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I’m looking for a 4 year opportunity for Fall 2026. Outing from yesterday’s scrimmage. 1 IP | 0ER | 1H | 0BB | 2K's I plan to play in the Cape Cod League next summer.( 𝐁𝐫𝐞𝐰𝐬𝐭𝐞𝐫 𝐖𝐡𝐢𝐭𝐞𝐜𝐚𝐩𝐬 ) FLATGROUND Pitching Bryan Henry Correy Figueroa CodBall

Koshiro Ohno

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33,352 views • 9 months ago •via X (Twitter)

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I’m looking for a 4 year opportunity for Fall 2026. vs Chipola College 1 IP | 0R | 0H | 1BB | 1K's I plan to play in the Cape Cod League next summer.( 𝐁𝐫𝐞𝐰𝐬𝐭𝐞𝐫 𝐖𝐡𝐢𝐭𝐞𝐜𝐚𝐩𝐬 ) 【This Fall】 Inning leadoff out :83.3% Off-Speed Strike : 70 % FLATGROUND Pitching Bryan Henry Correy Figueroa CodBall

I’m looking for a 4 year opportunity for Fall 2026. vs Chipola College 1 IP | 0R | 0H | 1BB | 1K's I plan to play in the Cape Cod League next summer.( 𝐁𝐫𝐞𝐰𝐬𝐭𝐞𝐫 𝐖𝐡𝐢𝐭𝐞𝐜𝐚𝐩𝐬 ) 【This Fall】 Inning leadoff out :83.3% Off-Speed Strike : 70 % FLATGROUND Pitching Bryan Henry Correy Figueroa CodBall

Koshiro Ohno

32,737 views • 9 months ago

【🚨Uncommitted JUCO🚨】 I'm looking for a 4-years opportunity for 2026 fall. ✅Northwoods League Allstar Game & Postseason Allstar Team '25 ✅KCLB Allstar Game '24 ⚾️FB Top 93mph ⚾️SP 80-85 ⚾️SL 76-80 ⚾️CB 75-78 🏖 Cape Cod League '26 （𝐁𝐫𝐞𝐰𝐬𝐭𝐞𝐫 𝐖𝐡𝐢𝐭𝐞𝐜𝐚𝐩𝐬 ） FLATGROUND Pitching

【🚨Uncommitted JUCO🚨】 I'm looking for a 4-years opportunity for 2026 fall. ✅Northwoods League Allstar Game & Postseason Allstar Team '25 ✅KCLB Allstar Game '24 ⚾️FB Top 93mph ⚾️SP 80-85 ⚾️SL 76-80 ⚾️CB 75-78 🏖 Cape Cod League '26 （𝐁𝐫𝐞𝐰𝐬𝐭𝐞𝐫 𝐖𝐡𝐢𝐭𝐞𝐜𝐚𝐩𝐬 ） FLATGROUND Pitching

Koshiro Ohno

25,295 views • 7 months ago

TRANSFER COMMIT: He’s back! Tyler Pitzer is heading back to South Carolina. The righty had 38 K in 30 IP with a 3.90 ERA for Mississippi State in 2026. Cape Cod League Pitcher of the year in 2025. Be sure to check @64analytics for the latest transfer portal updates & rankings!

TRANSFER COMMIT: He’s back! Tyler Pitzer is heading back to South Carolina. The righty had 38 K in 30 IP with a 3.90 ERA for Mississippi State in 2026. Cape Cod League Pitcher of the year in 2025. Be sure to check @64analytics for the latest transfer portal updates & rankings!

