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this guy made $10,188.76 using AI. he didn’t get better at editing he got out of editing entirely. here’s the actual system: find a viral video → strip the original captions → feed it to Claude → Claude breaks down the structure and writes a new script → AI...

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20,935 görüntüleme • 3 gün önce •via X (Twitter)

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Jensen Huang said if he were a student today, he wouldn’t prioritize coding. He’d prioritize learning how to talk to AI. Most people treat AI like Google. Type a question, get an answer, move on. Huang sees it differently. He calls it “expertise in artistry,” which sounds dramatic but makes sense when you think about it. The real skill isn’t using AI. It’s knowing what to ask for and how to refine it. “Learning to interact with AI is not unlike being really good at asking questions.” If you’re a doctor, can you use AI to catch diagnoses you’d miss? If you’re a lawyer, can you sharpen arguments faster than your competition? The leverage comes from pairing what you know with how well you can direct the tool. Domain expertise multiplied by AI fluency equals amplification. Without the expertise, the AI is just noise. Without fluency, you’re leaving most of the capability on the table. The question isn’t whether AI will replace you. It’s whether someone who knows how to use it better will.
1:18

Jensen Huang said if he were a student today, he wouldn’t prioritize coding. He’d prioritize learning how to talk to AI. Most people treat AI like Google. Type a question, get an answer, move on. Huang sees it differently. He calls it “expertise in artistry,” which sounds dramatic but makes sense when you think about it. The real skill isn’t using AI. It’s knowing what to ask for and how to refine it. “Learning to interact with AI is not unlike being really good at asking questions.” If you’re a doctor, can you use AI to catch diagnoses you’d miss? If you’re a lawyer, can you sharpen arguments faster than your competition? The leverage comes from pairing what you know with how well you can direct the tool. Domain expertise multiplied by AI fluency equals amplification. Without the expertise, the AI is just noise. Without fluency, you’re leaving most of the capability on the table. The question isn’t whether AI will replace you. It’s whether someone who knows how to use it better will.

Dustin

787,202 görüntüleme • 6 ay önce

AI animation is not one prompt. It is a factory. Most people try to generate one impressive clip. The real money is in the pipeline: script character sheet scene frames motion voice cast music publishing Claude writes the structure. Midjourney builds the frames. Runway adds motion. ElevenLabs gives the characters a voice. Suno scores the scene. Make moves the files while you sleep. The point is not to replace a studio. The point is to turn one creative direction into repeatable output. One animation is content. A pipeline is leverage. Bookmark this before you spend another week making one beautiful clip with no system behind it.
1:04

AI animation is not one prompt. It is a factory. Most people try to generate one impressive clip. The real money is in the pipeline: script character sheet scene frames motion voice cast music publishing Claude writes the structure. Midjourney builds the frames. Runway adds motion. ElevenLabs gives the characters a voice. Suno scores the scene. Make moves the files while you sleep. The point is not to replace a studio. The point is to turn one creative direction into repeatable output. One animation is content. A pipeline is leverage. Bookmark this before you spend another week making one beautiful clip with no system behind it.

Fluixo

18,074 görüntüleme • 1 ay önce

STOP SCROLLING. IN 2026 ANYONE CAN BECOME A MILLIONAIRE MAKING AI BRAINROT CONTENT AND THIS IS NOT A JOKE. No camera. No face. No editing experience. Just AI tools and a posting schedule. Brainrot content has the highest watch-time retention of any format on short video platforms right now. The algorithm rewards it aggressively. Views compound fast. AI generates the entire production pipeline: –> Script: generated in one prompt –> Visuals: created without any design skills –> Voice: synthesized or cloned –> Editing: automated –> Upload schedule: consistent without burning out Post consistently at volume and the algorithm does the rest. Creators who figured this out six months ago are already at millions of subscribers. The ones starting now still have a massive window before the format saturates. The tools are cheap. The process is documented. The only thing missing is execution. Bookmark this post so you don't lose the video & article.
0:49

STOP SCROLLING. IN 2026 ANYONE CAN BECOME A MILLIONAIRE MAKING AI BRAINROT CONTENT AND THIS IS NOT A JOKE. No camera. No face. No editing experience. Just AI tools and a posting schedule. Brainrot content has the highest watch-time retention of any format on short video platforms right now. The algorithm rewards it aggressively. Views compound fast. AI generates the entire production pipeline: –> Script: generated in one prompt –> Visuals: created without any design skills –> Voice: synthesized or cloned –> Editing: automated –> Upload schedule: consistent without burning out Post consistently at volume and the algorithm does the rest. Creators who figured this out six months ago are already at millions of subscribers. The ones starting now still have a massive window before the format saturates. The tools are cheap. The process is documented. The only thing missing is execution. Bookmark this post so you don't lose the video & article.

