let it go (sigh) @ 8:57.00: Yeah, I think it's time you gotta let me looooose (breath) @ 9:02.50: Yeah, I think it's time for us to let it go ALTERNATE VERSIONS: @ 6:00.00: Hear them pianos @ 6:22.00: I'm so so sorry, but Iiii @ 6:27.00: But I can't eeeven look right in your eyes @ 6:32.50: You know that I been going through all our proooblems @ 6:38.00: I just can't believe I couldn't meet you halfway @ 6:49.00: Amber I'm (breath) @ 6:50.00: Amber I'm sooorrryyy @ 7:52.50: Because I want you, Amber (breath) @ 7:58.00: Amberrr please run awayyy @ 8:00.50: Amber pleaseee, and Amber please (breath) @ 8:03.00: Run so far from meeee (breath) @ 8:10.50: And girl, I wish (breath) @ 8:17.00: 'Cause Amber, you just, juuust the onnneee for me (breath) There are some situations at the start of a line where “Oh” might be “And” link to the original post:

Skitzo

92,198 次观看 • 8 天前

WHY GREATNESS IS SHORT-LIVED AMONG MANY: 1. Pride. (Proverbs 16:18, 18:12, 29:23, James 4:6-8) Pride is the refusal to acknowledge God as the basis, the reason, and the principal factor for any result you may have. Before any man falls, he may always look like he cannot fall, until it happens. There is nobody who cannot go down. (James 4:6-8) When people do not matter to you, it is an indicator that you are suffering from pride. The solution to dealing with pride, is to acknowledge God in all your ways. (Proverbs 3:6) Watch the full sermon titled “ICHABOD (OBTAINING GRACE TO LAST)” on our YouTube channel at Koinonia Global. Share this message with someone today. #ApostleJoshuaSelman #Ichabod #ObtainingGraceToLast #KoinoniaAbuja #KoinoniaGlobal

WHY GREATNESS IS SHORT-LIVED AMONG MANY: 1. Pride. (Proverbs 16:18, 18:12, 29:23, James 4:6-8) Pride is the refusal to acknowledge God as the basis, the reason, and the principal factor for any result you may have. Before any man falls, he may always look like he cannot fall, until it happens. There is nobody who cannot go down. (James 4:6-8) When people do not matter to you, it is an indicator that you are suffering from pride. The solution to dealing with pride, is to acknowledge God in all your ways. (Proverbs 3:6) Watch the full sermon titled “ICHABOD (OBTAINING GRACE TO LAST)” on our YouTube channel at Koinonia Global. Share this message with someone today. #ApostleJoshuaSelman #Ichabod #ObtainingGraceToLast #KoinoniaAbuja #KoinoniaGlobal

Koinonia Global

99,568 次观看 • 2 年前

$once a guy on reddit really figured out the Runaway outro lyrics he used reverse engineering, isolated the outro vocals from the instrumental, and visually analyzed the spectrogram to differentiate the words. the outro is absolutely brilliant, the vocals were strategically distorted, with slightly less distortion on the familiar vocals from the first part of the song. if you listen to the outro while following the timestamped lyrics is a very interesting experience. LYRICS: \[INTRO\] @ 6:00.00: Run them pianos \[SECTION 1\] @ 6:05.00: Oh, I'm, fine @ 6:10.00: I'mmmm (breath) @ 6:12.00: Oh I held in all my feelings for sooo looong @ 6:16.00: Sooooo long @ 6:18.50: Way way too looonnnggg @ 6:22.00: I'm sooo sorry, but Iiii @ 6:27.00: But I can't eeeven look straight in your eyes @ 6:32.50: And you know I been going through all our proooblems @ 6:38.00: I just don't know why I couldn't meet you halfway @ 6:43.00: You halfway \[SECTION 2\] @ 6:45.00: Oh Amber I'mmm sooo sorrryyy (breath) @ 6:49.00: And I am (breath) @ 6:50.00: And I'm so sooorrryyy @ 6:54.00: Oh Amber I'm so, so sorrryyy @ 7:01.00: You been puttinnn' up with all my shit just far too loooong (breath) @ 7:06.50: I'm so gifted at finding what I don't really like the moooost (breath) @ 7:12.00: So, I think it's time, time for you to go (breath) @ 7:17.00: It's espeeecially time, your time to go nooowww @ 7:23.00: You been puttin' up with all my shit just far too loooong @ 7:28.00: I'm so addicted to finding what I don't like the moooost \[PRE-BRIDGE\] @ 7:38.00: I'mmmm @ 7:41.00: Well baby I'mmm saaaddd @ 7:46.50: So saaaddd (breath) @ 7:49.00: I am stuuucckkkk (breath) @ 7:52.50: Because I love youuuu, Ammmber (breath) \[BRIDGE\] @ 7:58.00: Amberrr just run awayyy @ 8:00.50: Amber pleaseee, oh and Amber please (breath) @ 8:03.00: Run away from meeeee (breath) @ 8:06.00: Amber, I know thaaat youuu've (breath) @ 8:08.50: Put up with shit latelyyy \[POST-BRIDGE\] @ 8:10.50: Amber, I wish (breath) @ 8:12.00: That you were here by my siiiide (breath) @ 8:17.00: 'Cause Amber, you just, juuust the wooommmannn for me (breath) \[SECTION 3\] @ 8:22.00: And I always find, yeah, I always wind up finding something wrong (breath) @ 8:28.50: Woman, you've been puttin' up with my shit just far too loooong (breath) @ 8:35.00: I'm okay with finding what I don't like the moooost (breath) @ 8:40.50: So, I think it's time for us to have a tooooast (breath) @ 8:45.50: You're another, 'nother, one I don't wanna loooose (breath) @ 8:51.00: And I think it's time you gotta let it go (sigh) @ 8:57.00: Yeah, I think it's time you gotta let me looooose (breath) @ 9:02.50: Yeah, I think it's time for us to let it go ALTERNATE VERSIONS: @ 6:00.00: Hear them pianos @ 6:22.00: I'm so so sorry, but Iiii @ 6:27.00: But I can't eeeven look right in your eyes @ 6:32.50: You know that I been going through all our proooblems @ 6:38.00: I just can't believe I couldn't meet you halfway @ 6:49.00: Amber I'm (breath) @ 6:50.00: Amber I'm sooorrryyy @ 7:52.50: Because I want you, Amber (breath) @ 7:58.00: Amberrr please run awayyy @ 8:00.50: Amber pleaseee, and Amber please (breath) @ 8:03.00: Run so far from meeee (breath) @ 8:10.50: And girl, I wish (breath) @ 8:17.00: 'Cause Amber, you just, juuust the onnneee for me (breath) There are some situations at the start of a line where “Oh” might be “And” link to the original post:$