The College Baseball Show

35,584 views • 28 days ago

🚨COLLEGE COACHES🚨 Uncommitted 2026 RHP from Keller High School Connor Davenport (Connor Davenport) Rehabbing back from TJ he has been crushing it! This day here on his return to the mound he was 88-91. He still has not thrown a full bullpen yet, looking to do so in the next couple weeks. ⚡️ This is a kid who I would not be shocked gets into the upper 9’s come senior year. 🔥 Any questions feel free to DM ++ character kid 🫡 FLATGROUND Pitching

🚨COLLEGE COACHES🚨 Uncommitted 2026 RHP from Keller High School Connor Davenport (Connor Davenport) Rehabbing back from TJ he has been crushing it! This day here on his return to the mound he was 88-91. He still has not thrown a full bullpen yet, looking to do so in the next couple weeks. ⚡️ This is a kid who I would not be shocked gets into the upper 9’s come senior year. 🔥 Any questions feel free to DM ++ character kid 🫡 FLATGROUND Pitching

Tanner Bercier

27,746 views • 1 year ago

First actual post for the #NewYear, I hope everyone is ready for a great year. I have a few goals I’m looking to hit this year. 1. Make someone Smile 2. Getting a location to open my business 3. Buy my momma house (well this is a long term goal) 4. 5K subs on YouTube 5. Don’t date crazy women 6. Hit partner with the #GlytchFam 7. Get a 4.0 average in this semester in college

First actual post for the #NewYear, I hope everyone is ready for a great year. I have a few goals I’m looking to hit this year. 1. Make someone Smile 2. Getting a location to open my business 3. Buy my momma house (well this is a long term goal) 4. 5K subs on YouTube 5. Don’t date crazy women 6. Hit partner with the #GlytchFam 7. Get a 4.0 average in this semester in college

chace berry

32,327 views • 2 years ago

20 year-old Jake Sykes currently plays in the 9th tier of English football for Heanor Town - he’s just been offered a 2 month trial at Manchester City.🤯🧤 Sykes was in Sheffield Wednesday’s academy from age 10 to 15 when he was unfortunately released.❌ Following this, he had a couple offers to join other academies but chose to play in non-league - where he has been playing ever since.👏 Props to both Man City for giving him the opportunity, and to Sykes for earning the chance to trial with one of the biggest clubs on the planet.🌍 He will be training alongside Man City’s U18 and U21 sides over the next eight weeks.✅ From non-league step 5 to a trial at Man City - love to see stories like this, we wish Jake the best of luck for his trial.🫡✨

20 year-old Jake Sykes currently plays in the 9th tier of English football for Heanor Town - he’s just been offered a 2 month trial at Manchester City.🤯🧤 Sykes was in Sheffield Wednesday’s academy from age 10 to 15 when he was unfortunately released.❌ Following this, he had a couple offers to join other academies but chose to play in non-league - where he has been playing ever since.👏 Props to both Man City for giving him the opportunity, and to Sykes for earning the chance to trial with one of the biggest clubs on the planet.🌍 He will be training alongside Man City’s U18 and U21 sides over the next eight weeks.✅ From non-league step 5 to a trial at Man City - love to see stories like this, we wish Jake the best of luck for his trial.🫡✨

The Talent Hunter 🎯

543,237 views • 5 months ago

ENOUGH IS ENOUGH: When you show pictures of how clean Cape Town CBD is, they will then ask you about the townships. Like for like Cape Town CBD is the cleanest in South Africa by far. Let’s go to the townships, Cape Town townships have working swimming pools, I saw a play area which also had like a gym thing. Not sure we’re exactly but I saw an entire street in Cape Town township lined with palm trees. Then go to other townships in other provinces, no palm trees, no working swimming pool,and take a place like inanda in kzn, no running water for nearly a year. It’s also chaotic, did not see any swimming pools, they just broadened the lanes on the road. 90% of street lights not working, a resident said it’s like this for years. Cape Town in this years budget have a massive budget for fixing things that need to be fixed. Cape Town mayor Geordin Hill-Lewis is a protege of Helen Zille and she is the only person in the country that can fix jhb. Frame 1: Cape Town CBD Frame 2: the cleaner part of jhb CBD which actually looks disgusting Frame 3: Cape Town townships. Just a reminder in Ekurhuleni 1toilet is used by100 people those small green ones and due to tender corruption, they go uncleaned for 3 months. Absolutely disgusting Frame 4: Umlazi township in KZN