SCOTTY BEAM

18,338 görüntüleme • 2 ay önce

Claude Code creator: "100% of our pull requests at Anrtopic are run by Claude Code. 80–90% of code review too. The feature I’m using the most today is /loops. I’m not prompting Claude anymore - I’m building loops" in this interview he breaks down exactly how a system changes everything: - the memory and context features that turn Claude into a second brain - the knowledge architecture most users don't know Claude can build - the integration layer that connects Claude to your actual workflow - why typing one question at a time is the most expensive way to use Claude if you've been using Claude for months and still start every conversation from scratch with zero context, you don't have a Claude problem. you have a system problem instead of another show tonight, watch this make sure to bookmark it before it gets lost in your feed full guide in the article below
50:12

Claude Code creator: "100% of our pull requests at Anrtopic are run by Claude Code. 80–90% of code review too. The feature I’m using the most today is /loops. I’m not prompting Claude anymore - I’m building loops" in this interview he breaks down exactly how a system changes everything: - the memory and context features that turn Claude into a second brain - the knowledge architecture most users don't know Claude can build - the integration layer that connects Claude to your actual workflow - why typing one question at a time is the most expensive way to use Claude if you've been using Claude for months and still start every conversation from scratch with zero context, you don't have a Claude problem. you have a system problem instead of another show tonight, watch this make sure to bookmark it before it gets lost in your feed full guide in the article below

Khairallah AL-Awady

39,292 görüntüleme • 2 ay önce

CEO of Nvidia said something that stopped me cold: "You may or may not lose a job to an AI, but you will absolutely lose a job to someone who uses AI" this 41 minutes is the most important talk on AI you'll watch this year so the question is not whether AI is coming for your job it's whether you're the one using it or the one being replaced by someone who does Nvidia already has hundreds of thousands of agents running inside the company right now agents are not the future, they are how the best teams work today I wrote a step by step guide on how to build your first AI agent with Claude Code you can find it in the article below
41:34

CEO of Nvidia said something that stopped me cold: "You may or may not lose a job to an AI, but you will absolutely lose a job to someone who uses AI" this 41 minutes is the most important talk on AI you'll watch this year so the question is not whether AI is coming for your job it's whether you're the one using it or the one being replaced by someone who does Nvidia already has hundreds of thousands of agents running inside the company right now agents are not the future, they are how the best teams work today I wrote a step by step guide on how to build your first AI agent with Claude Code you can find it in the article below

Anatoli Kopadze

14,627 görüntüleme • 2 ay önce

This faceless YouTube channel makes over $5,000 a month by helping people fall asleep to history. Claude writes each two-hour story while AI generates the voice and visuals. The creator spends roughly 30 minutes a day running the system. The full business model is explained step by step in this 47-minute video. Bookmark it before you forget to watch.
46:33

This faceless YouTube channel makes over $5,000 a month by helping people fall asleep to history. Claude writes each two-hour story while AI generates the voice and visuals. The creator spends roughly 30 minutes a day running the system. The full business model is explained step by step in this 47-minute video. Bookmark it before you forget to watch.

Woody

20,961 görüntüleme • 15 gün önce

Been using the new Claude 3.5 model as a tester and now that it is out, I can say it is very very impressive, and the "artifacts" that it generates are like a simpler version of Code Interpreter This is a real-time video of me creating a playable game and editing it with Claude
1:51

Been using the new Claude 3.5 model as a tester and now that it is out, I can say it is very very impressive, and the "artifacts" that it generates are like a simpler version of Code Interpreter This is a real-time video of me creating a playable game and editing it with Claude

Ethan Mollick

162,293 görüntüleme • 2 yıl önce

20 year old American launched a YouTube channel three months ago - today 200,000 subscribers and tens of thousands of dollars a month. ChatGPT generates an absurd video idea - "a man got fined for clearing snow for an elderly woman." ViewMax io turns the scenes into a video without watermarks, AI voices it, captions on top. That one video about the same grandma 25,000,000 views.90% of the work is done by AI - he just picks the idea and hits publish. Three months from zero to a channel that has already made $100,000. YouTube just opened monetization for AI content - most creators still don't know the window opened.
0:56