once a guy on reddit really figured out the Runaway outro lyrics he used reverse engineering, isolated the outro vocals from the instrumental, and visually analyzed the spectrogram to differentiate the words. the outro is absolutely brilliant, the vocals were strategically distorted, with slightly less distortion on the familiar vocals from the first part of the song. if you listen to the outro while following the timestamped lyrics is a very interesting experience. LYRICS: \[INTRO\] @ 6:00.00: Run them pianos \[SECTION 1\] @ 6:05.00: Oh, I'm, fine @ 6:10.00: I'mmmm (breath) @ 6:12.00: Oh I held in all my feelings for sooo looong @ 6:16.00: Sooooo long @ 6:18.50: Way way too looonnnggg @ 6:22.00: I'm sooo sorry, but Iiii @ 6:27.00: But I can't eeeven look straight in your eyes @ 6:32.50: And you know I been going through all our proooblems @ 6:38.00: I just don't know why I couldn't meet you halfway @ 6:43.00: You halfway \[SECTION 2\] @ 6:45.00: Oh Amber I'mmm sooo sorrryyy (breath) @ 6:49.00: And I am (breath) @ 6:50.00: And I'm so sooorrryyy @ 6:54.00: Oh Amber I'm so, so sorrryyy @ 7:01.00: You been puttinnn' up with all my shit just far too loooong (breath) @ 7:06.50: I'm so gifted at finding what I don't really like the moooost (breath) @ 7:12.00: So, I think it's time, time for you to go (breath) @ 7:17.00: It's espeeecially time, your time to go nooowww @ 7:23.00: You been puttin' up with all my shit just far too loooong @ 7:28.00: I'm so addicted to finding what I don't like the moooost \[PRE-BRIDGE\] @ 7:38.00: I'mmmm @ 7:41.00: Well baby I'mmm saaaddd @ 7:46.50: So saaaddd (breath) @ 7:49.00: I am stuuucckkkk (breath) @ 7:52.50: Because I love youuuu, Ammmber (breath) \[BRIDGE\] @ 7:58.00: Amberrr just run awayyy @ 8:00.50: Amber pleaseee, oh and Amber please (breath) @ 8:03.00: Run away from meeeee (breath) @ 8:06.00: Amber, I know thaaat youuu've (breath) @ 8:08.50: Put up with shit latelyyy \[POST-BRIDGE\] @ 8:10.50: Amber, I wish (breath) @ 8:12.00: That you were here by my siiiide (breath) @ 8:17.00: 'Cause Amber, you just, juuust the wooommmannn for me (breath) \[SECTION 3\] @ 8:22.00: And I always find, yeah, I always wind up finding something wrong (breath) @ 8:28.50: Woman, you've been puttin' up with my shit just far too loooong (breath) @ 8:35.00: I'm okay with finding what I don't like the moooost (breath) @ 8:40.50: So, I think it's time for us to have a tooooast (breath) @ 8:45.50: You're another, 'nother, one I don't wanna loooose (breath) @ 8:51.00: And I think it's time you gotta let it go (sigh) @ 8:57.00: Yeah, I think it's time you gotta let me looooose (breath) @ 9:02.50: Yeah, I think it's time for us to let it go ALTERNATE VERSIONS: @ 6:00.00: Hear them pianos @ 6:22.00: I'm so so sorry, but Iiii @ 6:27.00: But I can't eeeven look right in your eyes @ 6:32.50: You know that I been going through all our proooblems @ 6:38.00: I just can't believe I couldn't meet you halfway @ 6:49.00: Amber I'm (breath) @ 6:50.00: Amber I'm sooorrryyy @ 7:52.50: Because I want you, Amber (breath) @ 7:58.00: Amberrr please run awayyy @ 8:00.50: Amber pleaseee, and Amber please (breath) @ 8:03.00: Run so far from meeee (breath) @ 8:10.50: And girl, I wish (breath) @ 8:17.00: 'Cause Amber, you just, juuust the onnneee for me (breath) There are some situations at the start of a line where “Oh” might be “And” link to the original post:

MF DOOM Insider

1,138,024 次观看 • 3 个月前

Six Months ago, I launched an appeal for Femi who is battling Colon Cancer. It has been a very long ride but we thank God for where we are now. Femi is doing so much better and we are confident he will beat this cancer. After the initial surgery in May, we waited for the oncologist report to determine the next steps. We consulted with two different oncologist and the conclusions were more or less the same that he must undergo 12 cycles of Chemo at the first instance. We had an initial target of N12m but all in all, we raised in total N9,511,824 and have spent a total of N9,405,829.72. Below is the breakdown of the outflow. 1. Surgery between May 21st and June 1st - N4,270,179 2. Chest CT Scan on the 13th July, 2024 - N122,000 3. Chemo Fitness on the 27th July 2024 - N45,850 4. Blood Transfusion on the 1st August, 2024 - N100,200 5. 1st Chemo Cycle & Admission on the 5th August - N890,993 6. 2nd Chemo cycle & Admission on the 2nd Sept - N831,619 7. 3rd Chemo cycle & Admission on the 23rd Sept - N774,116 8. 4th Chemo cycle & Admission on the 14th Oct - N876,287 9. 5th Chemo cycle & Admission on the 4th Nov - N841,692 10. 6th Chemo cycle - N758,838 (Admission Fee not yet paid) *TOTAL SPENT SO FAR: N9,405,829.72 *TOTAL IN THE BANK: N105,994.28 There are 6 more Chemo cycles to go. Unfortunately, we don't have enough funds to cover them. We have subsequently informed his family about this. If you still feel led to give, please don't hesitate. Kindly go ahead. The account details are below: Acct Number - 4021095864 Bank - Fidelity Bank Account Name: Mercy Akintunde. I end this with a personal thank you video from Femi himself.

Six Months ago, I launched an appeal for Femi who is battling Colon Cancer. It has been a very long ride but we thank God for where we are now. Femi is doing so much better and we are confident he will beat this cancer. After the initial surgery in May, we waited for the oncologist report to determine the next steps. We consulted with two different oncologist and the conclusions were more or less the same that he must undergo 12 cycles of Chemo at the first instance. We had an initial target of N12m but all in all, we raised in total N9,511,824 and have spent a total of N9,405,829.72. Below is the breakdown of the outflow. 1. Surgery between May 21st and June 1st - N4,270,179 2. Chest CT Scan on the 13th July, 2024 - N122,000 3. Chemo Fitness on the 27th July 2024 - N45,850 4. Blood Transfusion on the 1st August, 2024 - N100,200 5. 1st Chemo Cycle & Admission on the 5th August - N890,993 6. 2nd Chemo cycle & Admission on the 2nd Sept - N831,619 7. 3rd Chemo cycle & Admission on the 23rd Sept - N774,116 8. 4th Chemo cycle & Admission on the 14th Oct - N876,287 9. 5th Chemo cycle & Admission on the 4th Nov - N841,692 10. 6th Chemo cycle - N758,838 (Admission Fee not yet paid) TOTAL SPENT SO FAR: N9,405,829.72 TOTAL IN THE BANK: N105,994.28 There are 6 more Chemo cycles to go. Unfortunately, we don't have enough funds to cover them. We have subsequently informed his family about this. If you still feel led to give, please don't hesitate. Kindly go ahead. The account details are below: Acct Number - 4021095864 Bank - Fidelity Bank Account Name: Mercy Akintunde. I end this with a personal thank you video from Femi himself.

Yinka Ogunnubi

32,555 次观看 • 1 年前

BRAIN ROT FOR BRAINLETS MEME CONTEST #1 [$RIZZ CODED] While our interns in the Galaxy Gas Chamber Sweatshop at SigmaGyattOhioFanumSkibidiGooner HQ are diving in the TikTok algorithm to proliferate the good word of SigmaGyattOhioFanumSkib (AKA $RIZZ) over there, it’s time to help the boomers and zoomers here grasp the depth of these based memes, which are freedom-coded at their core. 🍑First off, the prizes: -1st place: 420,000 $RIZZ (SigmaGyattOhioFanumSkibidiGooner) -2nd place: 369,000 $RIZZ -3rd place: 25,000 #BRAINLET (brainlet ) -4th Place: 15,000 #BRAINLET -5th place: 100,000 $RIZZ SigmaGyattOhioFanumSkibidiGooner -6th place: 6,900 #BRAINLET -7th place: 69,420 $RIZZ -8th place: 36,900 $RIZZ 🚨CONTEST GUIDELINES: -Artists can choose one of the following themes for their submission: 1) Brain Rot for Brainlets 2) Interns busy at work in the Galaxy Gas Chamber at SigmaGyattOhioFanumSkibidiGooner HQ 3) WTF is going on in Ohio? 4) Do it for that GYATT 5) Banned in schools: SigmaGyattOhioFanumSkibidiGooner — Rizzlers fight for freedom 6) True $RIZZ edge lords never goon 7) Sigma Skibidi Rizzlers: Generational Alpha 8) Fanum Tax: Don’t Tread on Me ‼️Submission window closes Friday, November 29th @ 8:00pm PST [Correct⚡️$RIZZ contract address: 5ad4puH6yDBoeCcrQfwV5s9bxvPnAeWDoYDj3uLyBS8k ] ***🏆In order to qualify, add your submission to the comment section of THIS POST*** 🏄🏽‍♂️If you want your HD file to be included for voting, email to seacasamemes@gmail.com [art below by: Satoshi Animoto ]

