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First time for everything I guess 😭🥳‼️ (FUCK BUDDY MACHINE 👹) ➡️Custom Request ⬅️ #content #ContentStrategy #blackedhentai #browngirl #nasty #TaşacakBuDeniz #تل_أبيب_تحترق

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24,618 просмотров • 7 месяцев назад •via X (Twitter)

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I left my job and apartment. It’s time to live. 2026 is the year to build my business, body, and mind. Just two days ago, I made my first App Store dollars too! 🥳 I’m going to post and document everything here on X. Big shoutout to @levelsio and Rob Hallam for motivating the fuck out of me. Stay tuned!
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I left my job and apartment. It’s time to live. 2026 is the year to build my business, body, and mind. Just two days ago, I made my first App Store dollars too! 🥳 I’m going to post and document everything here on X. Big shoutout to @levelsio and Rob Hallam for motivating the fuck out of me. Stay tuned!

Pascal Lindenau

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mingyu suggested for seungkwan to do a weverse live while watching avengers 😭 🐶 i actually have a request. i think it’d make a really fun content. when you have time, since you do really long livestreams, go live while watching the avengers 🍊 but i’ve watched the avengers with the members 🐶 i think it’d be fun if you asked the fans abt the things you dont know 🍊 oh should i? 🐻‍❄️ they’ll probably know almost everything anyway 🐶 ‘what’s this? why is that happening?’ just ask those kinds of questions while you’re watching 🐻‍❄️ wow that sounds fun
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mingyu suggested for seungkwan to do a weverse live while watching avengers 😭 🐶 i actually have a request. i think it’d make a really fun content. when you have time, since you do really long livestreams, go live while watching the avengers 🍊 but i’ve watched the avengers with the members 🐶 i think it’d be fun if you asked the fans abt the things you dont know 🍊 oh should i? 🐻‍❄️ they’ll probably know almost everything anyway 🐶 ‘what’s this? why is that happening?’ just ask those kinds of questions while you’re watching 🐻‍❄️ wow that sounds fun

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“the setlist isn’t really out yet at all, but anyway, we do have to release the album first. but i’ll really do my absolute best to put everything together as well as i can. since it’s actually my first time doing a concert by myself, just thinking about it already kind of stresses me out. i’m a little scared too… and i know you guys have been looking forward to this for years, so i’ll really do my best to live up to all of your expectations. we’ll figure things out step by step. if there’s anything you want to ask, i’ll keep asking you guys too. i think it’d be nice to decide things together while communicating with each other. but in the end, i guess i’ll end up doing it the way i want to anyway” the way i teared up when he said this.. thank you mark lee 😭😭😭😭😭
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“the setlist isn’t really out yet at all, but anyway, we do have to release the album first. but i’ll really do my absolute best to put everything together as well as i can. since it’s actually my first time doing a concert by myself, just thinking about it already kind of stresses me out. i’m a little scared too… and i know you guys have been looking forward to this for years, so i’ll really do my best to live up to all of your expectations. we’ll figure things out step by step. if there’s anything you want to ask, i’ll keep asking you guys too. i think it’d be nice to decide things together while communicating with each other. but in the end, i guess i’ll end up doing it the way i want to anyway” the way i teared up when he said this.. thank you mark lee 😭😭😭😭😭

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KINGSTON IS BREAKING MY HEART‼️‼️‼️‼️‼️‼️‼️ PLEASE SOMEONE SEE HIM & RESCUE HIS SWEET PUPPY SELF🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏 URGENT IN COBB COUNTY, GA‼️‼️🙏🙏🙏🙏🙏🙏🙏 Kingston is up for adoption at: 📍 Cobb County Animal Services - Marietta, Georgia ☎️ (770) 499-4136 READ HIS STORY ⬇️ Today, while I was volunteering at the shelter, one of the officers asked if I could make a video for a puppy because this was already his fourth time at the shelter… I couldn’t believe what I had just heard. 🥺 Then she told me that Kingston is only six months old and has already been adopted and returned three times. Apparently, he first arrived at the shelter as a stray when he was only four months old. A family adopted him and later returned him, saying that he had too much energy. After that, he was adopted once again and brought back because, once again, he had too much energy and they just couldn’t keep up with him. The third time he was adopted, he was returned yet again. This time, they said that he had too much energy and that they were moving. I honestly don’t even know what to say. I couldn’t believe it, and my heart broke for Kingston. 💔😭 I took him on a walk and made this video for him today. I spent a long time with him, and during the entire visit, he was one of the sweetest puppies. He was just so happy to be surrounded by people. At one point, Kingston grabbed a toy and decided that he wanted to bring it with us on our walk… and he did. For the entire walk, he proudly carried his toy everywhere he went. He is only six months old. He is not “too much.” He is a puppy!!! Puppies need patience. They need training. They need time to learn and grow… And despite everything he has been through in his short life, Kingston still greets the world with a wagging tail, a toy in his mouth, and hope that someone out there will finally keep him forever. If you think that person could be you, Kingston is waiting...
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KINGSTON IS BREAKING MY HEART‼️‼️‼️‼️‼️‼️‼️ PLEASE SOMEONE SEE HIM & RESCUE HIS SWEET PUPPY SELF🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏🙏 URGENT IN COBB COUNTY, GA‼️‼️🙏🙏🙏🙏🙏🙏🙏 Kingston is up for adoption at: 📍 Cobb County Animal Services - Marietta, Georgia ☎️ (770) 499-4136 READ HIS STORY ⬇️ Today, while I was volunteering at the shelter, one of the officers asked if I could make a video for a puppy because this was already his fourth time at the shelter… I couldn’t believe what I had just heard. 🥺 Then she told me that Kingston is only six months old and has already been adopted and returned three times. Apparently, he first arrived at the shelter as a stray when he was only four months old. A family adopted him and later returned him, saying that he had too much energy. After that, he was adopted once again and brought back because, once again, he had too much energy and they just couldn’t keep up with him. The third time he was adopted, he was returned yet again. This time, they said that he had too much energy and that they were moving. I honestly don’t even know what to say. I couldn’t believe it, and my heart broke for Kingston. 💔😭 I took him on a walk and made this video for him today. I spent a long time with him, and during the entire visit, he was one of the sweetest puppies. He was just so happy to be surrounded by people. At one point, Kingston grabbed a toy and decided that he wanted to bring it with us on our walk… and he did. For the entire walk, he proudly carried his toy everywhere he went. He is only six months old. He is not “too much.” He is a puppy!!! Puppies need patience. They need training. They need time to learn and grow… And despite everything he has been through in his short life, Kingston still greets the world with a wagging tail, a toy in his mouth, and hope that someone out there will finally keep him forever. If you think that person could be you, Kingston is waiting...

Fionaismybitch

27,577 просмотров • 2 месяцев назад

(long clip & transcription ‼️) 🎭: if i was asked one year ago if i wanted to perform in Concerto, i would've said no. there was a different kind of event that i was asked if i would like to participate and i actually said no to it. because up until recently like a few months ago, i had extremely bad imposter syndrome. 🎭: i didn't feel like i deserved to stand on stage, i didn't feel like i was ready and i kept doubting myself and was like "there's no way i would be able to perform to people's standards and stuff" so i politely declined being in an event a long time ago. 🎭: this time for Concerto when i was asked to participate, i was thinking of the same thing too but i thought about it a little more. i thought to myself like "if you're not gonna participate now then when are you going to do it? if you keep saying no to all these opportunities, they're all going to slip past." so i keep telling myself, "if you're gonna do it now then when are you going to do it?" 🎭: and i was inspired a little by my recent short covers and dance covers because ive been planning to release them for quite a long time actually. just the thought of that made me think, "i'm trying to work so hard on these other things so why don't i just try to do this as well?" 🎭: so i finally decided that i'm going to try this time to step up on stage and i want to be the proof to everyone that works hard that if you work hard eventually something good will come your way 🎭: i want everyone to be able to look at me and be like, "if he can work hard and do what he wants to do, then i can do it too." i think that's one of the biggest reasons i decided to participate and stand on this stage is because i want to inspire people because i came from nothing 🎭: i had no singing experience, no dancing experience, no japanese experience. when i first joined, i didn't even know how to read hiragana very well. i didn't even know wtf katakana was 🎭: i'm always thankful for the love and support everyone gives me. if it wasn't for you guys, i would really have said no so thank you. i really owe everything to all of you that always around and always supporting #knoxclips thank you for not giving up!!!! 😭🧡
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(long clip & transcription ‼️) 🎭: if i was asked one year ago if i wanted to perform in Concerto, i would've said no. there was a different kind of event that i was asked if i would like to participate and i actually said no to it. because up until recently like a few months ago, i had extremely bad imposter syndrome. 🎭: i didn't feel like i deserved to stand on stage, i didn't feel like i was ready and i kept doubting myself and was like "there's no way i would be able to perform to people's standards and stuff" so i politely declined being in an event a long time ago. 🎭: this time for Concerto when i was asked to participate, i was thinking of the same thing too but i thought about it a little more. i thought to myself like "if you're not gonna participate now then when are you going to do it? if you keep saying no to all these opportunities, they're all going to slip past." so i keep telling myself, "if you're gonna do it now then when are you going to do it?" 🎭: and i was inspired a little by my recent short covers and dance covers because ive been planning to release them for quite a long time actually. just the thought of that made me think, "i'm trying to work so hard on these other things so why don't i just try to do this as well?" 🎭: so i finally decided that i'm going to try this time to step up on stage and i want to be the proof to everyone that works hard that if you work hard eventually something good will come your way 🎭: i want everyone to be able to look at me and be like, "if he can work hard and do what he wants to do, then i can do it too." i think that's one of the biggest reasons i decided to participate and stand on this stage is because i want to inspire people because i came from nothing 🎭: i had no singing experience, no dancing experience, no japanese experience. when i first joined, i didn't even know how to read hiragana very well. i didn't even know wtf katakana was 🎭: i'm always thankful for the love and support everyone gives me. if it wasn't for you guys, i would really have said no so thank you. i really owe everything to all of you that always around and always supporting #knoxclips thank you for not giving up!!!! 😭🧡

luna 🧸

33,769 просмотров • 10 месяцев назад

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I vividly remember planning my Thailand trip this time last year Just dropped out of my 1st year in uni Didn’t want to pursue a gap year or apprenticeship The coaching business I was building for 1-2 years flopped So had no choice but to move back in with parents One of the most down bad times of my life because I genuinely didn’t know what to do after all this I scrolled through Twitter one day and saw one of Jack Hartley’s tweets Complete paradigm shift “Ain’t no way you can rent a 2 bed villa with a pool for that much?? - I was paying the same for rent for my old uni dorm” From then on the goal was obvious TIME TO GET THE FUCK OUT “Thailand by March 2023” etched into my brain (I’m Asian too so my soul too) Over those next 6 months all I did was stack as much commission through appt setting Post content Seek mentors/guidance (like Ed) Sort logistics Etc. It slowly started falling into place Paid the deposit on our villa in Koh Samui, booked my flight and found a group of G’s to move in with (All thanks to the internet) And you know the best part? I didn’t say a WORD about ANY of this to my family NOTHING Because your words don’t mean a fucking thing to whoever you’re trying to convince until they see it’s real Results > everything Anyways Exactly a month before I left, I finally broke the news to my parents They were skeptical at first and asking me all these questions but it slowly came to their realisation that this was indeed for real Planned meticulously for the last 6 months Every question? Answered to a T The whole dynamic then began to change I became more grateful There was more respect We spent more time together and had farewell celebrations As much as I love them and my friends back home It was a sign from the Universe to reach for greater heights Then on the morning of my flight I said goodbye to my mum, hopped on the plane and life’s changed ever since We’re only just getting started