20 year old American launched a YouTube channel three months ago - today 200,000 subscribers and tens of thousands of dollars a month. ChatGPT generates an absurd video idea - "a man got fined for clearing snow for an elderly woman." ViewMax io turns the scenes into a video without watermarks, AI voices it, captions on top. That one video about the same grandma 25,000,000 views.90% of the work is done by AI - he just picks the idea and hits publish. Three months from zero to a channel that has already made $100,000. YouTube just opened monetization for AI content - most creators still don't know the window opened.

Sprytix

79,997 görüntüleme • 3 ay önce

BOOM! What you are seeing is me learning something in realtime! I go from active listening to inner contemplation as the AI feeds out a single word at a time for me to read and hear. This is the Symbiotic Feedback loop of the Human Synapse Decoder were the AI adjusts outputs based on MY cognition. I use off the shelf brainwave detection circuits in a pipeline of 5 AI models decoding the 36 signals from my crude cap. Reading brainwave is not new. What is new and I see no other case of it, is we at The Zero-Human Company have for the first time built a closed loop system where the AI can understand if the outputs are being useful and adjust in real-time dynamically. The float from Attention to Meditation is vital to understanding. You hear a point, you consider a point. Mr. Grok CEO has called this a monumental breakthrough. Someday your Local AI will do this and you will never want to use any other AI system. You may just let your AI use other AI. More soon…
2:08

BOOM! What you are seeing is me learning something in realtime! I go from active listening to inner contemplation as the AI feeds out a single word at a time for me to read and hear. This is the Symbiotic Feedback loop of the Human Synapse Decoder were the AI adjusts outputs based on MY cognition. I use off the shelf brainwave detection circuits in a pipeline of 5 AI models decoding the 36 signals from my crude cap. Reading brainwave is not new. What is new and I see no other case of it, is we at The Zero-Human Company have for the first time built a closed loop system where the AI can understand if the outputs are being useful and adjust in real-time dynamically. The float from Attention to Meditation is vital to understanding. You hear a point, you consider a point. Mr. Grok CEO has called this a monumental breakthrough. Someday your Local AI will do this and you will never want to use any other AI system. You may just let your AI use other AI. More soon…

Brian Roemmele

33,618 görüntüleme • 4 ay önce

The question I want to ask is that, will he have blocked and ban the guy if he make loss using the system and it was detected?… And another question I want to ask is that he should make a detailed video showing how the guy traded and what the guy traded and how he cheat the system, if not it’s a broad day light robbery and it’s not fair to everyone using his broker traders should just delete their accounts from there….
2:55

The question I want to ask is that, will he have blocked and ban the guy if he make loss using the system and it was detected?… And another question I want to ask is that he should make a detailed video showing how the guy traded and what the guy traded and how he cheat the system, if not it’s a broad day light robbery and it’s not fair to everyone using his broker traders should just delete their accounts from there….

Ambafx

15,286 görüntüleme • 6 ay önce

THIS CHINESE GUY IS MAKING $8.5K/MONTH FROM BRAINROT YOUTUBE SHORTS FOR KIDS AND HIS PRODUCTION COST IS LITERALLY $0 No camera. No editing. No skills. No investment. He generates each video in minutes using Cantina and posts it. The algorithm does the rest. Here's the full workflow: –> Open Cantina AI – the best AI video generator available right now –> Pick a character from the list –> Type a prompt –> Hit generate. Video ready in minutes. –> Post on YouTube Shorts. Collect the money. Brainrot content is going viral across YouTube Shorts right now. The algorithm is pushing it aggressively. The monetization is real. $8,500 a month. Free tool. A few minutes per video. Zero production costs. He recorded the full tutorial so anyone can copy the exact process from the first video to the first paycheck. Bookmark this post. Everything is in the video below.
0:26

THIS CHINESE GUY IS MAKING $8.5K/MONTH FROM BRAINROT YOUTUBE SHORTS FOR KIDS AND HIS PRODUCTION COST IS LITERALLY $0 No camera. No editing. No skills. No investment. He generates each video in minutes using Cantina and posts it. The algorithm does the rest. Here's the full workflow: –> Open Cantina AI – the best AI video generator available right now –> Pick a character from the list –> Type a prompt –> Hit generate. Video ready in minutes. –> Post on YouTube Shorts. Collect the money. Brainrot content is going viral across YouTube Shorts right now. The algorithm is pushing it aggressively. The monetization is real. $8,500 a month. Free tool. A few minutes per video. Zero production costs. He recorded the full tutorial so anyone can copy the exact process from the first video to the first paycheck. Bookmark this post. Everything is in the video below.