BRAIN ROT FOR BRAINLETS MEME CONTEST #1 [$RIZZ CODED] While our interns in the Galaxy Gas Chamber Sweatshop at SigmaGyattOhioFanumSkibidiGooner HQ are diving in the TikTok algorithm to proliferate the good word of SigmaGyattOhioFanumSkib (AKA $RIZZ) over there, it’s time to help the boomers and zoomers here grasp the depth of these based memes, which are freedom-coded at their core. 🍑First off, the prizes: -1st place: 420,000 $RIZZ (SigmaGyattOhioFanumSkibidiGooner) -2nd place: 369,000 $RIZZ -3rd place: 25,000 #BRAINLET (brainlet ) -4th Place: 15,000 #BRAINLET -5th place: 100,000 $RIZZ SigmaGyattOhioFanumSkibidiGooner -6th place: 6,900 #BRAINLET -7th place: 69,420 $RIZZ -8th place: 36,900 $RIZZ 🚨CONTEST GUIDELINES: -Artists can choose one of the following themes for their submission: 1) Brain Rot for Brainlets 2) Interns busy at work in the Galaxy Gas Chamber at SigmaGyattOhioFanumSkibidiGooner HQ 3) WTF is going on in Ohio? 4) Do it for that GYATT 5) Banned in schools: SigmaGyattOhioFanumSkibidiGooner — Rizzlers fight for freedom 6) True $RIZZ edge lords never goon 7) Sigma Skibidi Rizzlers: Generational Alpha 8) Fanum Tax: Don’t Tread on Me ‼️Submission window closes Friday, November 29th @ 8:00pm PST [Correct⚡️$RIZZ contract address: 5ad4puH6yDBoeCcrQfwV5s9bxvPnAeWDoYDj3uLyBS8k ] 🏆In order to qualify, add your submission to the comment section of THIS POST 🏄🏽‍♂️If you want your HD file to be included for voting, email to [email protected] [art below by: Satoshi Animoto ]

seacasa

15,384 次观看 • 1 年前

ICE detain father with wife & newborn in hospital—had all legal documents to be in U.S. Wife was recovering from emergency C-section—he was arrested checking on their 3 other kids. "Even though we have our papers and everything in place, I'm still very afraid," he told pastor. Makengo Nzeza was granted legal asylum to live in the U.S. more than 8 years ago—he even owns his own business. He and his wife have three other children—ages 11, 6, and 3—and are active members of the church. "He's not the 'worst of the worst.' He's the best of the best," his pastor said. The incident occurred in Saco, Maine—about 20 minutes outside of Portland.

ICE detain father with wife & newborn in hospital—had all legal documents to be in U.S. Wife was recovering from emergency C-section—he was arrested checking on their 3 other kids. "Even though we have our papers and everything in place, I'm still very afraid," he told pastor. Makengo Nzeza was granted legal asylum to live in the U.S. more than 8 years ago—he even owns his own business. He and his wife have three other children—ages 11, 6, and 3—and are active members of the church. "He's not the 'worst of the worst.' He's the best of the best," his pastor said. The incident occurred in Saco, Maine—about 20 minutes outside of Portland.

LongTime🤓FirstTime👨‍💻

371,212 次观看 • 6 个月前

A number of you have asked about the call at the end of the 1st Half of the Bethel Football game at NCC Football in which there was a potential fumble/TD wiped off the board for Bethel that eventually led to no score by the Royals. The full play and a breakdown of issues with the call are in the video below. To be clear, though: 1) It appears that the receiver did not possess the ball at or past the NCC 8, which was needed for the 1st Down (the officials gave the ball to Bethel at the 8 after the overturn, awarding a 1st down). 2) It seems like the wing official was marking forward progress but may not have blown his whistle. It is unclear how he affected the overturn decision in the first place. What is clear is that the officials on the field awarded a fumble and TD, meaning they did not rule forward progress had been stopped. As a result, this aspect of the play is NOT reviewable by rule, as it is a judgment call in real time. 3) No TD should have been awarded before the review in the first place, as the ball clearly was fumbled to the lineman, and fumbles on 4th down in college football can only be advanced by the fumbling player. The ball would have been marked at the spot of the fumble in that case. 4) The officials missed a clear Roughing the Passer call, as the NCC defender went for the Bethel QB's legs while he was in his passing stance. This would have been a half-the-distance and automatic-first-down foul. If this play was called correctly in the first place, it should have been called dead with forward progress stopped at the 8 1/2 yard line and the Roughing foul pushing the ball to the 4 1/4 yard line, 1st & Goal Bethel, with the clock stopped due to penalty. No matter what, though, the Roughing penalty would have ensured Bethel had the ball closer to the goal with 16 seconds left (when forward progress stoppage should have been called). In The (D3FB) Huddle #d3fb

A number of you have asked about the call at the end of the 1st Half of the Bethel Football game at NCC Football in which there was a potential fumble/TD wiped off the board for Bethel that eventually led to no score by the Royals. The full play and a breakdown of issues with the call are in the video below. To be clear, though: 1) It appears that the receiver did not possess the ball at or past the NCC 8, which was needed for the 1st Down (the officials gave the ball to Bethel at the 8 after the overturn, awarding a 1st down). 2) It seems like the wing official was marking forward progress but may not have blown his whistle. It is unclear how he affected the overturn decision in the first place. What is clear is that the officials on the field awarded a fumble and TD, meaning they did not rule forward progress had been stopped. As a result, this aspect of the play is NOT reviewable by rule, as it is a judgment call in real time. 3) No TD should have been awarded before the review in the first place, as the ball clearly was fumbled to the lineman, and fumbles on 4th down in college football can only be advanced by the fumbling player. The ball would have been marked at the spot of the fumble in that case. 4) The officials missed a clear Roughing the Passer call, as the NCC defender went for the Bethel QB's legs while he was in his passing stance. This would have been a half-the-distance and automatic-first-down foul. If this play was called correctly in the first place, it should have been called dead with forward progress stopped at the 8 1/2 yard line and the Roughing foul pushing the ball to the 4 1/4 yard line, 1st & Goal Bethel, with the clock stopped due to penalty. No matter what, though, the Roughing penalty would have ensured Bethel had the ball closer to the goal with 16 seconds left (when forward progress stoppage should have been called). In The (D3FB) Huddle #d3fb