ENOUGH IS ENOUGH: When you show pictures of how clean Cape Town CBD is, they will then ask you about the townships. Like for like Cape Town CBD is the cleanest in South Africa by far. Let’s go to the townships, Cape Town townships have working swimming pools, I saw a play area which also had like a gym thing. Not sure we’re exactly but I saw an entire street in Cape Town township lined with palm trees. Then go to other townships in other provinces, no palm trees, no working swimming pool,and take a place like inanda in kzn, no running water for nearly a year. It’s also chaotic, did not see any swimming pools, they just broadened the lanes on the road. 90% of street lights not working, a resident said it’s like this for years. Cape Town in this years budget have a massive budget for fixing things that need to be fixed. Cape Town mayor Geordin Hill-Lewis is a protege of Helen Zille and she is the only person in the country that can fix jhb. Frame 1: Cape Town CBD Frame 2: the cleaner part of jhb CBD which actually looks disgusting Frame 3: Cape Town townships. Just a reminder in Ekurhuleni 1toilet is used by100 people those small green ones and due to tender corruption, they go uncleaned for 3 months. Absolutely disgusting Frame 4: Umlazi township in KZN

Goolam

28,544 views • 1 year ago

When Brayden Point came into the league, drafted 79th overall, people questioned his ability to skate. Jon Cooper said his first impression of Point was that he struggled to skate. So, what did No. 21 do? He worked tirelessly to improve, becoming one of the best skaters in the world. Yes, I know he struggled this year, posting 18 goals & 32 assists through 63 games. It’s not great. But if anyone can work his way out of a slump, it’s Brayden Point. “I learned some things in my game that I gotta get better at. Now it’s about putting in the work, and this Summer is going to be a great opportunity to work on those things I identified.” - Brayden Point (during exit interviews). (🎥) - Here’s a glimpse of the Brayden Point we needed more of this season & what we can expect in 2026-27. I’m predicting 50 goals out of Pointer next year. Am I nuts?! #GoBolts

When Brayden Point came into the league, drafted 79th overall, people questioned his ability to skate. Jon Cooper said his first impression of Point was that he struggled to skate. So, what did No. 21 do? He worked tirelessly to improve, becoming one of the best skaters in the world. Yes, I know he struggled this year, posting 18 goals & 32 assists through 63 games. It’s not great. But if anyone can work his way out of a slump, it’s Brayden Point. “I learned some things in my game that I gotta get better at. Now it’s about putting in the work, and this Summer is going to be a great opportunity to work on those things I identified.” - Brayden Point (during exit interviews). (🎥) - Here’s a glimpse of the Brayden Point we needed more of this season & what we can expect in 2026-27. I’m predicting 50 goals out of Pointer next year. Am I nuts?! #GoBolts

Bolts Breakdown

24,123 views • 2 months ago

Your $156/year VPN subscription is the reason your TikTok gets 200 views. I shadowbanned myself 4 times before I figured this out. Here's what consumer VPNs won't tell you: You share ONE IP address with 5,000+ other users. When you connect to NordVPN's "New York server," you're joining: > 2,847 dropshippers > 1,293 bot farmers > 891 banned account creators > You TikTok's fraud detection sees this IP and thinks: "5,000 accounts from one address? Spam network." Your content never had a chance. I tested this across 23 accounts over 4 months. test Group A: Consumer VPN (NordVPN, ExpressVPN) > Shadowbanned in 72 hours > Average views: 247 per video > US audience reach: 3% test Group b: private cloud VPS with Outline VPN (dansvpn) > Zero shadowbans in 4 months > Average views: 48,000 per video > US audience reach: 87% The difference? IP address reputation. Consumer VPNs = flagged by every platform Private VPS = looks like a real US user Here's the method that's working: Instead of NordVPN ($12.99/mo): Set up your own VPN Why this works: TikTok assigns a "trust score" to every IP. Shared VPN IPs: Trust score 2/10 (thousands of users) Home IP: Trust score 5/10 (residential, but wrong region) Private cloud IP: Trust score 9/10 (consistent, clean, dedicated) When you post from a 2/10 IP → 200 test viewers When you post from a 9/10 IP → 20,000 test viewers Same video. 100x different initial reach. One creator I advised switched from ExpressVPN to a private VPS. Week 1 (ExpressVPN): 14 videos, 2,347 total views Week 2 (Private VPS): 14 videos, 847,000 total views 361x difference. The only variable: IP address authenticity. The setup (high level): 1. Rent a VPS in your target region (US East Coast for TikTok) 2. Install Outline VPN (Docker one-click install) 3. Generate your private keys 4. Connect from your phone 5. Warm up your TikTok account properly (separate thread) Your competitors already figured this out. While you're troubleshooting why NordVPN "isn't working," they're hitting 1M+ views with $3.50/month infrastructure. Consumer VPNs are designed for privacy. Not for platform growth. Using the wrong tool for the wrong job.