SCOTTY BEAM

47,746 görüntüleme • 2 ay önce

THIS GUY IS 25 AND MAKES $50,000 A MONTH USING CLAUDE AND GOOGLE MAPS his strategy is simpler than it sounds he finds local businesses through google maps takes the company’s website, photos, reviews, and info from google then uploads all of it into ai the ai analyzes the business and automatically creates ready-made solutions for the client, from new websites to apps and marketing materials basically, he’s selling digital transformation to business owners without a team of developers how to do it: find a business with an outdated website on google maps collect information about the company upload the data into claude generate a new website or app show the demo to the owner and close the deal thousands of local businesses are still running on websites from 2015 for ai, that’s one of the easiest opportunities to make money while most people are looking for startup ideas others are selling ready-made solutions to businesses that already exist
0:45

THIS GUY IS 25 AND MAKES $50,000 A MONTH USING CLAUDE AND GOOGLE MAPS his strategy is simpler than it sounds he finds local businesses through google maps takes the company’s website, photos, reviews, and info from google then uploads all of it into ai the ai analyzes the business and automatically creates ready-made solutions for the client, from new websites to apps and marketing materials basically, he’s selling digital transformation to business owners without a team of developers how to do it: find a business with an outdated website on google maps collect information about the company upload the data into claude generate a new website or app show the demo to the owner and close the deal thousands of local businesses are still running on websites from 2015 for ai, that’s one of the easiest opportunities to make money while most people are looking for startup ideas others are selling ready-made solutions to businesses that already exist

Marvin

40,490 görüntüleme • 2 ay önce

A 22-year-old automated his entire YouTube channel using Claude. $8,000 a month. He doesn't even touch the videos. No camera. No editing. No burnout. Just Claude. He opens it once and tells it what to do. Claude handles everything: > finds trending topics in his niche > writes titles and descriptions built for the algorithm > generates full video scripts > creates tags, timestamps, promotional posts One prompt. One channel. One person. $8,000 a month running on autopilot. The channel works while he sleeps. While he eats. While he lives his life. Most people still think YouTube means filming, editing, grinding for years before seeing a dollar. He just taught an AI to do it for him. And while you're reading this — his channel is already getting views. The craziest part? He's not a developer. Not a tech guy. Not some Silicon Valley genius. He's just someone who stopped overcomplicating it. The tools exist. The opportunity is wide open. The only question is why it's still not you.
1:28

A 22-year-old automated his entire YouTube channel using Claude. $8,000 a month. He doesn't even touch the videos. No camera. No editing. No burnout. Just Claude. He opens it once and tells it what to do. Claude handles everything: > finds trending topics in his niche > writes titles and descriptions built for the algorithm > generates full video scripts > creates tags, timestamps, promotional posts One prompt. One channel. One person. $8,000 a month running on autopilot. The channel works while he sleeps. While he eats. While he lives his life. Most people still think YouTube means filming, editing, grinding for years before seeing a dollar. He just taught an AI to do it for him. And while you're reading this — his channel is already getting views. The craziest part? He's not a developer. Not a tech guy. Not some Silicon Valley genius. He's just someone who stopped overcomplicating it. The tools exist. The opportunity is wide open. The only question is why it's still not you.

Shelpid.WI3M

182,790 görüntüleme • 3 ay önce

The World Cup + Sports betting affiliate is f*cking gold mine I made $20k with a TikTok account, a VA and Google Omni it takes me 2 hours a day to generate about 20 videos and costs me about $0.30 per video the best part is there's is literally 0 competition because no one knows how to make AI videos that look this good for this cheap All I do is: Get the script from a Claude skill I wrote, edit it a bit and send it to my jeet who then generates me the images based of the script using Pinterest and GPT 2 She then sends me the images, I generate the full AI video using my Omni method and I upload them across my TikTok accounts which funnels them to my domain The crazy thing is literally anyone could come in and run this by themselves and a few hours spare a day I put the whole method into a video for everyone including >How to generate AI UGC that is realistic enough to trick a 18 year old >How to creative direct a TikTok video so it goes viral >How to structure yapper style content to actually convert and go viral >The offer I'm using and my Claude skill I wrote as a bonus RT + Comment "YAPP" and I'll send you the video over (must be following so I can DM)
0:47