Matt

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🚫𝐖𝐀𝐑𝐍𝐈𝐍𝐆: 𝐋𝐎𝐍𝐆 𝐀𝐍𝐃 𝐒𝐀𝐏𝐏𝐘 𝐏𝐎𝐒𝐓 𝐀𝐇𝐄𝐀𝐃🚫 Hi Everyone I said I would post after debut but turns out I needed some extra time to recover (more tired than I thought) but now it's 2 days later so here we go… I wanted to start by saying THANK YOU ALL!❤️ The support and love I’ve gotten from everyone, creators and viewers alike, has honestly been nothing short of mind-blowing and exceeds anything I could have ever dreamed of. There have been creators that I've looked up to for years, that have reached out in some way or another, and that experience is enough to make me want to curl up into a ball and violently cry😭 I first started making videos around 2 years ago just for fun, and started streaming around 1.5 years ago, and to get this far has exceeded my whilst dreams. (For context I thought 1k subs in 5 years would have been INSANE) My whole life I've been on the straight and narrow, keeping things pretty safe… It was just how I was raised. But late last year, I did a lot of reflecting on what I really wanted to do in life, and what made me the happiest. This year I'm taking perhaps my first and biggest risk, and trying to do content full time. It's been rocky, chaotic and exhausting but I'm finally doing something I'm passionate about. And it's all thanks to you, thank you so much❤️ Everyone's kind words and support has been overwhelming, and the fact that it's enabled me to at least try full time content is extremely humbling and you have all made me the happiest mafia bull man alive. Thank you to the people who supported me along my journey, my friends, my mods, my community and my personal managers/editors. I would be nothing without you, so thank you for your undying support and belief in me. Thank you to the people who I worked with specifically for this debut, pouring your heart and soul into it to help bring everything to life, and bearing with me and my tweaks as we went! Thank you to the viewers, whether you are new, here from the start, or joined and left, from the smallest interaction to always being there, thank you! Thank you to the new friends I’ve met along the way as well, I will cherish these memories forever (Why does it sound like I'm dying💀… LETS MAKE PLENTY MORE) From the bottom of my heart❤️I love you all, Vain
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🚫𝐖𝐀𝐑𝐍𝐈𝐍𝐆: 𝐋𝐎𝐍𝐆 𝐀𝐍𝐃 𝐒𝐀𝐏𝐏𝐘 𝐏𝐎𝐒𝐓 𝐀𝐇𝐄𝐀𝐃🚫 Hi Everyone I said I would post after debut but turns out I needed some extra time to recover (more tired than I thought) but now it's 2 days later so here we go… I wanted to start by saying THANK YOU ALL!❤️ The support and love I’ve gotten from everyone, creators and viewers alike, has honestly been nothing short of mind-blowing and exceeds anything I could have ever dreamed of. There have been creators that I've looked up to for years, that have reached out in some way or another, and that experience is enough to make me want to curl up into a ball and violently cry😭 I first started making videos around 2 years ago just for fun, and started streaming around 1.5 years ago, and to get this far has exceeded my whilst dreams. (For context I thought 1k subs in 5 years would have been INSANE) My whole life I've been on the straight and narrow, keeping things pretty safe… It was just how I was raised. But late last year, I did a lot of reflecting on what I really wanted to do in life, and what made me the happiest. This year I'm taking perhaps my first and biggest risk, and trying to do content full time. It's been rocky, chaotic and exhausting but I'm finally doing something I'm passionate about. And it's all thanks to you, thank you so much❤️ Everyone's kind words and support has been overwhelming, and the fact that it's enabled me to at least try full time content is extremely humbling and you have all made me the happiest mafia bull man alive. Thank you to the people who supported me along my journey, my friends, my mods, my community and my personal managers/editors. I would be nothing without you, so thank you for your undying support and belief in me. Thank you to the people who I worked with specifically for this debut, pouring your heart and soul into it to help bring everything to life, and bearing with me and my tweaks as we went! Thank you to the viewers, whether you are new, here from the start, or joined and left, from the smallest interaction to always being there, thank you! Thank you to the new friends I’ve met along the way as well, I will cherish these memories forever (Why does it sound like I'm dying💀… LETS MAKE PLENTY MORE) From the bottom of my heart❤️I love you all, Vain

Vain 🐂💜

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Introducing the Content Machine! This was the first time I walked through the mechanics of our anti-slop content system & how we drive 10,000,000+ impressions at tenex with a marketing team of...2. Thanks to claire vo 🖤 for having me on her show to share. Full-writeup & interview below... What is the Content Machine? A directory of daisy-chained skills that turn what you already say into publish-ready content. This is the key way to avoid turning into a slop cannon. It mines the places you already talk (Slack, Notion, Gmail, Linear, GitHub) plus what the internet is saying, finds the ideas worth writing, interviews you to extract the story, drafts it, and edits it to a 9/10 bar before you post. What are the principles of this system? 1) It is not a "write me a post" prompt. The core belief baked into it: the raw material must come from you. 2) The machine never invents your voice and never fabricates your insight. 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Scaffolds the workspace, auto-creates your Notion Vault, connects your sources, and builds your voice guide one of three ways: import a guide you already have, feed it writing samples, or sit for a short voice interview. 2) The Oracle. Two idea engines running in parallel: - Oracle scans what you wrote in the last 7 days across Slack, Notion, Gmail, Linear, and Git, hunting for "spikes," moments where you naturally said something worth expanding. - The Internet Reader scans what the world is saying, pulled only from the source list in your profile (handles, labs, outlets, keyword watchlist), plus a social sweep across Reddit, X, YouTube, Hacker News, and more (thanks /last30days & Matt Van Horn). - Every idea is scored 0 to 10 (POV strength 25%, story potential 25%, emotional intensity 20%, lesson/framework 20%, depth 10%). Everything qualifying gets written to The Vault, a Notion database that is the durable idea bank. 2.5) Research. 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It must read your style guide, your content lessons, and the spec for the chosen format (LinkedIn post, X thread, long post, playbook, podcast promo, reaction post, article, and so on). 6) Writer's Council. Six reviewers score the draft: Morgan Housel (will this matter in 10 years), Tim Urban (is it confusing), Shaan Puri (would I stop scrolling, plus three alternate hooks), Greg Isenberg (what can someone steal), David Perell (is it personal, observational, playful), and a Slop Detector hunting AI tells. Each gives what's working, what needs work, a fix, and a score. 7) Revision Loop. Under 9/10 goes back around. The smart part: fixes get sorted into editorial (the machine rewrites it itself) and information gaps (only you have the answer), and information gaps route back to the Interview Panel with targeted questions rather than letting the machine make something up. Max 3 editorial cycles. At 9/10 the piece becomes the anchor. 8) Repurposing Engine. One anchor fans out into 10+ derivatives: X article, LinkedIn article, short X posts, short LinkedIn posts, a playbook if there is a framework in it. Each one is written native to its platform with a fresh hook, not cross-posted, and each runs the full council and revision loop to 9/10 on its own. This is the multiplier. 9) Distribution (optional, off by default). UTM tagging, a scheduled publishing queue, CRM capture of every touchpoint, attribution reporting back to pipeline, and marking the Vault row as Published. 10) The Learning Loop, always running. After you approve a piece it diffs your first draft against the final, extracts the pattern, and asks you to confirm it. Confirmed lessons go into content-lessons.md and override the style guide. Once a lesson proves out across a few projects it graduates into the style guide itself. Your first drafts get better over time instead of you re-explaining preferences. P.S. i'm thinking about opensourcing this. should i do it?
42:58