Your $156/year VPN subscription is the reason your TikTok gets 200 views. I shadowbanned myself 4 times before I figured this out. Here's what consumer VPNs won't tell you: You share ONE IP address with 5,000+ other users. When you connect to NordVPN's "New York server," you're joining: > 2,847 dropshippers > 1,293 bot farmers > 891 banned account creators > You TikTok's fraud detection sees this IP and thinks: "5,000 accounts from one address? Spam network." Your content never had a chance. I tested this across 23 accounts over 4 months. test Group A: Consumer VPN (NordVPN, ExpressVPN) > Shadowbanned in 72 hours > Average views: 247 per video > US audience reach: 3% test Group b: private cloud VPS with Outline VPN (dansvpn) > Zero shadowbans in 4 months > Average views: 48,000 per video > US audience reach: 87% The difference? IP address reputation. Consumer VPNs = flagged by every platform Private VPS = looks like a real US user Here's the method that's working: Instead of NordVPN ($12.99/mo): Set up your own VPN Why this works: TikTok assigns a "trust score" to every IP. Shared VPN IPs: Trust score 2/10 (thousands of users) Home IP: Trust score 5/10 (residential, but wrong region) Private cloud IP: Trust score 9/10 (consistent, clean, dedicated) When you post from a 2/10 IP → 200 test viewers When you post from a 9/10 IP → 20,000 test viewers Same video. 100x different initial reach. One creator I advised switched from ExpressVPN to a private VPS. Week 1 (ExpressVPN): 14 videos, 2,347 total views Week 2 (Private VPS): 14 videos, 847,000 total views 361x difference. The only variable: IP address authenticity. The setup (high level): 1. Rent a VPS in your target region (US East Coast for TikTok) 2. Install Outline VPN (Docker one-click install) 3. Generate your private keys 4. Connect from your phone 5. Warm up your TikTok account properly (separate thread) Your competitors already figured this out. While you're troubleshooting why NordVPN "isn't working," they're hitting 1M+ views with $3.50/month infrastructure. Consumer VPNs are designed for privacy. Not for platform growth. Using the wrong tool for the wrong job.

daniel

86,386 views • 8 months ago

+113k No words can describe the month that I had to be honest and all I can thank is God and the relations that I have made. To say that 3 months ago I went from -3k -> 5.6k -> 23k to now is just so amazing for me. Im happy with the turnout of every single day as well as I can't thank 67FnF anymore and all the boys that are in there 30-1 pretty damn happy and my 1 off day is the day after I ended a 4-year relationship so i'm happy to say I kept my head down and kept grinding. To 2026, i'm happy to be in the circle I am and good luck to everyone in this Q1 Cycle!

+113k No words can describe the month that I had to be honest and all I can thank is God and the relations that I have made. To say that 3 months ago I went from -3k -> 5.6k -> 23k to now is just so amazing for me. Im happy with the turnout of every single day as well as I can't thank 67FnF anymore and all the boys that are in there 30-1 pretty damn happy and my 1 off day is the day after I ended a 4-year relationship so i'm happy to say I kept my head down and kept grinding. To 2026, i'm happy to be in the circle I am and good luck to everyone in this Q1 Cycle!