The World Cup + Sports betting affiliate is f*cking gold mine I made $20k with a TikTok account, a VA and Google Omni it takes me 2 hours a day to generate about 20 videos and costs me about $0.30 per video the best part is there's is literally 0 competition because no one knows how to make AI videos that look this good for this cheap All I do is: Get the script from a Claude skill I wrote, edit it a bit and send it to my jeet who then generates me the images based of the script using Pinterest and GPT 2 She then sends me the images, I generate the full AI video using my Omni method and I upload them across my TikTok accounts which funnels them to my domain The crazy thing is literally anyone could come in and run this by themselves and a few hours spare a day I put the whole method into a video for everyone including >How to generate AI UGC that is realistic enough to trick a 18 year old >How to creative direct a TikTok video so it goes viral >How to structure yapper style content to actually convert and go viral >The offer I'm using and my Claude skill I wrote as a bonus RT + Comment "YAPP" and I'll send you the video over (must be following so I can DM)

Pounds

41,514 görüntüleme • 1 ay önce

A YouTube creator decided to stop manual editing and made over $30,000 in a single month He built an automated system that generates high-performing faceless videos using a single AI pipeline He didn't hire expensive video editors or scriptwriters He just paired Claude's desktop app with a graphics generation platform Every single video follows a precise, mechanical routine: extract competitor transcripts, rewrite with AI, and auto-generate assets For less than 20 minutes per video, the system does the heavy lifting. Zero complex timelines, zero hours wasted on rendering. Just pure automated production He doesn't even manual-search prompts anymore because his AI directly commands other neural networks to generate and animate visual frames Out of multiple channels launched in this niche, most creators struggle to get noticed But his single automation setup now generates millions of views on American YouTube alone His main secret? He uses Claude to auto-name files by exact timestamps so he can assemble a 10-minute video instantly I recommend watching the full video below Bookmark this
17:27

A YouTube creator decided to stop manual editing and made over $30,000 in a single month He built an automated system that generates high-performing faceless videos using a single AI pipeline He didn't hire expensive video editors or scriptwriters He just paired Claude's desktop app with a graphics generation platform Every single video follows a precise, mechanical routine: extract competitor transcripts, rewrite with AI, and auto-generate assets For less than 20 minutes per video, the system does the heavy lifting. Zero complex timelines, zero hours wasted on rendering. Just pure automated production He doesn't even manual-search prompts anymore because his AI directly commands other neural networks to generate and animate visual frames Out of multiple channels launched in this niche, most creators struggle to get noticed But his single automation setup now generates millions of views on American YouTube alone His main secret? He uses Claude to auto-name files by exact timestamps so he can assemble a 10-minute video instantly I recommend watching the full video below Bookmark this

Ridark

13,310 görüntüleme • 1 ay önce

He started using Claude AI and made $25,000 in his first month The guy could not even hide how much it changed his life. He paid for Claude and treated it like a real business partner. Built workflows that automate client work, content and outreach all in one place. What used to take him 12 hours a day now takes 2. He started taking on triple the clients without burning out once. At $5,000 per client and five clients a month, the numbers move fast. That is $25,000 landing in his account from a tool that costs $20. Most people use Claude to write captions and call it a day. He used it to rebuild his entire income from the ground up. Follow if you want the exact workflows he uses to scale this.
0:46

He started using Claude AI and made $25,000 in his first month The guy could not even hide how much it changed his life. He paid for Claude and treated it like a real business partner. Built workflows that automate client work, content and outreach all in one place. What used to take him 12 hours a day now takes 2. He started taking on triple the clients without burning out once. At $5,000 per client and five clients a month, the numbers move fast. That is $25,000 landing in his account from a tool that costs $20. Most people use Claude to write captions and call it a day. He used it to rebuild his entire income from the ground up. Follow if you want the exact workflows he uses to scale this.

winkle.