Introducing the Content Machine! This was the first time I walked through the mechanics of our anti-slop content system & how we drive 10,000,000+ impressions at tenex with a marketing team of...2. Thanks to claire vo 🖤 for having me on her show to share. Full-writeup & interview below... What is the Content Machine? A directory of daisy-chained skills that turn what you already say into publish-ready content. This is the key way to avoid turning into a slop cannon. It mines the places you already talk (Slack, Notion, Gmail, Linear, GitHub) plus what the internet is saying, finds the ideas worth writing, interviews you to extract the story, drafts it, and edits it to a 9/10 bar before you post. What are the principles of this system? 1) It is not a "write me a post" prompt. The core belief baked into it: the raw material must come from you. 2) The machine never invents your voice and never fabricates your insight. It does the research, the structure, and the editing, so your time goes only to the part only you can do. It focuses the human on the first & final mile of the content process. How is it structured? A two-layer split between the process & the person - The process layer is generic and shared: the pipeline, the content-type specs, the copywriting references, the onboarding flow. That is what lives in git and what gets shipped to other people. - The personal layer is yours and never leaves your machine: content-machine.config.md, creators/ / (profile, style guide, lessons), projects/, published/, oracle-reports/. All gitignored, and the desktop build script refuses to package any of it. What is the 10-step pipeline? 1) Creator Select. Multi-creator by design. It figures out who this run is for and loads their profile, style guide, and content lessons. Everything downstream is scoped to that person. - Onboarding (first run only). Scaffolds the workspace, auto-creates your Notion Vault, connects your sources, and builds your voice guide one of three ways: import a guide you already have, feed it writing samples, or sit for a short voice interview. 2) The Oracle. Two idea engines running in parallel: - Oracle scans what you wrote in the last 7 days across Slack, Notion, Gmail, Linear, and Git, hunting for "spikes," moments where you naturally said something worth expanding. - The Internet Reader scans what the world is saying, pulled only from the source list in your profile (handles, labs, outlets, keyword watchlist), plus a social sweep across Reddit, X, YouTube, Hacker News, and more (thanks /last30days & Matt Van Horn). - Every idea is scored 0 to 10 (POV strength 25%, story potential 25%, emotional intensity 20%, lesson/framework 20%, depth 10%). Everything qualifying gets written to The Vault, a Notion database that is the durable idea bank. 2.5) Research. Before you get interviewed, a research agent builds a sourced brief: - key facts with links - current developments - what has already been said in-market - contrarian angles - open questions only you can answer. 3) Interview Panel. Six interviewer personas (Ferriss, Rogan, Larry King, Stern, Barbaro, Barbara Walters) ask you one question at a time, each chasing a different dimension: tactics, story, core truth, the hidden thing, clarity, emotional depth. It pushes back on vague answers and will not advance until it has 2 to 3 specific stories with real details. 4) Production. Your interview becomes a raw markdown file: stories, core insights, quotable moments, the emotional anchor, surprising reveals, the "so what." Your exact words are preserved. This file is the source of truth for everything that follows. 5) Refinement. Now it drafts, and only now. It must read your style guide, your content lessons, and the spec for the chosen format (LinkedIn post, X thread, long post, playbook, podcast promo, reaction post, article, and so on). 6) Writer's Council. Six reviewers score the draft: Morgan Housel (will this matter in 10 years), Tim Urban (is it confusing), Shaan Puri (would I stop scrolling, plus three alternate hooks), Greg Isenberg (what can someone steal), David Perell (is it personal, observational, playful), and a Slop Detector hunting AI tells. Each gives what's working, what needs work, a fix, and a score. 7) Revision Loop. Under 9/10 goes back around. The smart part: fixes get sorted into editorial (the machine rewrites it itself) and information gaps (only you have the answer), and information gaps route back to the Interview Panel with targeted questions rather than letting the machine make something up. Max 3 editorial cycles. At 9/10 the piece becomes the anchor. 8) Repurposing Engine. One anchor fans out into 10+ derivatives: X article, LinkedIn article, short X posts, short LinkedIn posts, a playbook if there is a framework in it. Each one is written native to its platform with a fresh hook, not cross-posted, and each runs the full council and revision loop to 9/10 on its own. This is the multiplier. 9) Distribution (optional, off by default). UTM tagging, a scheduled publishing queue, CRM capture of every touchpoint, attribution reporting back to pipeline, and marking the Vault row as Published. 10) The Learning Loop, always running. After you approve a piece it diffs your first draft against the final, extracts the pattern, and asks you to confirm it. Confirmed lessons go into content-lessons.md and override the style guide. Once a lesson proves out across a few projects it graduates into the style guide itself. Your first drafts get better over time instead of you re-explaining preferences. P.S. i'm thinking about opensourcing this. should i do it?

Alex Lieberman

115,942 просмотров • 2 месяцев назад

MCP is an absolute game-changer. (Together with DeepSeek, MCP is probably the hottest thing in AI over the last 6 months.) I use Cursor to write code 90% of the time. I built an MCP server to connect the Cursor agent to GroundX, an open-source RAG system, and I'm not going back. This is officially insane! Here is what I did, step by step: First, a little bit of context. I maintain an end-to-end Machine Learning System with several pipelines to process data, train, evaluate, register, deploy, and monitor a model. I've written a lot of documentation explaining how the system works and how to modify and maintain it. There's also the documentation of the few libraries I used to build the system. I'm a massive fan of GroundX, an open-source enterprise-grade RAG system you can run on your servers or deploy to any cloud provider. I've been working with them for a long time. GroundX offers two services. First, the "ingest" service uses a custom, pretrained vision model to ingest and understand your data. I used this to process all the documentation I have for my code. Markdown files, source code, HTML files, and even PDF documents. Everything I've written related to my project went into GroundX. Their second service is "search," which combines text and vector search with a fine-tuned re-ranker model to retrieve information from the data. I needed to connect Cursor with this service, and that's where MCP came in. I built an MCP server with two tools: 1. The first tool would go to GroundX and retrieve the available topics. Splitting the data into topics (or "buckets," as GroundX calls them) allows me to use the same setup to serve documentation from different topics. 2. The second tool would search GroundX under a specific topic for the context related to the supplied query. The magic happens after connecting the MCP server with Cursor. Now, I can ask any questions related to my project, and Cursor's AI agent retrieves the list of available topics from the RAG system and then searches it to provide relevant context to the model. I went from getting mediocre, sometimes wrong answers to 100% truthful, complete answers. Here is the crazy part:
19:21

MCP is an absolute game-changer. (Together with DeepSeek, MCP is probably the hottest thing in AI over the last 6 months.) I use Cursor to write code 90% of the time. I built an MCP server to connect the Cursor agent to GroundX, an open-source RAG system, and I'm not going back. This is officially insane! Here is what I did, step by step: First, a little bit of context. I maintain an end-to-end Machine Learning System with several pipelines to process data, train, evaluate, register, deploy, and monitor a model. I've written a lot of documentation explaining how the system works and how to modify and maintain it. There's also the documentation of the few libraries I used to build the system. I'm a massive fan of GroundX, an open-source enterprise-grade RAG system you can run on your servers or deploy to any cloud provider. I've been working with them for a long time. GroundX offers two services. First, the "ingest" service uses a custom, pretrained vision model to ingest and understand your data. I used this to process all the documentation I have for my code. Markdown files, source code, HTML files, and even PDF documents. Everything I've written related to my project went into GroundX. Their second service is "search," which combines text and vector search with a fine-tuned re-ranker model to retrieve information from the data. I needed to connect Cursor with this service, and that's where MCP came in. I built an MCP server with two tools: 1. The first tool would go to GroundX and retrieve the available topics. Splitting the data into topics (or "buckets," as GroundX calls them) allows me to use the same setup to serve documentation from different topics. 2. The second tool would search GroundX under a specific topic for the context related to the supplied query. The magic happens after connecting the MCP server with Cursor. Now, I can ask any questions related to my project, and Cursor's AI agent retrieves the list of available topics from the RAG system and then searches it to provide relevant context to the model. I went from getting mediocre, sometimes wrong answers to 100% truthful, complete answers. Here is the crazy part:

Santiago

255,756 просмотров • 1 год назад

Mzansi🇿🇦 WARNING ‼️ BECAREFUL‼️ Not even sure where to start concerning this 🍋 🚮. Our client has requested us to share all these videos,pics & diagnostic report. “ Watch video📹“ Well thank you to our client who is based in Cape Town Lulo Tevin Rubushe I am glad you contacted View4You, our client got his friend to check the car out first, then he felt he should maybe just get View4You for a second opinion and well Bro we must say you made a great move. This car has so many problems, it’s sad and scary, this has to be the worst Merc we have ever Inspected, the seat belts don’t even function property, everything rattles and loose, the parts used in the engine will suprise you 😳 we even wonder if this car even has airbags, check the diagnostic report attached‼️ What dealer is this⁉️ in the heart of Hatfield, Ja Neh. gi motors Why did you mislead our client? In future please be honest about the vehicle condition, wasting peoples time is not welcomed. We even wanted to run previous accident damages on it, however our client didn’t d not request that and he didn’t even need to waste money checking that because WOW 🍋🚮 DJ Coach is this the same dealer you bought that silver car the other day? Ladies and Gentlemen we have a CRISIS, a serious CRISIS‼️‼️‼️ Please help by telling your friends and family about View4You, you too will be saving them from 🍋🍋🍋🍋 0878221140 Nationwide📍 WE INSPECT YOU DECIDE😀
1:54

Mzansi🇿🇦 WARNING ‼️ BECAREFUL‼️ Not even sure where to start concerning this 🍋 🚮. Our client has requested us to share all these videos,pics & diagnostic report. “ Watch video📹“ Well thank you to our client who is based in Cape Town Lulo Tevin Rubushe I am glad you contacted View4You, our client got his friend to check the car out first, then he felt he should maybe just get View4You for a second opinion and well Bro we must say you made a great move. This car has so many problems, it’s sad and scary, this has to be the worst Merc we have ever Inspected, the seat belts don’t even function property, everything rattles and loose, the parts used in the engine will suprise you 😳 we even wonder if this car even has airbags, check the diagnostic report attached‼️ What dealer is this⁉️ in the heart of Hatfield, Ja Neh. gi motors Why did you mislead our client? In future please be honest about the vehicle condition, wasting peoples time is not welcomed. We even wanted to run previous accident damages on it, however our client didn’t d not request that and he didn’t even need to waste money checking that because WOW 🍋🚮 DJ Coach is this the same dealer you bought that silver car the other day? Ladies and Gentlemen we have a CRISIS, a serious CRISIS‼️‼️‼️ Please help by telling your friends and family about View4You, you too will be saving them from 🍋🍋🍋🍋 0878221140 Nationwide📍 WE INSPECT YOU DECIDE😀