Cottage

59,175 views • 6 months ago

Unmarshal Mega Buyback Plan 2025 In 2024, we kicked off our buy-and-burn program with over 1 million $MARSH removed from circulation, averaging 250K tokens per quarter. That was just the warm-up. Earlier this year, we announced a bold target: to buy back 4 million $MARSH throughout 2025. We’re now going well beyond that. We’re committing to a 10 million $MARSH buyback over the next one year. A snapshot of the second buyback of the year will be shared in the next 24 hours, along with proof. An aggressive open market buyback is already underway, backed by a renewed focus on driving real value back to the community. This next phase is supported by real momentum: → A significantly expanded product suite → Key integrations across RWA, DePIN, and AI → A live, revenue-positive network with growing adoption We’re actively working to bring that circulation supply number down, while reinforcing the foundation for long-term value capture. Full details dropping soon. Stay tuned. $MARSH

Unmarshal Mega Buyback Plan 2025 In 2024, we kicked off our buy-and-burn program with over 1 million $MARSH removed from circulation, averaging 250K tokens per quarter. That was just the warm-up. Earlier this year, we announced a bold target: to buy back 4 million $MARSH throughout 2025. We’re now going well beyond that. We’re committing to a 10 million $MARSH buyback over the next one year. A snapshot of the second buyback of the year will be shared in the next 24 hours, along with proof. An aggressive open market buyback is already underway, backed by a renewed focus on driving real value back to the community. This next phase is supported by real momentum: → A significantly expanded product suite → Key integrations across RWA, DePIN, and AI → A live, revenue-positive network with growing adoption We’re actively working to bring that circulation supply number down, while reinforcing the foundation for long-term value capture. Full details dropping soon. Stay tuned. $MARSH

Unmarshal | Mainnet is LIVE

11,855 views • 1 year ago

I’m excited to introduce Artist Commons, a year-long, online development program for early- and mid-career artists. Applications open next week, and the program starts in mid-January. ➤ Do you want to learn more about how to navigate the business of art? ➤ Do you want an artist community invested in your longterm growth? ➤ Do you want real feedback on your work instead of just some kind words from your friends? If you’ve been looking for a way to level up your art practice without spending an arm and a leg to get an MFA, Artist Commons is for you. Artists accepted into the program are paired with a mentor and a small cohort of peers at their level for weekly feedback sessions. Then tune in every month to lectures on the business of art, craft workshops from visiting artists, talks on various modern and contemporary art movements, and guest speakers working across the art world. You’ll build deep community with your fellow members through online meetups including regular reading groups, close looking exercises, and forum discussions, as well as quarterly IRL meetups in select cities. Developing this has been so inspiring and I’m so excited to build the community I wish I’d had when I was coming up. I can’t wait to tell you about all the amazing guests we have lined up. If you’d like to go into next year with a clear sense of purpose for your art practice, we’d love to have you. Below is the website where you can learn more about the program. Follow Artist Commons on socials. And sign up for the email list to be the first to know when applications open next week.

I’m excited to introduce Artist Commons, a year-long, online development program for early- and mid-career artists. Applications open next week, and the program starts in mid-January. ➤ Do you want to learn more about how to navigate the business of art? ➤ Do you want an artist community invested in your longterm growth? ➤ Do you want real feedback on your work instead of just some kind words from your friends? If you’ve been looking for a way to level up your art practice without spending an arm and a leg to get an MFA, Artist Commons is for you. Artists accepted into the program are paired with a mentor and a small cohort of peers at their level for weekly feedback sessions. Then tune in every month to lectures on the business of art, craft workshops from visiting artists, talks on various modern and contemporary art movements, and guest speakers working across the art world. You’ll build deep community with your fellow members through online meetups including regular reading groups, close looking exercises, and forum discussions, as well as quarterly IRL meetups in select cities. Developing this has been so inspiring and I’m so excited to build the community I wish I’d had when I was coming up. I can’t wait to tell you about all the amazing guests we have lined up. If you’d like to go into next year with a clear sense of purpose for your art practice, we’d love to have you. Below is the website where you can learn more about the program. Follow Artist Commons on socials. And sign up for the email list to be the first to know when applications open next week.