Frank Rossi

28,446 次观看 • 7 个月前

3 years ago TODAY, the DeepState raided President Donald J. Trump at Mar-A-Lago The only problem… Trump knew they were coming. President Trump strategically anticipated and orchestrated events surrounding the Mar-a-Lago raid to create a legal death trap that we now see transpiring around Obama and his minions.. To understand the depth of the trap Trump set, let me take you on a walk down memory lane. 1. At 12:08am ET, President Trump shared this storm video, hinting a STORM was brewing. 2. August 5th 12:05amET- Dan Scavino posts a picture of a door with the number 45 on it. This was a Hint Trump knew they were coming to raid Mar-A-Lago residence. —— THEY KNEW IT WAS COMING. 3. August 5th, 9:33am (same day) a search warrant was filed in Florida. After Dan Scavinos post… which was assigned to Bruce E. Reinhart who had MAJOR ties to EPSTEIN! 4. August 6. At Trump’s rally, The text # was 88022. —— converted date 8/8/2022 5. 8/8/22 Donald Trump’s Mar-A-Lago home was raided. —— the same date as the rally text number. Because of that raid, and the FBI/DOJ framing the entire RussiaGate hoax as a broad criminal conspiracy, the clock started over from the last overt act where Jack Smith initiated a raid on Mar-a-Lago in 2022. Because the last overt act in the criminal conspiracy occurred in Florida, Obama and his minions can now be summoned before a Grand Jury, in FLORIDA, and he CANNOT Plead the 5th because he has immunity from Prosecution. He HAS TO TELL THE TRUTH… if he lies as a private citizen about what he did as President, he will no longer have that immunity. And that is the TRAP that Obama is now facing.

3 years ago TODAY, the DeepState raided President Donald J. Trump at Mar-A-Lago The only problem… Trump knew they were coming. President Trump strategically anticipated and orchestrated events surrounding the Mar-a-Lago raid to create a legal death trap that we now see transpiring around Obama and his minions.. To understand the depth of the trap Trump set, let me take you on a walk down memory lane. 1. At 12:08am ET, President Trump shared this storm video, hinting a STORM was brewing. 2. August 5th 12:05amET- Dan Scavino posts a picture of a door with the number 45 on it. This was a Hint Trump knew they were coming to raid Mar-A-Lago residence. —— THEY KNEW IT WAS COMING. 3. August 5th, 9:33am (same day) a search warrant was filed in Florida. After Dan Scavinos post… which was assigned to Bruce E. Reinhart who had MAJOR ties to EPSTEIN! 4. August 6. At Trump’s rally, The text # was 88022. —— converted date 8/8/2022 5. 8/8/22 Donald Trump’s Mar-A-Lago home was raided. —— the same date as the rally text number. Because of that raid, and the FBI/DOJ framing the entire RussiaGate hoax as a broad criminal conspiracy, the clock started over from the last overt act where Jack Smith initiated a raid on Mar-a-Lago in 2022. Because the last overt act in the criminal conspiracy occurred in Florida, Obama and his minions can now be summoned before a Grand Jury, in FLORIDA, and he CANNOT Plead the 5th because he has immunity from Prosecution. He HAS TO TELL THE TRUTH… if he lies as a private citizen about what he did as President, he will no longer have that immunity. And that is the TRAP that Obama is now facing.

MJTruthUltra

18,562 次观看 • 1 年前

Horrific accident: Miracle baby that survived is recovering | her family has been found and her mother is alive. Statement by the MEC for Transport and Human Settlements Siboniso Duma: Flowing from the report of the initial stage of the investigation into the cause of the horrific accident involving a truck and a minibus taxi in Vareenen Pass, we wish to report the following: 1. I assigned traffic reporter Ayanda Msweli to assist in terms of locating the family of the miracle baby that survived. The family has been located and is currently living in Thembisa Johannesburg, but originally from Nquthu in KwaZulu-Natal. The baby was travelling with her grandparents, who unfortunately died. 2. From this horrific accident in which 17 people perished, six victims are from one family in Nquthu, KwaZulu-Natal. 3. The names of the victims are as follows: ●Sihle Magoda (Grandfather) ●Lindeni Sigubudu (Grandmother) ●Sfanelesbonge Magoda ( 9 and a twin) ●Fanelesbonge Magoda (9 and a twin) ●Bongiswa Magoda (16 and she was doing Grade 8) ●Vuyiswa Magoda (13 and was doing Grade 6) 4. The name of the miracle baby is Luyanda Sigubudu (1 year and 8 months). She is currently in hospital. And her mother is a 19-year old Nqobile Sgubudu and is currently waiting for her matric results. 5. Surviving members of the family are Sanelisiwe (26) and Sbuselaphi (23) In my interaction with the Head of the Department, Siboniso Mbhele, we have agreed that a team be assigned to work with Ayanda Msweli to ensure that we are closer to the family during this difficult period. We want to assure them that we will do everything in our power to ease the pain they are feeling and the burden on their shoulders. Once again, we express our deepest condolences to all families of the victims. We continue to urge motorists to be extra careful on the road as it is raining in various parts of the province.