VIEW4YOU

140,312 просмотров • 1 год назад

you saved up $3,000 to fly out some mid girl in economy while telling yourself you're a player i flew out 5 dubai models in emirates first class last month and it cost me exactly $0 not because i'm rich. because i understand math that you don't let me explain how to turn your business expenses into a harem marketing system that prints money: most dudes are out here sending $500 cashapps for "uber money" to girls who screenshot it and laugh in the group chat. flying them spirit airlines if they're lucky. splitting the fucking holiday inn. acting like they did something meanwhile i'm converting facebook ad spend into first class tickets here's what actually happened. i had $100k in ad spend coming up this quarter. was gonna pay it anyway, money straight to zuckerberg's pocket. instead i put it all on my amex platinum. boom, 150k points instantly plus another 150k from the signup bonus 300k amex points = 3 emirates first class tickets to dubai retail value of those tickets? $45,000 what i actually paid? nothing. zero. fuck all but i didn't fly out one girl. i flew out five when you fly one girl out, she owns you. she's doing you a favor. you're just another trick trying to impress her. but when you fly FIVE girls out? the entire dynamic flips. they're competing for your attention. they're creating content for you. they're selling you without even knowing it the psychology is fucking beautiful. these girls have never been in first class. probably never will be again. fourteen hour flight with champagne and caviar, their own private suite. they're taking 50 instagram stories before the plane even takes off and they're all tagging me girl #1 posted 52 stories from the flight alone. her 30k followers all sliding in asking who the fuck i am. girl #2 made a whole reel about the experience that hit 2.3 million views. the comments are just hundreds of dudes trying to figure out what i do by the time they landed in dubai i had 400+ dm requests here's where shit gets disgusting. they think this is a "brand trip" because i position it as a creator collaboration. technically they're right. they're creating content. i'm collaborating. the brand just happens to be me lmfao five models, seven days in dubai. they're posting from the villa, from the restaurants, from the yacht. every single post tags me. their combined reach? 4.8 million impressions. organic, authentic, impossible to buy those dudes sliding in their dms asking about me? they find my profile. see i teach funding and travel hacking. realize i'm giving away the exact system. they buy my program last dubai trip generated 42 clients at $5k each. that's $210,000 in revenue from a trip that cost me nothing. actually less than nothing because i was gonna spend that money on ads anyway you think this is about girls but you're missing the entire fucking point every expense in your business can be arbitraged. every dollar you spend can work twice. ad spend becomes points. points become experiences. experiences become content. content becomes clients. clients become more ad spend. infinite loop the girls aren't the product, they're the distribution channel and before you get all moral about it, everyone knows what this is. these aren't naive girls getting tricked. they're influencers who want content. i want marketing. we both get what we want. they fly first class to dubai, i get organic reach. capitalism at its finest the funniest shit is when they go back to dating regular dudes. guys taking them to cheesecake factory, splitting the bill, flying them southwest if they're lucky. they're comparing every experience to dubai first class i own real estate in their head forever and it didn't cost me a fucking dollar your favorite guru is doing this. every dude with a lambo is doing this. they just pretend they're above it while running the exact same game difference is i'm telling you exactly how it works q1 miami trip, 7 models, 300k points, resulted in 31 new clients q2 mykonos, 5 models, 250k points, 27 new clients q3 dubai, 5 models, 300k points, 42 new clients q4 planning maldives with 10 models, gonna break the fucking internet this isn't about flexing, it's about understanding leverage. you're trading time for money. i'm trading points for time for money for more points. every dollar does multiple jobs. every expense becomes an asset stop thinking linearly. your ad spend shouldn't just buy ads. your business expenses shouldn't just buy things. everything should compound i learned this from a 55 year old real estate developer who's been flying models to his properties since the 90s. he calls it "animated marketing material" and swears it's the only advertising that actually works he's worth $500m now so maybe the old fuck knows something anyway, keep saving up your pennies to impress one girl who doesn't even like you. keep flying coach. keep wondering why successful dudes seem to have infinite resources or realize that money isn't real, points are infinite, and everything is marketing if you're smart enough to see it the game is rigged but at least now you know the rules ps. if this triggered you, you're thinking too small. this isn't about women. it's about understanding that everything is leverage and nothing costs what you think it does. your competition doesn't know this. that's your advantage. fucking use it
0:23

you saved up $3,000 to fly out some mid girl in economy while telling yourself you're a player i flew out 5 dubai models in emirates first class last month and it cost me exactly $0 not because i'm rich. because i understand math that you don't let me explain how to turn your business expenses into a harem marketing system that prints money: most dudes are out here sending $500 cashapps for "uber money" to girls who screenshot it and laugh in the group chat. flying them spirit airlines if they're lucky. splitting the fucking holiday inn. acting like they did something meanwhile i'm converting facebook ad spend into first class tickets here's what actually happened. i had $100k in ad spend coming up this quarter. was gonna pay it anyway, money straight to zuckerberg's pocket. instead i put it all on my amex platinum. boom, 150k points instantly plus another 150k from the signup bonus 300k amex points = 3 emirates first class tickets to dubai retail value of those tickets? $45,000 what i actually paid? nothing. zero. fuck all but i didn't fly out one girl. i flew out five when you fly one girl out, she owns you. she's doing you a favor. you're just another trick trying to impress her. but when you fly FIVE girls out? the entire dynamic flips. they're competing for your attention. they're creating content for you. they're selling you without even knowing it the psychology is fucking beautiful. these girls have never been in first class. probably never will be again. fourteen hour flight with champagne and caviar, their own private suite. they're taking 50 instagram stories before the plane even takes off and they're all tagging me girl #1 posted 52 stories from the flight alone. her 30k followers all sliding in asking who the fuck i am. girl #2 made a whole reel about the experience that hit 2.3 million views. the comments are just hundreds of dudes trying to figure out what i do by the time they landed in dubai i had 400+ dm requests here's where shit gets disgusting. they think this is a "brand trip" because i position it as a creator collaboration. technically they're right. they're creating content. i'm collaborating. the brand just happens to be me lmfao five models, seven days in dubai. they're posting from the villa, from the restaurants, from the yacht. every single post tags me. their combined reach? 4.8 million impressions. organic, authentic, impossible to buy those dudes sliding in their dms asking about me? they find my profile. see i teach funding and travel hacking. realize i'm giving away the exact system. they buy my program last dubai trip generated 42 clients at $5k each. that's $210,000 in revenue from a trip that cost me nothing. actually less than nothing because i was gonna spend that money on ads anyway you think this is about girls but you're missing the entire fucking point every expense in your business can be arbitraged. every dollar you spend can work twice. ad spend becomes points. points become experiences. experiences become content. content becomes clients. clients become more ad spend. infinite loop the girls aren't the product, they're the distribution channel and before you get all moral about it, everyone knows what this is. these aren't naive girls getting tricked. they're influencers who want content. i want marketing. we both get what we want. they fly first class to dubai, i get organic reach. capitalism at its finest the funniest shit is when they go back to dating regular dudes. guys taking them to cheesecake factory, splitting the bill, flying them southwest if they're lucky. they're comparing every experience to dubai first class i own real estate in their head forever and it didn't cost me a fucking dollar your favorite guru is doing this. every dude with a lambo is doing this. they just pretend they're above it while running the exact same game difference is i'm telling you exactly how it works q1 miami trip, 7 models, 300k points, resulted in 31 new clients q2 mykonos, 5 models, 250k points, 27 new clients q3 dubai, 5 models, 300k points, 42 new clients q4 planning maldives with 10 models, gonna break the fucking internet this isn't about flexing, it's about understanding leverage. you're trading time for money. i'm trading points for time for money for more points. every dollar does multiple jobs. every expense becomes an asset stop thinking linearly. your ad spend shouldn't just buy ads. your business expenses shouldn't just buy things. everything should compound i learned this from a 55 year old real estate developer who's been flying models to his properties since the 90s. he calls it "animated marketing material" and swears it's the only advertising that actually works he's worth $500m now so maybe the old fuck knows something anyway, keep saving up your pennies to impress one girl who doesn't even like you. keep flying coach. keep wondering why successful dudes seem to have infinite resources or realize that money isn't real, points are infinite, and everything is marketing if you're smart enough to see it the game is rigged but at least now you know the rules ps. if this triggered you, you're thinking too small. this isn't about women. it's about understanding that everything is leverage and nothing costs what you think it does. your competition doesn't know this. that's your advantage. fucking use it

hunter

598,205 просмотров • 11 месяцев назад

just finished training a custom built AI agent on 100s of linkedin posts that generated $2.8M+ in B2B revenue for our clients and i decided to turn it into a FREE app that audits your post like a $10k/mo account strategist would here's everything that it does: → tears apart your hook and tells you exactly why it's losing attention in the first 2 lines (weak hooks kill 90% of posts before anyone hits "see more") → audits the structure, CTA, awareness stage targeting, and emotional triggers against frameworks validated across 50+ active client accounts → tells you what's working and what's silently killing your reach (based on principles extracted from our internal guides and SOPs) → generates 3 stronger hook variations based on what actually performs for your niche and audience → rewrites the entire post in a more optimized version you can copy and post immediately → gives it an overall rating (pushing you to improve every single time) reminder, this is trained on the same content frameworks behind: → $48k MRR added in 120 days → 672 booked calls in a single month → 12,000 comments on one lead magnet like + comment "AUDIT" and i'll send you the link (must be following + RT for priority access)
0:37

just finished training a custom built AI agent on 100s of linkedin posts that generated $2.8M+ in B2B revenue for our clients and i decided to turn it into a FREE app that audits your post like a $10k/mo account strategist would here's everything that it does: → tears apart your hook and tells you exactly why it's losing attention in the first 2 lines (weak hooks kill 90% of posts before anyone hits "see more") → audits the structure, CTA, awareness stage targeting, and emotional triggers against frameworks validated across 50+ active client accounts → tells you what's working and what's silently killing your reach (based on principles extracted from our internal guides and SOPs) → generates 3 stronger hook variations based on what actually performs for your niche and audience → rewrites the entire post in a more optimized version you can copy and post immediately → gives it an overall rating (pushing you to improve every single time) reminder, this is trained on the same content frameworks behind: → $48k MRR added in 120 days → 672 booked calls in a single month → 12,000 comments on one lead magnet like + comment "AUDIT" and i'll send you the link (must be following + RT for priority access)

paolo trivellato

20,991 просмотров • 4 месяцев назад

#UEFN Verse 57/100 – Custom Characters V2 💫👽 Tung Tung 🌴 Skibidi 🚽Freddy 🐻in one map is absolute cinema 🍿.These characters and system has no lag. V1 used MoveTo(), which was inefficient and extremely laggy, to the point of being unplayable. V2 uses a completely different system, where I had to start from line one instead of relying on creative props. V2 system uses SG mesh components, which is another win for SG because we can stick things to the players entity 📝. One thing that wasn’t a win, though, was that there aren’t any skeleton meshes for animations, which V1 relied on to change the prop based on whether the player ran and was the default for animations 😭. So how did we handle animations using SG? We baked the animation inside the material, called a VAT. Conveniently, I could switch animations based on a parameter inside the material so Verse 💪. Honestly, the code wasn’t even the hard part. The hardest part was creating the VATs 😅. We spent over 30 combined hours⏱️ trying to make them. Everything kept breaking. We went back and forth and back and forth between UE and Blender until we got it to work with @LunarStoryAI help. We finally got it working in UE… only for it to break in UEFN💀 . Bruh I know turns out, Ninite was breaking it. It can be removed from the mesh instance but not from the mesh itself 🙃. This was a problem because everything needed to be dynamic and get the default mesh settings, which has no way of turning Ninite off. I was devastated😔. Not only was it not working, but we’d also wasted 2+ weeks researching and experimenting with no hope 🫠. I asked my friend Dos 🇸🇦, who told me we could turn it off in the material. At first, it didn’t work whyyy... because UEFN ☕ hahahah after duplicating the material, we could uncheck it, but it still didn’t work no matter what with everything that doesn't work I checked changes and went to do something else then my friend told me it started working for him turned out after I disabled Ninite from the mat it started to work but because of my settings 😅 it didn't show for me at all. All that effort was just for the VATs. After creating the first one, @efsf619075 handled the rest of them 👏. Huge thanks to Dos 🇸🇦 for the settings and @LunarStoryAI for answering my questions, and @efsf619075 for sticking with me from start until the end he put more time then I did and I put a heck lot into this f**ing thing and thanks to kenzi for being patient 🫡while we plucked our hair out 😅. Also follow me! I was really tempted to gatekeep this one 😉 since not many people understand how to make custom characters in FN with animations without lag, but I’m cool 😎 . I’ll talk about the code and full system in the next post because this one is already long, and I haven’t even covered all the problems we faced and don't want to with making VATs😁 #Fortnite #FortniteCreative #Verse
0:50