Haiver

13,484 views • 8 months ago

Can hear the seams in the pen from #TransferPortal arm Nick Bonn (Nick Bonn) who was up to 96 MPH today. Actually is 6-1, 160 lbs. I put 190 on the original post from his outing. Lively arm. Added slo-mo side angle 🎥 to this. Just started working on splitter with 375 rpm. New pitch that was up to 86 MPH to compliment slider at 81-83 MPH. Loved watching him pitch today for Padres Collegiate Scout in the Five Tool Collegiate League. Just hit the portal, but think there’s going to be a lot to like with whatever school lands him next. Originally out Laguna Beach HS Baseball (CA). Five Tool California Five Tool Baseball profile:

Jeffrey Kahn

46,117 views • 1 year ago

[Seeking VTuber for Cover Art🎨] I’ll be exhibiting at a creator event in Japan this July, so I’m looking for a VTuber to be drawn for the brochure and fabric banner. 📥 How to Apply ﹂1. Follow + RT + Like this post ﹂2. Reply to this post with your reference sheet 📌 Eligibility: VTuber 📍 Usage ・The art will be used at Creators Expo, held at Tokyo Big Sight from July 2 to 4. ・It will be featured on a booth fabric banner, brochure for visitors, the Creators Expo website, and my social media. ・Also, it may be used on my business cards, plastic folders for distribution, and other events. 🏆 Winner: 1 person ⏳ Deadline: February 28, 2025 ・The winner will be contacted in March, and the art will be completed by May. 🎨 About the Art ・Bust-up or half-body, gifted for free! ・Bright & energetic style ・Skeb-style: No requests or revisions ・Smiling expression, looking at the viewer, with VTuber-related items ・Commercial rights not included. For merchandise use, please contact me after receiving the art ＿＿＿＿＿＿＿＿＿＿＿＿ That's all. At first, I was thinking of drawing my model for the cover, but I really wanted to draw an active VTuber, so I decided to open applications. Looking forward to your entries!😊🧡 #ENVtubers

[Seeking VTuber for Cover Art🎨] I’ll be exhibiting at a creator event in Japan this July, so I’m looking for a VTuber to be drawn for the brochure and fabric banner. 📥 How to Apply ﹂1. Follow + RT + Like this post ﹂2. Reply to this post with your reference sheet 📌 Eligibility: VTuber 📍 Usage ・The art will be used at Creators Expo, held at Tokyo Big Sight from July 2 to 4. ・It will be featured on a booth fabric banner, brochure for visitors, the Creators Expo website, and my social media. ・Also, it may be used on my business cards, plastic folders for distribution, and other events. 🏆 Winner: 1 person ⏳ Deadline: February 28, 2025 ・The winner will be contacted in March, and the art will be completed by May. 🎨 About the Art ・Bust-up or half-body, gifted for free! ・Bright & energetic style ・Skeb-style: No requests or revisions ・Smiling expression, looking at the viewer, with VTuber-related items ・Commercial rights not included. For merchandise use, please contact me after receiving the art ＿＿＿＿＿＿＿＿＿＿＿＿ That's all. At first, I was thinking of drawing my model for the cover, but I really wanted to draw an active VTuber, so I decided to open applications. Looking forward to your entries!😊🧡 #ENVtubers

Yu Arima🦊クリエイターEXPO 7/2-7/4【L-13】⚡

76,539 views • 1 year ago

Prime reason why you shouldn’t play star players in a pre season game. 7-8 pre season games is beyond dumb. Playing guys for what? To have minor league guys run around looking to make an impression? If I was a GM I’d let my core of 5-8 players maybe play 2 exhibitions. I’d sacrifice them being a bit rusty games 1-3 in the regular season vs risking serious injury from some dipshit running around like a chicken with his chin cut off. And I’m not faulting those guys either (the guys trying to make the team) they have a job to do too. Jobs are won within these games. But Makar takes one up high last night, Cooley gets stapled. Both don’t return. Asset protection folks that’s business 101. I can help teach some of these GM’s if needed. - People’s