Horrific accident: Miracle baby that survived is recovering | her family has been found and her mother is alive. Statement by the MEC for Transport and Human Settlements Siboniso Duma: Flowing from the report of the initial stage of the investigation into the cause of the horrific accident involving a truck and a minibus taxi in Vareenen Pass, we wish to report the following: 1. I assigned traffic reporter Ayanda Msweli to assist in terms of locating the family of the miracle baby that survived. The family has been located and is currently living in Thembisa Johannesburg, but originally from Nquthu in KwaZulu-Natal. The baby was travelling with her grandparents, who unfortunately died. 2. From this horrific accident in which 17 people perished, six victims are from one family in Nquthu, KwaZulu-Natal. 3. The names of the victims are as follows: ●Sihle Magoda (Grandfather) ●Lindeni Sigubudu (Grandmother) ●Sfanelesbonge Magoda ( 9 and a twin) ●Fanelesbonge Magoda (9 and a twin) ●Bongiswa Magoda (16 and she was doing Grade 8) ●Vuyiswa Magoda (13 and was doing Grade 6) 4. The name of the miracle baby is Luyanda Sigubudu (1 year and 8 months). She is currently in hospital. And her mother is a 19-year old Nqobile Sgubudu and is currently waiting for her matric results. 5. Surviving members of the family are Sanelisiwe (26) and Sbuselaphi (23) In my interaction with the Head of the Department, Siboniso Mbhele, we have agreed that a team be assigned to work with Ayanda Msweli to ensure that we are closer to the family during this difficult period. We want to assure them that we will do everything in our power to ease the pain they are feeling and the burden on their shoulders. Once again, we express our deepest condolences to all families of the victims. We continue to urge motorists to be extra careful on the road as it is raining in various parts of the province.

Yusuf Abramjee

43,951 次观看 • 1 年前

"The artist who has reached number one on the Melon chart in the 2000s, 2010s & 2020s" 🙌👑 Having a comeback after 8 yrs & won 3 Daesang, 7 trophy at MMA 2025: #GDRAGON #지드래곤 How MMA described GD 💛 1.) TOP 10 "A name that encompasses K-pop’s past, present, and future: G-Dragon." 2.) BEST SOLO - MALE "K-pop king G-Dragon, who made a comeback after an 8-year hiatus." 3.) BEST SONG WRITER "G-Dragon, who caused a revolution in K-pop scene with his genius songwriting and composing skills, proved his class once again with his comeback album after 8 years." 4.) MILLIONS TOP 10 "G-Dragon, who, after the album release, proved his unparalleled presence as all the songs topped the charts." 5.) ALBUM OF THE YEAR "Kakao Bank's Album of the Year is G-Dragon's , returning after eight years. Every track on the album remained at the top of the Melon charts, satisfying fans’ musical expectations. is this year’s best album, perfectly combining G-Dragon’s artistic philosophy with the completeness of his music." 6.) ARTIST OF THE YEAR "GD is back. G-Dragon, who, upon his comeback, broke various records and shook up the music industry. He is the Artist of the Year awardee, whose impact could be felt across popular culture beyond just music." 7.) SONG OF THE YEAR "The Best Song of the Year at the 2025 Melon Music Awards is , which held the number one spot on the Melon chart for 76 days. With this, G-Dragon has set a grand record as the solo artist with the longest-running number one on the Melon chart, as well as being the artist who has reached number one on the Melon chart in the 2000s, 2010s, and 2020s."

"The artist who has reached number one on the Melon chart in the 2000s, 2010s & 2020s" 🙌👑 Having a comeback after 8 yrs & won 3 Daesang, 7 trophy at MMA 2025: #GDRAGON #지드래곤 How MMA described GD 💛 1.) TOP 10 "A name that encompasses K-pop’s past, present, and future: G-Dragon." 2.) BEST SOLO - MALE "K-pop king G-Dragon, who made a comeback after an 8-year hiatus." 3.) BEST SONG WRITER "G-Dragon, who caused a revolution in K-pop scene with his genius songwriting and composing skills, proved his class once again with his comeback album after 8 years." 4.) MILLIONS TOP 10 "G-Dragon, who, after the album release, proved his unparalleled presence as all the songs topped the charts." 5.) ALBUM OF THE YEAR "Kakao Bank's Album of the Year is G-Dragon's , returning after eight years. Every track on the album remained at the top of the Melon charts, satisfying fans’ musical expectations. is this year’s best album, perfectly combining G-Dragon’s artistic philosophy with the completeness of his music." 6.) ARTIST OF THE YEAR "GD is back. G-Dragon, who, upon his comeback, broke various records and shook up the music industry. He is the Artist of the Year awardee, whose impact could be felt across popular culture beyond just music." 7.) SONG OF THE YEAR "The Best Song of the Year at the 2025 Melon Music Awards is , which held the number one spot on the Melon chart for 76 days. With this, G-Dragon has set a grand record as the solo artist with the longest-running number one on the Melon chart, as well as being the artist who has reached number one on the Melon chart in the 2000s, 2010s, and 2020s."