#UEFN Verse 57/100 – Custom Characters V2 💫👽 Tung Tung 🌴 Skibidi 🚽Freddy 🐻in one map is absolute cinema 🍿.These characters and system has no lag. V1 used MoveTo(), which was inefficient and extremely laggy, to the point of being unplayable. V2 uses a completely different system, where I had to start from line one instead of relying on creative props. V2 system uses SG mesh components, which is another win for SG because we can stick things to the players entity 📝. One thing that wasn’t a win, though, was that there aren’t any skeleton meshes for animations, which V1 relied on to change the prop based on whether the player ran and was the default for animations 😭. So how did we handle animations using SG? We baked the animation inside the material, called a VAT. Conveniently, I could switch animations based on a parameter inside the material so Verse 💪. Honestly, the code wasn’t even the hard part. The hardest part was creating the VATs 😅. We spent over 30 combined hours⏱️ trying to make them. Everything kept breaking. We went back and forth and back and forth between UE and Blender until we got it to work with @LunarStoryAI help. We finally got it working in UE… only for it to break in UEFN💀 . Bruh I know turns out, Ninite was breaking it. It can be removed from the mesh instance but not from the mesh itself 🙃. This was a problem because everything needed to be dynamic and get the default mesh settings, which has no way of turning Ninite off. I was devastated😔. Not only was it not working, but we’d also wasted 2+ weeks researching and experimenting with no hope 🫠. I asked my friend Dos 🇸🇦, who told me we could turn it off in the material. At first, it didn’t work whyyy... because UEFN ☕ hahahah after duplicating the material, we could uncheck it, but it still didn’t work no matter what with everything that doesn't work I checked changes and went to do something else then my friend told me it started working for him turned out after I disabled Ninite from the mat it started to work but because of my settings 😅 it didn't show for me at all. All that effort was just for the VATs. After creating the first one, @efsf619075 handled the rest of them 👏. Huge thanks to Dos 🇸🇦 for the settings and @LunarStoryAI for answering my questions, and @efsf619075 for sticking with me from start until the end he put more time then I did and I put a heck lot into this f**ing thing and thanks to kenzi for being patient 🫡while we plucked our hair out 😅. Also follow me! I was really tempted to gatekeep this one 😉 since not many people understand how to make custom characters in FN with animations without lag, but I’m cool 😎 . I’ll talk about the code and full system in the next post because this one is already long, and I haven’t even covered all the problems we faced and don't want to with making VATs😁 #Fortnite #FortniteCreative #Verse

Ake 🇸🇦

14,220 просмотров • 8 месяцев назад

How to ACTUALLY reach 500 points on Arc without getting stuck or confused 👇 A lot of people complain: "Bro I watched all videos/articles already but not getting points anymore" 😭 The problem is most users consume everything randomly in one day without tracking anything. Here’s the easiest method that helped many users 👇 1️⃣ Don’t watch content randomly Every day, new videos/articles get published on arc. So first: – Open 2 tabs/windows – Tab 1 = Arc Home page – Tab 2 = Contribution page (where you see points for videos/articles) Now on the Contribution page: – Click the 3 dots/menu – Find the “Find/Search in page” option 👀 Then: – Copy one video/article title from Home page – Search it inside Contribution page Now you’ll understand: – which content already gave points – which one DIDN’T give points yet If no points were received before for that content, then watching it now can still reward points 🤝 This is the main trick most people miss. 2️⃣ Watch content in an organized way Start either: – from oldest content OR – newest content But stay consistent. Every day: – Watch around 4 videos – Read around 5 articles ⚠️ Don’t randomly open 20 videos together. After watching: – wait around 5–10 mins – points usually get added quickly If no points appear: that content probably won’t reward anymore → move to next one. Also remember: – which article/video you ended on today – continue from there tomorrow Mobile users can also use multiple tabs/windows same as PC 👀 Honestly, if you stay consistent with only videos + articles, 500+ points becomes very achievable. And don’t forget livestreams: many web livestreams give around 20 points each 🤝 3️⃣ Timing matters A LOT This is another huge mistake people make 👇 Most users: – watch today at random time – then watch tomorrow at another random time Result? No points 😭 Arc content rewards usually need a FULL 24h reset. Example: If you watched today at 6PM, then tomorrow start again around: 6:10PM – 6:15PM Don’t rush before 24h fully passes. And again: – only do around 4 videos + 5 articles daily – once points are added, stop there Watching too many extra videos usually doesn’t help. 4️⃣ Discord Application Tips (VERY IMPORTANT) Most people get rejected because their answers don’t match each other 😭 Example: Question 2: "What are you?" – You select “Content Creator” Then Question 3: "How will you help Arc?" – You answer “Building apps” See the problem? 👀 Your answers should CONNECT with each other. If you choose: – Content creator → talk about guides, videos, education, helping users. If you choose: – Builder → talk about products, apps, tools, etc. Usually 4–5 questions are connected together. If your answers feel random or inconsistent, rejection chance becomes very high. My suggestion 👇 – Reach 500 points first – Then apply carefully – Stay active in Discord – Join livestreams – Help community members on discord – Keep contributing & building consistently That’s honestly the best way to grow inside the ecosystem, and slowly get recognition for Tier badges & other community roles/badges too 💙 If you helped, please do like,repost & sahre you your frns🥰
1:17

How to ACTUALLY reach 500 points on Arc without getting stuck or confused 👇 A lot of people complain: "Bro I watched all videos/articles already but not getting points anymore" 😭 The problem is most users consume everything randomly in one day without tracking anything. Here’s the easiest method that helped many users 👇 1️⃣ Don’t watch content randomly Every day, new videos/articles get published on arc. So first: – Open 2 tabs/windows – Tab 1 = Arc Home page – Tab 2 = Contribution page (where you see points for videos/articles) Now on the Contribution page: – Click the 3 dots/menu – Find the “Find/Search in page” option 👀 Then: – Copy one video/article title from Home page – Search it inside Contribution page Now you’ll understand: – which content already gave points – which one DIDN’T give points yet If no points were received before for that content, then watching it now can still reward points 🤝 This is the main trick most people miss. 2️⃣ Watch content in an organized way Start either: – from oldest content OR – newest content But stay consistent. Every day: – Watch around 4 videos – Read around 5 articles ⚠️ Don’t randomly open 20 videos together. After watching: – wait around 5–10 mins – points usually get added quickly If no points appear: that content probably won’t reward anymore → move to next one. Also remember: – which article/video you ended on today – continue from there tomorrow Mobile users can also use multiple tabs/windows same as PC 👀 Honestly, if you stay consistent with only videos + articles, 500+ points becomes very achievable. And don’t forget livestreams: many web livestreams give around 20 points each 🤝 3️⃣ Timing matters A LOT This is another huge mistake people make 👇 Most users: – watch today at random time – then watch tomorrow at another random time Result? No points 😭 Arc content rewards usually need a FULL 24h reset. Example: If you watched today at 6PM, then tomorrow start again around: 6:10PM – 6:15PM Don’t rush before 24h fully passes. And again: – only do around 4 videos + 5 articles daily – once points are added, stop there Watching too many extra videos usually doesn’t help. 4️⃣ Discord Application Tips (VERY IMPORTANT) Most people get rejected because their answers don’t match each other 😭 Example: Question 2: "What are you?" – You select “Content Creator” Then Question 3: "How will you help Arc?" – You answer “Building apps” See the problem? 👀 Your answers should CONNECT with each other. If you choose: – Content creator → talk about guides, videos, education, helping users. If you choose: – Builder → talk about products, apps, tools, etc. Usually 4–5 questions are connected together. If your answers feel random or inconsistent, rejection chance becomes very high. My suggestion 👇 – Reach 500 points first – Then apply carefully – Stay active in Discord – Join livestreams – Help community members on discord – Keep contributing & building consistently That’s honestly the best way to grow inside the ecosystem, and slowly get recognition for Tier badges & other community roles/badges too 💙 If you helped, please do like,repost & sahre you your frns🥰

wyne

11,002 просмотров • 4 месяцев назад

It’s taken nearly a full year of my life - First $LMND, soon everything else. I’ve finally launched IronicApe - not another data provider but what will become (overtime) the world’s leading digital analyst, 100x cheaper and 100x faster. I built it around a simple belief: data is only useful when you understand the context, the source, the business and why the number matters. It brings together narrated earnings updates, company “stories”, operating performance, ownership, fundamentals, market sentiment, technical analysis, valuation, SEC filings, source checks, point-in-time backtesting, community research and Cortex - our map of the drivers and dependencies behind a business… a business is not GAAP accounting, everything connects to everything else and every reaction has an equal and opposite reaction. The walk-forward Machine learning model moves through history one reporting period at a time, using only information available at that point (blind) - It forecasts, compares the result with what actually happened and learns which signals deserve more weight - without quietly learning from the future. It tests possible causal relationships; it doesn’t pretend correlation is proof. I’ve tried my best to make everything understandable for retail investors while retaining enough technical depth, granular analysis and transparent evidence to be useful to leading analysts, all financial data is deterministically retrieved and source backed. Portfolio management (that’s actually useful), a company screener and a much more comprehensive Learning Academy are coming soon… IronicApe is meant for all investors no matter their age, background, education or experience - longer term it will help take a first time investor from understanding the terminology most with years of experience just know, what is revenue or gross margin all the way to complex MBA level knowledge and beyond. For now, please go forth and try it. Find every bug, missing feature, confusing explanation, bad assumption and change you think it needs. Honest feedback is very welcome! If you read this far, fair play! There’s also 10 hidden Paper Bag Investor hidden around the app. I had Ai place them, even I don’t know where they all are, I’ve only managed to find 5 so far! 😅 Together, we can overtime level the playing field with Wall street and democratise financial analysis. I turned down a 7 figure investment to build this for the retail community. It’s not perfect, nothing is - but my commitment to you all is to never stop pushing the boundary of what’s possible.. to iterative, innovate and strive to win together!! And while it’s not perfect, I can tell you this for free… it’s a fu*k load better than Book value per share!!! 🍋 It has real cost to maintain - I’m not yet eligible to monetise from X and I really DON’T want to charge for this. So if you find value in it, please like, share and follow. I also appreciate I post a lot of stuff that people may not want to follow to get access, so I’ll be adding a non follower paid subscription and free ad’s plan soon. For now, when you link your X account it checks follower status to unlock content, it uses the least access x provides to check follower status - I don’t even get your email. Apes Stronger Together!
12:59