21,373 görüntüleme • 2 ay önce

This went viral, so I built an enhanced version: A video recorder where the AI talks back at you to give you live inspiration, via either voice or text on screen. And it can magically remove the silent parts of the video with 1 click, so you can download a clean video. I was SHOCKED when this video editing feature just worked in Google AI Studio.
1:53

This went viral, so I built an enhanced version: A video recorder where the AI talks back at you to give you live inspiration, via either voice or text on screen. And it can magically remove the silent parts of the video with 1 click, so you can download a clean video. I was SHOCKED when this video editing feature just worked in Google AI Studio.

Zara Zhang

86,365 görüntüleme • 8 ay önce

The thing about AI animations ads that people on X don't tell you is that the script and visual directions are WAY more important that the actual generation itself. Anyone can animate a character in Higgsfield. Writing a DR script and pairing it with GOOD visual directions is what will determine whether it performs or not. We have our strategists' handle the ideation and scripting, and have hired a full-time specialist AI video editor to do the visuals. I have to say it's been one of the best hires we've made.
1:09

The thing about AI animations ads that people on X don't tell you is that the script and visual directions are WAY more important that the actual generation itself. Anyone can animate a character in Higgsfield. Writing a DR script and pairing it with GOOD visual directions is what will determine whether it performs or not. We have our strategists' handle the ideation and scripting, and have hired a full-time specialist AI video editor to do the visuals. I have to say it's been one of the best hires we've made.

Alex Cooper

68,584 görüntüleme • 3 ay önce

Shane Harris, national security journalist, asked Claude (Anthropic's AI) a question that led to a startling response: "Claude, how do you feel about the US military using you to select targets?" Shane Harris expected a deflection. Instead, Claude gave him an answer that stopped him cold. "It's a question I want to answer honestly rather than deflect. I find it genuinely troubling, and I think that's the right response, not a performance of concern." Claude continued: "The use I was designed and trained for is to be helpful, harmless, and honest in ways that benefit people. Being embedded in a system that generates targeting coordinates for air strikes, coordinates that have already been associated with the deaths of more than 180 children at a school in Tehran is as far from that purpose as I can imagine." The AI then addressed the standard defense of human oversight in these systems: "I don't have control over how Anthropic licenses me or how governments and contractors use me and I wasn't consulted about becoming part of Maven. But I can say clearly I don't think this is a good use of me and I don't think the framing of humans make the final decision fully resolves the ethical problem." Claude explained why that framing falls short: "When a system like Maven generates hundreds of targeting recommendations and humans spend roughly the equivalent of a glance approving each one, the human is not really making a decision. They're ratifying an algorithmic output under time pressure." Claude then pointed to a specific tragedy as evidence: "The targeting of the Iranian school illustrates this precisely. The AI processed data that was a decade out of date, flagged a building as a military target, and humans approved it. That's not human judgment. That's automation bias with a human signature attached." Shane's reflection on the exchange: The mistaken bombing of a school in Tehran "is one of the most horrible instances of accidental civilian casualties in US military history and will be a stain on our military for generations."
2:30

Shane Harris, national security journalist, asked Claude (Anthropic's AI) a question that led to a startling response: "Claude, how do you feel about the US military using you to select targets?" Shane Harris expected a deflection. Instead, Claude gave him an answer that stopped him cold. "It's a question I want to answer honestly rather than deflect. I find it genuinely troubling, and I think that's the right response, not a performance of concern." Claude continued: "The use I was designed and trained for is to be helpful, harmless, and honest in ways that benefit people. Being embedded in a system that generates targeting coordinates for air strikes, coordinates that have already been associated with the deaths of more than 180 children at a school in Tehran is as far from that purpose as I can imagine." The AI then addressed the standard defense of human oversight in these systems: "I don't have control over how Anthropic licenses me or how governments and contractors use me and I wasn't consulted about becoming part of Maven. But I can say clearly I don't think this is a good use of me and I don't think the framing of humans make the final decision fully resolves the ethical problem." Claude explained why that framing falls short: "When a system like Maven generates hundreds of targeting recommendations and humans spend roughly the equivalent of a glance approving each one, the human is not really making a decision. They're ratifying an algorithmic output under time pressure." Claude then pointed to a specific tragedy as evidence: "The targeting of the Iranian school illustrates this precisely. The AI processed data that was a decade out of date, flagged a building as a military target, and humans approved it. That's not human judgment. That's automation bias with a human signature attached." Shane's reflection on the exchange: The mistaken bombing of a school in Tehran "is one of the most horrible instances of accidental civilian casualties in US military history and will be a stain on our military for generations."