🆔 𝐭𝐭𝐭𝐨𝐩𝟏𝟑𝟏 🌕

14,959 次观看 • 7 个月前

▪️ Both Taiwan and South Korea have now overtaken India in terms of total stock market capitalization. ▪️ India has slipped to the 7th position globally, down from the 5th. ▪️Current Rankings (as of June 2026): • 1. US: ~$79 trillion • 2. China: ~$16 trillion • 3. Japan: ~$8–9 trillion • 4. Hong Kong: ~$7–8 trillion • 5. Taiwan: ~$5.0–5.15 trillion • 6. South Korea: ~$5.0–5.04 trillion • 7. India: ~$4.8–4.9 trillion ▪️ Foreign investors are queuing up for South Korea and Taiwan, riding the AI boom. ▪️ In contrast, they remain bearish on India - exiting in large numbers. ▪️ In May 2026 alone, FIIs sold ₹32,963 crore worth of Indian equities. ▪️ This marked the third consecutive month of net outflows. ▪️ Over the last five months (Jan–May 2026), net FII outflows have totalled a massive ₹2.22–2.25 lakh crore. India is not just losing ground economically and financially but the erosion of faith by foreign players is a serious concern. And there’s no one else to blame but megalomaniac Modi himself!

▪️ Both Taiwan and South Korea have now overtaken India in terms of total stock market capitalization. ▪️ India has slipped to the 7th position globally, down from the 5th. ▪️Current Rankings (as of June 2026): • 1. US: ~$79 trillion • 2. China: ~$16 trillion • 3. Japan: ~$8–9 trillion • 4. Hong Kong: ~$7–8 trillion • 5. Taiwan: ~$5.0–5.15 trillion • 6. South Korea: ~$5.0–5.04 trillion • 7. India: ~$4.8–4.9 trillion ▪️ Foreign investors are queuing up for South Korea and Taiwan, riding the AI boom. ▪️ In contrast, they remain bearish on India - exiting in large numbers. ▪️ In May 2026 alone, FIIs sold ₹32,963 crore worth of Indian equities. ▪️ This marked the third consecutive month of net outflows. ▪️ Over the last five months (Jan–May 2026), net FII outflows have totalled a massive ₹2.22–2.25 lakh crore. India is not just losing ground economically and financially but the erosion of faith by foreign players is a serious concern. And there’s no one else to blame but megalomaniac Modi himself!

Supriya Shrinate

18,961 次观看 • 2 个月前

Texas A&M HC Mike Elko - Building Defensive IQ for Winning Situational Football "It starts to me with you have to develop football 101 in your defense. You've got to take a step back & you've got to build some level of general football knowledge in your defensive unit. It's sometimes the things that can save you when you don't call the perfect defense/scheme. Down & Distance Understanding... 2nd & 7+ - We have won 1st down... The offense is now trying to get themselves back in favorable positions for 3rd down. Here the battle is for half the yardage. - Offensively you will see a lot of RPOs, Quick Game, Screen & Draw. This is not a down where you will see a lot of high risk types of offensive plays. - Defensively we play this down & distance like a 3rd down off 1/2 the yardage... (2nd & 8 is like 3rd & 4, 2nd & 14 is like 3rd & 7) 2nd & 4-6 - We have lost 1st down. Now we must make a play on 2nd down to try to re-create an advantage for 3rd down. Success on this down is similar to 1st & 10. We are looking to hold them to 3 or less. - This is a down where the offense usually sticks to their strengths. Again, they are looking for a low risk play that will keep the chains moving forward. - For us we call this D&D no different than 1st down. 2nd & 1-3 (Waste) - Thus for the offense is known as a waste down. This is a D&D where the offense is likely to take a deep shot because they are in a favorable position for 3rd down. - Offenses will try double moves & max protection shot plays a lot on this D&D - For us on defense, this is a big zone pressure down. Gives us a chance to create a negative play and regain the advantage on the sticks. Also closes the middle of the field to protect us on the shot plays.

Texas A&M HC Mike Elko - Building Defensive IQ for Winning Situational Football "It starts to me with you have to develop football 101 in your defense. You've got to take a step back & you've got to build some level of general football knowledge in your defensive unit. It's sometimes the things that can save you when you don't call the perfect defense/scheme. Down & Distance Understanding... 2nd & 7+ - We have won 1st down... The offense is now trying to get themselves back in favorable positions for 3rd down. Here the battle is for half the yardage. - Offensively you will see a lot of RPOs, Quick Game, Screen & Draw. This is not a down where you will see a lot of high risk types of offensive plays. - Defensively we play this down & distance like a 3rd down off 1/2 the yardage... (2nd & 8 is like 3rd & 4, 2nd & 14 is like 3rd & 7) 2nd & 4-6 - We have lost 1st down. Now we must make a play on 2nd down to try to re-create an advantage for 3rd down. Success on this down is similar to 1st & 10. We are looking to hold them to 3 or less. - This is a down where the offense usually sticks to their strengths. Again, they are looking for a low risk play that will keep the chains moving forward. - For us we call this D&D no different than 1st down. 2nd & 1-3 (Waste) - Thus for the offense is known as a waste down. This is a D&D where the offense is likely to take a deep shot because they are in a favorable position for 3rd down. - Offenses will try double moves & max protection shot plays a lot on this D&D - For us on defense, this is a big zone pressure down. Gives us a chance to create a negative play and regain the advantage on the sticks. Also closes the middle of the field to protect us on the shot plays.