It’s taken nearly a full year of my life - First $LMND, soon everything else. I’ve finally launched IronicApe - not another data provider but what will become (overtime) the world’s leading digital analyst, 100x cheaper and 100x faster. I built it around a simple belief: data is only useful when you understand the context, the source, the business and why the number matters. It brings together narrated earnings updates, company “stories”, operating performance, ownership, fundamentals, market sentiment, technical analysis, valuation, SEC filings, source checks, point-in-time backtesting, community research and Cortex - our map of the drivers and dependencies behind a business… a business is not GAAP accounting, everything connects to everything else and every reaction has an equal and opposite reaction. The walk-forward Machine learning model moves through history one reporting period at a time, using only information available at that point (blind) - It forecasts, compares the result with what actually happened and learns which signals deserve more weight - without quietly learning from the future. It tests possible causal relationships; it doesn’t pretend correlation is proof. I’ve tried my best to make everything understandable for retail investors while retaining enough technical depth, granular analysis and transparent evidence to be useful to leading analysts, all financial data is deterministically retrieved and source backed. Portfolio management (that’s actually useful), a company screener and a much more comprehensive Learning Academy are coming soon… IronicApe is meant for all investors no matter their age, background, education or experience - longer term it will help take a first time investor from understanding the terminology most with years of experience just know, what is revenue or gross margin all the way to complex MBA level knowledge and beyond. For now, please go forth and try it. Find every bug, missing feature, confusing explanation, bad assumption and change you think it needs. Honest feedback is very welcome! If you read this far, fair play! There’s also 10 hidden Paper Bag Investor hidden around the app. I had Ai place them, even I don’t know where they all are, I’ve only managed to find 5 so far! 😅 Together, we can overtime level the playing field with Wall street and democratise financial analysis. I turned down a 7 figure investment to build this for the retail community. It’s not perfect, nothing is - but my commitment to you all is to never stop pushing the boundary of what’s possible.. to iterative, innovate and strive to win together!! And while it’s not perfect, I can tell you this for free… it’s a fu*k load better than Book value per share!!! 🍋 It has real cost to maintain - I’m not yet eligible to monetise from X and I really DON’T want to charge for this. So if you find value in it, please like, share and follow. I also appreciate I post a lot of stuff that people may not want to follow to get access, so I’ll be adding a non follower paid subscription and free ad’s plan soon. For now, when you link your X account it checks follower status to unlock content, it uses the least access x provides to check follower status - I don’t even get your email. Apes Stronger Together!

Ironic Ape

29,916 просмотров • 2 месяцев назад

Get Rich or Die Tryin’(released February 6, 2003) is 50 Cent’s (Curtis Jackson) major-label debut and one of the biggest commercial and cultural explosions in hip-hop history‼️💯. The Story Behind the Album⁉️ In the late 1990s, 50 signed with Columbia Records through Jam Master Jay’s development deal‼️. He recorded his intended debut, "Power of the Dollar" (which included the provocative single “How to Rob,” name-checking other rappers)‼️. In May 2000, just before it was set to drop, he was shot nine times outside his grandmother’s house in Queens (including hits to the face, chest, and arm)‼️. The attack was widely linked to his earlier track “Ghetto Qur’an,” which referenced Queens drug figure Kenneth “Supreme” McGriff‼️. He survived but was dropped by Columbia‼️. While recovering, he linked with producer Sha Money XL and recorded relentlessly in a Long Island house/studio that functioned as a safe house‼️. The mixtapes "Guess Who’s Back⁉️" and "50 Cent Is the Future" (with G-Unit) created massive street buzz‼️. Eminem heard the material, flew 50 out, introduced him to Dr. Dre, and they signed him to a roughly $1 million joint deal with Shady/Aftermath/Interscope‼️. Much of the album was cut quickly (some key tracks in intense LA sessions with Dre)‼️. It mixed gritty street narratives, survival stories, and radio-ready hooks over polished production (Dre, Eminem, and others)‼️. Standouts include “In Da Club,” “21 Questions,” “P.I.M.P.,” “Many Men (Wish Death),” “Heat,” and “Wanksta.” “Many Men” almost got cut for tempo reasons until Dre (and Tony Yayo) insisted it stay‼️. The album was rushed out slightly early due to bootlegging fears‼️. It debuted at No. 1 with around 872,000 first-week sales, spent multiple weeks at the top, became the best-selling album of 2003, and has been certified 9× platinum in the U.S. (with global sales estimates around 12 million)‼️. It turned 50 into a superstar almost overnight and helped shift the sound and energy of early-2000s mainstream rap‼️. In August 2023, while performing as a surprise guest on 50’s Final Lap Tour at Barclays Center in Brooklyn, Cole told the crowd: “Get Rich or Die Tryin’ is the best album of all time‼️. I don’t give a fuck what you talking about… It’s "Get Rich or Die Tryin’ at number one and it’s "Thriller" at number two, and I love Michael Jackson.”‼️ Few other major artists have made the exact same absolute “best of all time” declaration in public. Fat Joe has called it “one of the greatest albums of all time” (even while acknowledging past beef that made him initially avoid it)‼️. Nas has praised it as a game-changer‼️. It regularly appears on “best of the 2000s,” classic debut, and all-time hip-hop lists, but Cole’s onstage statement is the clearest high-profile endorsement of it as *the* greatest album period‼️. Jay-Z saw 50’s arrival coming and warned his Roc-A-Fella circle‼️. In a 2013 "Breakfast Club" interview, he recalled telling artists in the studio: “I’m telling you man, y’all got a chance right now to flood it, put out a lot of music, because 50 Cent is coming.” Four months later “In Da Club” hit and “it was over.”‼️ Young Guru (Jay’s longtime engineer) confirmed a similar moment during "The Blueprint 2" sessions: Jay walked in when the whole crew was present and said something like, “Yo, this dude 50, y’all gonna have to deal with him in the next couple months.”‼️ Guru described it as a clear warning that “another power [was] coming.”‼️ Memphis Bleek has also referenced the heads-up‼️. Jay recognized 50’s talent (especially his hooks and intensity) early and treated the impending arrival as an inevitability that his camp needed to respond to by staying active‼️. 50 has acknowledged the story positively, noting Jay knew he would always find a way‼️.
2:30

Get Rich or Die Tryin’(released February 6, 2003) is 50 Cent’s (Curtis Jackson) major-label debut and one of the biggest commercial and cultural explosions in hip-hop history‼️💯. The Story Behind the Album⁉️ In the late 1990s, 50 signed with Columbia Records through Jam Master Jay’s development deal‼️. He recorded his intended debut, "Power of the Dollar" (which included the provocative single “How to Rob,” name-checking other rappers)‼️. In May 2000, just before it was set to drop, he was shot nine times outside his grandmother’s house in Queens (including hits to the face, chest, and arm)‼️. The attack was widely linked to his earlier track “Ghetto Qur’an,” which referenced Queens drug figure Kenneth “Supreme” McGriff‼️. He survived but was dropped by Columbia‼️. While recovering, he linked with producer Sha Money XL and recorded relentlessly in a Long Island house/studio that functioned as a safe house‼️. The mixtapes "Guess Who’s Back⁉️" and "50 Cent Is the Future" (with G-Unit) created massive street buzz‼️. Eminem heard the material, flew 50 out, introduced him to Dr. Dre, and they signed him to a roughly $1 million joint deal with Shady/Aftermath/Interscope‼️. Much of the album was cut quickly (some key tracks in intense LA sessions with Dre)‼️. It mixed gritty street narratives, survival stories, and radio-ready hooks over polished production (Dre, Eminem, and others)‼️. Standouts include “In Da Club,” “21 Questions,” “P.I.M.P.,” “Many Men (Wish Death),” “Heat,” and “Wanksta.” “Many Men” almost got cut for tempo reasons until Dre (and Tony Yayo) insisted it stay‼️. The album was rushed out slightly early due to bootlegging fears‼️. It debuted at No. 1 with around 872,000 first-week sales, spent multiple weeks at the top, became the best-selling album of 2003, and has been certified 9× platinum in the U.S. (with global sales estimates around 12 million)‼️. It turned 50 into a superstar almost overnight and helped shift the sound and energy of early-2000s mainstream rap‼️. In August 2023, while performing as a surprise guest on 50’s Final Lap Tour at Barclays Center in Brooklyn, Cole told the crowd: “Get Rich or Die Tryin’ is the best album of all time‼️. I don’t give a fuck what you talking about… It’s "Get Rich or Die Tryin’ at number one and it’s "Thriller" at number two, and I love Michael Jackson.”‼️ Few other major artists have made the exact same absolute “best of all time” declaration in public. Fat Joe has called it “one of the greatest albums of all time” (even while acknowledging past beef that made him initially avoid it)‼️. Nas has praised it as a game-changer‼️. It regularly appears on “best of the 2000s,” classic debut, and all-time hip-hop lists, but Cole’s onstage statement is the clearest high-profile endorsement of it as *the* greatest album period‼️. Jay-Z saw 50’s arrival coming and warned his Roc-A-Fella circle‼️. In a 2013 "Breakfast Club" interview, he recalled telling artists in the studio: “I’m telling you man, y’all got a chance right now to flood it, put out a lot of music, because 50 Cent is coming.” Four months later “In Da Club” hit and “it was over.”‼️ Young Guru (Jay’s longtime engineer) confirmed a similar moment during "The Blueprint 2" sessions: Jay walked in when the whole crew was present and said something like, “Yo, this dude 50, y’all gonna have to deal with him in the next couple months.”‼️ Guru described it as a clear warning that “another power [was] coming.”‼️ Memphis Bleek has also referenced the heads-up‼️. Jay recognized 50’s talent (especially his hooks and intensity) early and treated the impending arrival as an inevitability that his camp needed to respond to by staying active‼️. 50 has acknowledged the story positively, noting Jay knew he would always find a way‼️.