Prime reason why you shouldn’t play star players in a pre season game. 7-8 pre season games is beyond dumb. Playing guys for what? To have minor league guys run around looking to make an impression? If I was a GM I’d let my core of 5-8 players maybe play 2 exhibitions. I’d sacrifice them being a bit rusty games 1-3 in the regular season vs risking serious injury from some dipshit running around like a chicken with his chin cut off. And I’m not faulting those guys either (the guys trying to make the team) they have a job to do too. Jobs are won within these games. But Makar takes one up high last night, Cooley gets stapled. Both don’t return. Asset protection folks that’s business 101. I can help teach some of these GM’s if needed. - People’s

Jordan Schmaltz

258,117 views • 9 months ago

after 9/11 the CIA built a team whose only job was to find holes in their own thinking. they called it the Red Cell. the playbook they used is now public. 40 pages. free. almost nobody reads it. I turned their 4 best techniques into 4 prompts you paste into Claude: → prompt 1: what hidden assumptions is my plan built on? → prompt 2: it's 18 months later and my idea failed. walk me through what went wrong. → prompt 3: a competitor with $100M wants to crush me in 90 days. what's their plan? → prompt 4: write the 1-star review from the customer who felt cheated. 30 minutes. your idea either dies here or comes out stronger. both save you 6 months. all 4 prompts are in this article. try them on your next big decision. before reality tries it for you.

after 9/11 the CIA built a team whose only job was to find holes in their own thinking. they called it the Red Cell. the playbook they used is now public. 40 pages. free. almost nobody reads it. I turned their 4 best techniques into 4 prompts you paste into Claude: → prompt 1: what hidden assumptions is my plan built on? → prompt 2: it's 18 months later and my idea failed. walk me through what went wrong. → prompt 3: a competitor with $100M wants to crush me in 90 days. what's their plan? → prompt 4: write the 1-star review from the customer who felt cheated. 30 minutes. your idea either dies here or comes out stronger. both save you 6 months. all 4 prompts are in this article. try them on your next big decision. before reality tries it for you.

Nav Toor

252,669 views • 17 days ago

mHC from DeepSeek. I implemented it in Excel for my Frontier AI Seminar. What is mHC? mHC stands for Manifold-Constrained Hyper Connections, published just a few days ago. This paper has quickly become the "first paper to read in 2026" for many in the community. Here's the gist: Residual Network = Neural Network + Skip Connections Hyper Connections = 1 skip connection per block to N weighted skip connections per block Manifold-Constrained = Whatever weight values to weights constrained to sum of 1 I always appreciate the DeepSeek team for releasing their work openly and quickly. That said, this paper introduces significantly more terminology than their earlier papers, and I’m not entirely sure who the intended audience is. Just to name a few: - Residual stream - Sinkhorn–Knopp algorithm - Entropically projected matrices - Birkhoff polytope - Doubly stochastic matrices 🤯 It’s a good reminder that open source is not the same as open knowledge—which is why I’d like to unpack mHC by hand, in Excel, in the next Frontier AI Seminar.

mHC from DeepSeek. I implemented it in Excel for my Frontier AI Seminar. What is mHC? mHC stands for Manifold-Constrained Hyper Connections, published just a few days ago. This paper has quickly become the "first paper to read in 2026" for many in the community. Here's the gist: Residual Network = Neural Network + Skip Connections Hyper Connections = 1 skip connection per block to N weighted skip connections per block Manifold-Constrained = Whatever weight values to weights constrained to sum of 1 I always appreciate the DeepSeek team for releasing their work openly and quickly. That said, this paper introduces significantly more terminology than their earlier papers, and I’m not entirely sure who the intended audience is. Just to name a few: - Residual stream - Sinkhorn–Knopp algorithm - Entropically projected matrices - Birkhoff polytope - Doubly stochastic matrices 🤯 It’s a good reminder that open source is not the same as open knowledge—which is why I’d like to unpack mHC by hand, in Excel, in the next Frontier AI Seminar.