James Light

31,795 次观看 • 6 个月前

Self Attention by hand ✍️ ~ 9 steps walkthrough below Self-attention is what enables LLMs to understand context. How does it work? So I drew and calculated one entirely by hand. Goal: turn four 6D features into four 3D attention weighted features, filling in every cell yourself. = 1. Given = Four feature vectors, six dimensions each, one per position. = 2. Query, key, value = Let us multiply the features by WQ, WK and WV. Queries, keys and values all come out of the same four features, and that is what the word "self" is doing in self-attention. = 3. Prepare for MatMul = We copy the queries across the top and the transposed keys down the side. Lining the two up is half the work. = 4. MatMul = Let us multiply K transpose by Q. Every cell is the dot product of one key with one query, which we use as a matching score. That works because the dot product is the numerator of cosine similarity: it is how alike two vectors are, before anyone divides by their lengths. = 5. Scale = We divide by the square root of dk, the dimension of a key vector, here 3. Without it the scores grow with the dimension and a 64-wide head would swamp the softmax. To keep the page doable in pen, the drawing approximates dividing by root 3 with halving. = 6. e to the power = Let us raise e to the power of each score. This is the first half of softmax, and the drawing uses 3 in place of e, which is close enough to do in your head. = 7. Sum = We add up each column: 16, 6, 7 and 12. = 8. Normalize = Let us divide every cell by its column sum. That gives the attention weight matrix in yellow, and each of its four columns is now a probability distribution over the four positions. The decimals are nudged as they are rounded, so every column still sums to exactly 1. = 9. MatMul = We multiply the value vectors by those weights. Each output is a blend of all four values, mixed in the proportion the attention matrix just decided, and it goes to the position-wise feed forward network in the next layer: the FFN box at the bottom of the page. The outputs: Attention weights (A), by column = [.2, .6, 0, .2], [.2, .4, .2, .2], [.4, .2, 0, .4], [.1, .7, .1, .1] Attention weighted features (Z) = [8, 2, 6], [8, 4, 4], [16, 4, 2], [4, 2, 7] The takeaway: attention is a weighted average, and everything before step 9 exists to decide the weights. Compare every position with every other, turn the scores into one distribution per position, then blend. 💾 Save this post!

Self Attention by hand ✍️ ~ 9 steps walkthrough below Self-attention is what enables LLMs to understand context. How does it work? So I drew and calculated one entirely by hand. Goal: turn four 6D features into four 3D attention weighted features, filling in every cell yourself. = 1. Given = Four feature vectors, six dimensions each, one per position. = 2. Query, key, value = Let us multiply the features by WQ, WK and WV. Queries, keys and values all come out of the same four features, and that is what the word "self" is doing in self-attention. = 3. Prepare for MatMul = We copy the queries across the top and the transposed keys down the side. Lining the two up is half the work. = 4. MatMul = Let us multiply K transpose by Q. Every cell is the dot product of one key with one query, which we use as a matching score. That works because the dot product is the numerator of cosine similarity: it is how alike two vectors are, before anyone divides by their lengths. = 5. Scale = We divide by the square root of dk, the dimension of a key vector, here 3. Without it the scores grow with the dimension and a 64-wide head would swamp the softmax. To keep the page doable in pen, the drawing approximates dividing by root 3 with halving. = 6. e to the power = Let us raise e to the power of each score. This is the first half of softmax, and the drawing uses 3 in place of e, which is close enough to do in your head. = 7. Sum = We add up each column: 16, 6, 7 and 12. = 8. Normalize = Let us divide every cell by its column sum. That gives the attention weight matrix in yellow, and each of its four columns is now a probability distribution over the four positions. The decimals are nudged as they are rounded, so every column still sums to exactly 1. = 9. MatMul = We multiply the value vectors by those weights. Each output is a blend of all four values, mixed in the proportion the attention matrix just decided, and it goes to the position-wise feed forward network in the next layer: the FFN box at the bottom of the page. The outputs: Attention weights (A), by column = [.2, .6, 0, .2], [.2, .4, .2, .2], [.4, .2, 0, .4], [.1, .7, .1, .1] Attention weighted features (Z) = [8, 2, 6], [8, 4, 4], [16, 4, 2], [4, 2, 7] The takeaway: attention is a weighted average, and everything before step 9 exists to decide the weights. Compare every position with every other, turn the scores into one distribution per position, then blend. 💾 Save this post!

Tom Yeh

26,989 次观看 • 13 天前

WATCH this & SEE how ESPN gaslights the casual fans!! 🤯🤯 “They each took over a half” Let’s look at that shall we. In the 1st half last night: LeBron: 20/2/1 (5 more FG attempts) Luka Doncic: 17/3/8 Which is better?? Ok, still not convinced?? let’s look at the 2nd half: Lebron: 4/3/2 (all 4 points free-throws) Luka Doncic: 29/4/3 For the game: Lebron: 24/5/3 (-14) Luka Doncic: 46/7/12 (+6) So the story isn’t Luka Doncic making a case for the MVP and becoming the fastest Lakers player in history to 2,000 points, but instead it’s “LOOK AT THIS DYNAMIC DUO” with LeBron as the main character 😂😂 They NEVER talked about their full stat line. You would have to be completely OBLIVIOUS to not see what they’re doing at this point……. (Via NBA on ESPN)

WATCH this & SEE how ESPN gaslights the casual fans!! 🤯🤯 “They each took over a half” Let’s look at that shall we. In the 1st half last night: LeBron: 20/2/1 (5 more FG attempts) Luka Doncic: 17/3/8 Which is better?? Ok, still not convinced?? let’s look at the 2nd half: Lebron: 4/3/2 (all 4 points free-throws) Luka Doncic: 29/4/3 For the game: Lebron: 24/5/3 (-14) Luka Doncic: 46/7/12 (+6) So the story isn’t Luka Doncic making a case for the MVP and becoming the fastest Lakers player in history to 2,000 points, but instead it’s “LOOK AT THIS DYNAMIC DUO” with LeBron as the main character 😂😂 They NEVER talked about their full stat line. You would have to be completely OBLIVIOUS to not see what they’re doing at this point……. (Via NBA on ESPN)

HeroOfTheDay

66,460 次观看 • 6 个月前