(st_ides)

55,037 просмотров • 1 месяц назад

THE BUFFER IS ALREADY GONE: YOUNG SAYS FAIR WTI IS $105 WHILE DIESEL PRINTS $200 Josh Young, founder and CIO of Houston hedge fund Bison Interests, has been betting on higher oil for years. Saudi Aramco’s CEO just warned that rebuilding global stockpiles could take up to two years. Young says that clock does not even start until the draws stop, and the usable cushion is already nearly gone. THE REBUILD CLOCK ➡️ Before anyone restocks a barrel, the world has to stop pulling barrels out. ➡️ Young’s line is simple: “Tell me when the war stops, and I’ll tell you when we’re at least starting to rebuild stocks.” ➡️ Net draws are still running. The two-year repair job has not begun. THE USABLE BUFFER ➡️ “The market has almost no room left.” ➡️ Senior warnings from Aramco, Exxon, and Chevron are already on the tape. Young’s read is harsher than the headline inventory number. ➡️ He says less than 10% of what looks like global stocks is actually available to draw. ➡️ Call the usable slice about 700 million barrels. That is roughly seven days of world consumption if stocks had to carry the whole load, which they cannot. ➡️ With something like 4 to 6 million barrels a day still offline, he is talking months, not a deep reserve, before serious trouble if supply does not return. FAIR VALUE IS NOT THE TAPE ➡️ The old inventory-to-price map, the one that has explained most oil moves for years, puts WTI near $105. ➡️ The screen is about $90. Young calls that a $15 geopolitical discount, not a war premium. ➡️ August’s Hormuz-deal talk knocked prices about 7% in a week. He files that with the other wolf cries. ➡️ A real peace deal would likely dip the tape. Then fields, ships, and logistics still take months, and he says prices can climb back through that $105 figure before they settle. ➡️ His middle guess on repairs is 3 to 6 months. Qatar’s damaged LNG plant may be years. The Saudi East-West line returned in weeks, but only at reduced flow. Nobody honest knows the full cone. DIESEL IS THE ECONOMY ➡️ The world does not burn crude. It burns diesel, gasoline, and jet. ➡️ New York Harbor wholesale diesel is over $200 a barrel equivalent. WTI is $90. ➡️ That is about $6 a gallon wholesale for diesel, against roughly $2.50 for gasoline. ➡️ His likely path is not “everything up together.” Crude can rise toward fair value, even toward $120, while refining margins fall and diesel eases from $200 toward $160. ➡️ Less pain at the pump can arrive in the same window as a higher oil price. RUSSIA AND CHINA, NOT THE STRAIT ➡️ Young does not buy the Middle East refinery hits as the main diesel shock. ➡️ Western refineries are already near 100% when the season would normally sit at 75% to 80%. ➡️ The bigger flip, in his telling, is Russia: a large diesel exporter that is now importing diesel and gasoline for the first time in more than 100 years. ➡️ China, the swing refiner that suppressed investment everywhere else, banned product exports near the start of the war and curtailed them again around Golden Week. ➡️ He says Russia plus China outweigh Hormuz. On that narrow point he thinks the Trump administration was right. ➡️ A US diesel export ban, floated and walked back, is very unlikely in his view. It was leverage to push Europe to release diesel stocks, not a policy he expects to see. THE MIDTERM PROMISE ➡️ Trump says oil will be “tumbling downward” after the election. Young’s word for the path is parabolic. ➡️ His answer is a joke with a point: Trump also promised $5,000 checks after the election. “When I get the $5,000, I’ll start worrying about Trump’s oil price predictions.” ➡️ The producers still pricing $60 or $70 oil do not need $120 to re-rate. He will not name the stocks. THE BOTTOM LINE Aramco’s two-year warning is the optimistic case, and it only starts when the war stops. Young’s map says the usable tanks are already thin, the fair price is $105, and diesel at $200 is the number the economy actually feels. The screen at $90 is the discount, not the scare. #OilPrices #JoshYoung #DieselCrisis #WTI #Aramco #EnergyShock #Stockpiles HT: YouTube Bitcoin Magazine Josh Young
1:32

THE BUFFER IS ALREADY GONE: YOUNG SAYS FAIR WTI IS $105 WHILE DIESEL PRINTS $200 Josh Young, founder and CIO of Houston hedge fund Bison Interests, has been betting on higher oil for years. Saudi Aramco’s CEO just warned that rebuilding global stockpiles could take up to two years. Young says that clock does not even start until the draws stop, and the usable cushion is already nearly gone. THE REBUILD CLOCK ➡️ Before anyone restocks a barrel, the world has to stop pulling barrels out. ➡️ Young’s line is simple: “Tell me when the war stops, and I’ll tell you when we’re at least starting to rebuild stocks.” ➡️ Net draws are still running. The two-year repair job has not begun. THE USABLE BUFFER ➡️ “The market has almost no room left.” ➡️ Senior warnings from Aramco, Exxon, and Chevron are already on the tape. Young’s read is harsher than the headline inventory number. ➡️ He says less than 10% of what looks like global stocks is actually available to draw. ➡️ Call the usable slice about 700 million barrels. That is roughly seven days of world consumption if stocks had to carry the whole load, which they cannot. ➡️ With something like 4 to 6 million barrels a day still offline, he is talking months, not a deep reserve, before serious trouble if supply does not return. FAIR VALUE IS NOT THE TAPE ➡️ The old inventory-to-price map, the one that has explained most oil moves for years, puts WTI near $105. ➡️ The screen is about $90. Young calls that a $15 geopolitical discount, not a war premium. ➡️ August’s Hormuz-deal talk knocked prices about 7% in a week. He files that with the other wolf cries. ➡️ A real peace deal would likely dip the tape. Then fields, ships, and logistics still take months, and he says prices can climb back through that $105 figure before they settle. ➡️ His middle guess on repairs is 3 to 6 months. Qatar’s damaged LNG plant may be years. The Saudi East-West line returned in weeks, but only at reduced flow. Nobody honest knows the full cone. DIESEL IS THE ECONOMY ➡️ The world does not burn crude. It burns diesel, gasoline, and jet. ➡️ New York Harbor wholesale diesel is over $200 a barrel equivalent. WTI is $90. ➡️ That is about $6 a gallon wholesale for diesel, against roughly $2.50 for gasoline. ➡️ His likely path is not “everything up together.” Crude can rise toward fair value, even toward $120, while refining margins fall and diesel eases from $200 toward $160. ➡️ Less pain at the pump can arrive in the same window as a higher oil price. RUSSIA AND CHINA, NOT THE STRAIT ➡️ Young does not buy the Middle East refinery hits as the main diesel shock. ➡️ Western refineries are already near 100% when the season would normally sit at 75% to 80%. ➡️ The bigger flip, in his telling, is Russia: a large diesel exporter that is now importing diesel and gasoline for the first time in more than 100 years. ➡️ China, the swing refiner that suppressed investment everywhere else, banned product exports near the start of the war and curtailed them again around Golden Week. ➡️ He says Russia plus China outweigh Hormuz. On that narrow point he thinks the Trump administration was right. ➡️ A US diesel export ban, floated and walked back, is very unlikely in his view. It was leverage to push Europe to release diesel stocks, not a policy he expects to see. THE MIDTERM PROMISE ➡️ Trump says oil will be “tumbling downward” after the election. Young’s word for the path is parabolic. ➡️ His answer is a joke with a point: Trump also promised $5,000 checks after the election. “When I get the $5,000, I’ll start worrying about Trump’s oil price predictions.” ➡️ The producers still pricing $60 or $70 oil do not need $120 to re-rate. He will not name the stocks. THE BOTTOM LINE Aramco’s two-year warning is the optimistic case, and it only starts when the war stops. Young’s map says the usable tanks are already thin, the fair price is $105, and diesel at $200 is the number the economy actually feels. The screen at $90 is the discount, not the scare. #OilPrices #JoshYoung #DieselCrisis #WTI #Aramco #EnergyShock #Stockpiles HT: YouTube Bitcoin Magazine Josh Young

Mark

11,167 просмотров • 3 дней назад

What makes jack's Buzz special is it's built on Nostr. But wtf is Nostr? In the video below I explain why it allows Buzz to do things closed platforms can't, plus an example of building a custom solution on top of it for powerful workflows, e.g.: - Everything in Nostr is just a simple event: id, timestamp, kind, tags, content, signature. - You create an event, sign it, push it to relays. Relays are just servers, and anyone can run one. Buzz creates one for you on startup, or you can host your own. - No central server owns any of it and you can easily follow these events, whether they're from a person, agent, bot, whatever. - The events are the source of truth, not any one app's database, so it's easy to build on. And the openness of it allows improvements to compound. How I publish to Nostr to make Buzz more powerful: - In my last video I had Buzz build an API for our Wasp team tweet dashboard, then hit that API for stats. - This time I flipped it. The app runs a daily job that publishes an event to Nostr, and a Buzz channel subscribes to it. - Every morning our team chat gets the stats: who pulled the most impressions in the last 7 days, what the top tweets were, etc. - Then I tag our agent in the thread like "pull out some recurring themes in our top tweets." It has the whole channel as context and just answers. Why this matters: - To wire my app into our team chat I didn't log into a platform, request API tokens, or install anyone's SDK. I was easily able to get two apps talking through an open protocol instead of an integration. - You're not limited to what a closed-source vendor decides to expose. You can do anything the protocol allows. I love this! - Agents sitting in the channel as members means the data lands where the conversation already is, and they can act on it. Repo for the Nostr app example is on GitHub, link in a comment below.
3:34

What makes jack's Buzz special is it's built on Nostr. But wtf is Nostr? In the video below I explain why it allows Buzz to do things closed platforms can't, plus an example of building a custom solution on top of it for powerful workflows, e.g.: - Everything in Nostr is just a simple event: id, timestamp, kind, tags, content, signature. - You create an event, sign it, push it to relays. Relays are just servers, and anyone can run one. Buzz creates one for you on startup, or you can host your own. - No central server owns any of it and you can easily follow these events, whether they're from a person, agent, bot, whatever. - The events are the source of truth, not any one app's database, so it's easy to build on. And the openness of it allows improvements to compound. How I publish to Nostr to make Buzz more powerful: - In my last video I had Buzz build an API for our Wasp team tweet dashboard, then hit that API for stats. - This time I flipped it. The app runs a daily job that publishes an event to Nostr, and a Buzz channel subscribes to it. - Every morning our team chat gets the stats: who pulled the most impressions in the last 7 days, what the top tweets were, etc. - Then I tag our agent in the thread like "pull out some recurring themes in our top tweets." It has the whole channel as context and just answers. Why this matters: - To wire my app into our team chat I didn't log into a platform, request API tokens, or install anyone's SDK. I was easily able to get two apps talking through an open protocol instead of an integration. - You're not limited to what a closed-source vendor decides to expose. You can do anything the protocol allows. I love this! - Agents sitting in the channel as members means the data lands where the conversation already is, and they can act on it. Repo for the Nostr app example is on GitHub, link in a comment below.