Tom Yeh

93,991 views • 6 months ago

4 months ago I made this Notion guide, Spent countless hours at night, Curating all of my knowledge into one place, And gave it away for free. Then one person replied that this course could be a $5k cohort 👀 Looking back, I realized I missed a lot, And there’s more to add... How to build a Discord server from start to finish, What bots you can use to create unique experiences, Best practices from hard lessons learned. So I’m going to spend time next week updating this entire guide, Adding everything new that I’ve learned in the last 4 months, With hopes that it helps inspires you to create your own community on Discord. Until then, Please leave a ❤️ and comment “Discord” and I’ll DM you the guide as a thank you! Have a great weekend all ☀️

4 months ago I made this Notion guide, Spent countless hours at night, Curating all of my knowledge into one place, And gave it away for free. Then one person replied that this course could be a $5k cohort 👀 Looking back, I realized I missed a lot, And there’s more to add... How to build a Discord server from start to finish, What bots you can use to create unique experiences, Best practices from hard lessons learned. So I’m going to spend time next week updating this entire guide, Adding everything new that I’ve learned in the last 4 months, With hopes that it helps inspires you to create your own community on Discord. Until then, Please leave a ❤️ and comment “Discord” and I’ll DM you the guide as a thank you! Have a great weekend all ☀️

Jason Lee | Discord Builder

23,314 views • 2 years ago

How I transformed my physique from a dream to a goal achieved. 1. Clarify Vision & Strategy. I knew I wanted more muscle and more curves but I didn’t know how. So, I got out of my head and took the necessary step to hire a reputable coach to lead me. 2. Develop A Plan & Stick To It. I followed the plan and trusted the process. I followed the food plan to the gram. I learned how to train effectively and efficiently. Never skipped a workout because I didn’t feel like training. Never skipped a cardio session because I didn’t feel like doing it. Never starved myself. I trained hard consistently for the last 7 years. 3. Improve Communication Skills. I became a better communicator so that my coach and I were on the same page, but this overflowed into all areas of my life. I stopped being afraid to ask questions. 4. Get Better At Training Every Day. I learned. I was dialled in. I lifted heavy with good form consistently. I sent training videos to my coach so I could get better. I pushed myself and surrounded myself with other like-minded individuals to help push me along. 5. Cultivate A Support Network. I cultivated a support network to help me achieve my physique goal: I found the right coach, physician (BHRT), sports psychologist, massage therapist, physiotherapist, and plastic surgeon (if you are looking to surgically enhance). Ready to transform your physique and turn your dream body into a reality? DM me for coaching. I know the way and I’m here to help. #transformation #onlinecoach #fitmom #goals #fitmotivation

How I transformed my physique from a dream to a goal achieved. 1. Clarify Vision & Strategy. I knew I wanted more muscle and more curves but I didn’t know how. So, I got out of my head and took the necessary step to hire a reputable coach to lead me. 2. Develop A Plan & Stick To It. I followed the plan and trusted the process. I followed the food plan to the gram. I learned how to train effectively and efficiently. Never skipped a workout because I didn’t feel like training. Never skipped a cardio session because I didn’t feel like doing it. Never starved myself. I trained hard consistently for the last 7 years. 3. Improve Communication Skills. I became a better communicator so that my coach and I were on the same page, but this overflowed into all areas of my life. I stopped being afraid to ask questions. 4. Get Better At Training Every Day. I learned. I was dialled in. I lifted heavy with good form consistently. I sent training videos to my coach so I could get better. I pushed myself and surrounded myself with other like-minded individuals to help push me along. 5. Cultivate A Support Network. I cultivated a support network to help me achieve my physique goal: I found the right coach, physician (BHRT), sports psychologist, massage therapist, physiotherapist, and plastic surgeon (if you are looking to surgically enhance). Ready to transform your physique and turn your dream body into a reality? DM me for coaching. I know the way and I’m here to help. #transformation #onlinecoach #fitmom #goals #fitmotivation

Karen Orlena Wall

13,017 views • 8 days ago