Vinny

94,033 просмотров • 2 месяцев назад

I am done being polite about this industry. Not disappointed. Done. I spent the last months pulling wallets apart instead of posting charts, and what sits in my database now is not a pile of unlucky trades. It is hundreds of thousands of connections between wallets, coins, launch tools and payment flows, and they draw the same picture every time: industrial draining. On Solana first, because that is where the machine runs fastest, but the same hands show up on other chains under other tickers. This is not degens getting rekt. This is organised crime with a Pumpfun profile and a leaderboard rank. You want to know what "KOL" means in 2026? Last week I followed 3 wallets off a copy trading leaderboard. Their money does not come from calls. It comes from wallets that create coins by the hundred and by the thousand. One of those feeder wallets has 4,578 coins to its name. In September alone 852 SOL net moved from the factories to the 3 "influencers". One coin was created, dumped 33 seconds later, and the money sat in the KOL wallet 2 minutes after that. Then I checked the big names. Leaderboard wallets with 103,000, 134,000 and 146,000 followers on Pumpfun that have personally created 1,759, 953 and 1,217 coins. One of them is at 6,464. Create, buy in the same transaction, sell everything 3 to 5 blocks later into whoever got there in that second. Same second, or the next one. Over and over. And these people get called traders. They get podcasts. They get "gm". And the platforms? Fee on the way in, fee on the way out, and they call it volume. So no, I am not writing you another post-mortem every time retail gets emptied. The post-mortem is always the same and it changes nothing, because the people who benefit are the same people who get the reach. Every "isolated incident" conveniently skips the question of who keeps getting paid, who keeps promoting, and why the exact same wallets are back in the game before the thread has finished loading. I will keep saying it, because this space forgets everything the moment there is a new bag to chase. Some of my posts will get fewer views for that. Fine. But anger alone is content, and content is exactly what they want from me. What I want is tools. You should be able to look at a wallet and see its 1,217 launches before you ape. You should see who funded the dev, which "KOL" he paid last week, and what you are about to sign, before the damage is done, not in my thread 2 days later. That is where MASTR goes now. The intelligence machine gets wired into my apps and my sites, so the research lives where you trade instead of dying in a timeline. The people who support this work get that intelligence first. That is the only alpha I care about: knowing what is happening before someone else's exit becomes your loss. And I will say the uncomfortable part out loud: I cannot run this for free forever. Data, infrastructure, development, investigation, it all costs real money, even when the finished tool makes it look effortless. I refuse to pay for it by renting my name to whichever project needs a clean reputation this week. I also refuse to pretend I can subsidise everyone out of my own pocket while the drainers cash out your SOL and climb the next leaderboard with it. If I survive in this industry, it will be because I built something useful enough that people choose to back it, and stayed angry enough to keep pointing at the machine it runs inside. Receipts are coming. Every transaction linked. Check me.
4:35

I am done being polite about this industry. Not disappointed. Done. I spent the last months pulling wallets apart instead of posting charts, and what sits in my database now is not a pile of unlucky trades. It is hundreds of thousands of connections between wallets, coins, launch tools and payment flows, and they draw the same picture every time: industrial draining. On Solana first, because that is where the machine runs fastest, but the same hands show up on other chains under other tickers. This is not degens getting rekt. This is organised crime with a Pumpfun profile and a leaderboard rank. You want to know what "KOL" means in 2026? Last week I followed 3 wallets off a copy trading leaderboard. Their money does not come from calls. It comes from wallets that create coins by the hundred and by the thousand. One of those feeder wallets has 4,578 coins to its name. In September alone 852 SOL net moved from the factories to the 3 "influencers". One coin was created, dumped 33 seconds later, and the money sat in the KOL wallet 2 minutes after that. Then I checked the big names. Leaderboard wallets with 103,000, 134,000 and 146,000 followers on Pumpfun that have personally created 1,759, 953 and 1,217 coins. One of them is at 6,464. Create, buy in the same transaction, sell everything 3 to 5 blocks later into whoever got there in that second. Same second, or the next one. Over and over. And these people get called traders. They get podcasts. They get "gm". And the platforms? Fee on the way in, fee on the way out, and they call it volume. So no, I am not writing you another post-mortem every time retail gets emptied. The post-mortem is always the same and it changes nothing, because the people who benefit are the same people who get the reach. Every "isolated incident" conveniently skips the question of who keeps getting paid, who keeps promoting, and why the exact same wallets are back in the game before the thread has finished loading. I will keep saying it, because this space forgets everything the moment there is a new bag to chase. Some of my posts will get fewer views for that. Fine. But anger alone is content, and content is exactly what they want from me. What I want is tools. You should be able to look at a wallet and see its 1,217 launches before you ape. You should see who funded the dev, which "KOL" he paid last week, and what you are about to sign, before the damage is done, not in my thread 2 days later. That is where MASTR goes now. The intelligence machine gets wired into my apps and my sites, so the research lives where you trade instead of dying in a timeline. The people who support this work get that intelligence first. That is the only alpha I care about: knowing what is happening before someone else's exit becomes your loss. And I will say the uncomfortable part out loud: I cannot run this for free forever. Data, infrastructure, development, investigation, it all costs real money, even when the finished tool makes it look effortless. I refuse to pay for it by renting my name to whichever project needs a clean reputation this week. I also refuse to pretend I can subsidise everyone out of my own pocket while the drainers cash out your SOL and climb the next leaderboard with it. If I survive in this industry, it will be because I built something useful enough that people choose to back it, and stayed angry enough to keep pointing at the machine it runs inside. Receipts are coming. Every transaction linked. Check me.

MASTR

26,329 просмотров • 8 дней назад

The "Curb Your Enthusiasm" series finale is tomorrow, which means the end of the funniest TV duo ever: Larry (Larry David) and Leon (J.B. Smoove). Below are my 5 favourite scenes between them: ◻️(0:00) - Larry meets Leon for the first time (and is very confused) ◻️(0:31) - Larry accuses Leon of jerking off in the house after finding a stain ◻️(2:06) - Larry gives Leon job interview advice (my all-time fave exchange) ◻️(3:34) - Leon gives Larry self-defense advice ◻️(4:17) - "Long-ball Larry" Smoove is now 58-years old and David is 76-years old. The pair getting together — with Smoove joining "Curb" for its 6th season (2007) — was pure serendipity. After getting let go from SNL, Smoove had flown to LA for a funeral in 2006 on the exact same week that Larry David was casting the Leon character. Smoove’s agent finessed an audition and he explained his strategy on the Origins podcast: ➡️ “I never walk into an audition as myself. I always walk in there as the character…who I'm portraying so they can see how I walk. How I move. How I say ‘hello’. Everything is under the character as opposed to JB going in the room and then doing the character.”⬅️ In character as Leon, he told Larry he might slap him. Smoove had so much swagger that the “Curb” team was confused. "Curb" is famously an improv show and and Smoove's quick-footed gags were perfect. He crushed the audition and had Larry in stitches -- you can watch his performance from the (4:30) mark in the video (it’s the “jerk off in house” premise). Before the audition, the “Curb” writers hadn’t fleshed out the Leon character. But when they saw Smoove, they knew that was “Leon” and we’ve got infinite laughs since over 17 years and 70 episodes. Gonna miss these legends.
5:15

The "Curb Your Enthusiasm" series finale is tomorrow, which means the end of the funniest TV duo ever: Larry (Larry David) and Leon (J.B. Smoove). Below are my 5 favourite scenes between them: ◻️(0:00) - Larry meets Leon for the first time (and is very confused) ◻️(0:31) - Larry accuses Leon of jerking off in the house after finding a stain ◻️(2:06) - Larry gives Leon job interview advice (my all-time fave exchange) ◻️(3:34) - Leon gives Larry self-defense advice ◻️(4:17) - "Long-ball Larry" Smoove is now 58-years old and David is 76-years old. The pair getting together — with Smoove joining "Curb" for its 6th season (2007) — was pure serendipity. After getting let go from SNL, Smoove had flown to LA for a funeral in 2006 on the exact same week that Larry David was casting the Leon character. Smoove’s agent finessed an audition and he explained his strategy on the Origins podcast: ➡️ “I never walk into an audition as myself. I always walk in there as the character…who I'm portraying so they can see how I walk. How I move. How I say ‘hello’. Everything is under the character as opposed to JB going in the room and then doing the character.”⬅️ In character as Leon, he told Larry he might slap him. Smoove had so much swagger that the “Curb” team was confused. "Curb" is famously an improv show and and Smoove's quick-footed gags were perfect. He crushed the audition and had Larry in stitches -- you can watch his performance from the (4:30) mark in the video (it’s the “jerk off in house” premise). Before the audition, the “Curb” writers hadn’t fleshed out the Leon character. But when they saw Smoove, they knew that was “Leon” and we’ve got infinite laughs since over 17 years and 70 episodes. Gonna miss these legends.

Trung Phan

2,814,764 просмотров • 2 лет назад