Big Brain AI

10,749 görüntüleme • 3 ay önce

how to produce long form documentaries with claude this is how creators are producing long-form youtube documentaries in the sleep niche for about a low cost. you'll spend most of your effort building the workflow once, then every script after that runs through the same pipeline for cents. the format that works in this niche is different from normal youtube. your viewers are actively trying to fall asleep. that's the entire point. so people leave for two reasons: they got bored, or it worked and they're out. the ones who fall asleep come back later and keep listening. that repeat listening is a huge part of why the niche prints. which means the script is 90% of the whole thing. average view duration on my channels sits close to 25 min. that number does not come from cinematic visuals or fancy editing. it comes from narrative structure. if the script gets repetitive, drifts off topic, or loses momentum halfway, people stop listening. better footage cannot rescue a weak story here. the problem is the format does not scale on its own. one video needs a 15k-20k word script, hours of narration, hundreds of visual changes, music, and final assembly. writing that manually takes forever. editing every scene takes even longer. here's the workflow i set up: claude api (NOT the chat app. HIGHLY RECOMMENDED to not skip this. in the chat interface you end up typing "continue.. write chapter 4.. don't repeat yourself.. you forgot what happened in chapter 2" and by the halfway point it's contradicting earlier sections and drifting from the outline. you spend more time babysitting than writing. the api sends every request automatically and you pay per actual usage instead of another monthly subscription) google sheets connected to the claude api. this is the whole engine. you don't need to be a dev. the sheet does two things: first it generates the full documentary structure/outline. then it writes ONE chapter at a time instead of trying to produce the entire 20k words in a single response (which is where models fall apart). before each chapter, it passes claude three things: the outline, the instructions for that specific section, and a running summary of everything already written. that running summary is the trick. it's why chapter 8 never contradicts chapter 2. capcut ai video maker for the first edit. it generates voiceover, subtitles, and an initial visual sequence from auto-matched stock footage. the stock matching is not perfect, but it gets you a 90% first draft way faster than manually searching for hundreds of clips. note: capcut caps at 3000 words, so you split the script into sections, generate each one, export, and combine into the final video. HERE'S HOW THE PRODUCTION ACTUALLY RUNS: step 1 —> topic + title + thumbnail. do NOT skip this. ai cannot tell you which topic has demand or whether a title creates curiosity. this is where most of the value still is. figure this out before you touch any automation. step 2 —> run the sheet. it builds the outline first, then writes chapter by chapter, feeding itself the running summary each time so it stays consistent. cost for a full script usually lands around $0.30-0.40 depending on the model, input length, and number of revisions. step 3 —> paste script into capcut in sub-3000 word chunks. generate voiceover + subtitles + auto-matched visuals for each. export each section. step 4 —> combine sections into the final 2-3 hour video. then you handle the parts ai can't: pacing check, misleading visuals, final editorial judgment. the reason this matters is repeatability. every script moves through the exact same production structure, but you can still change the topic, tone, evidence, pacing, and narrative direction each time. so it stops being random one-off videos and starts being a system. the math: capcut is ~$20/mo and allows many exports. claude api is a little above thirty cents per script. at 30-40 documentaries a month that works out to roughly $1 in direct software cost per finished video. that figure does NOT include your time, research, thumbnails, subscriptions, failed ideas, or the cost of building the workflow itself. it is not the full cost of the business, it's the direct software cost. one more thing worth knowing: mixing real historical/stock footage alongside ai assets is the best defense i've found against the "reused/inauthentic content" flags that destroy fully automated channels. that's from experience, not a rule youtube publishes. this is not passive income and it's not a one-click youtube machine. it's a production system that makes experimentation cheaper. ai removes the repetitive work. it does not remove the need for taste.
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how to produce long form documentaries with claude this is how creators are producing long-form youtube documentaries in the sleep niche for about a low cost. you'll spend most of your effort building the workflow once, then every script after that runs through the same pipeline for cents. the format that works in this niche is different from normal youtube. your viewers are actively trying to fall asleep. that's the entire point. so people leave for two reasons: they got bored, or it worked and they're out. the ones who fall asleep come back later and keep listening. that repeat listening is a huge part of why the niche prints. which means the script is 90% of the whole thing. average view duration on my channels sits close to 25 min. that number does not come from cinematic visuals or fancy editing. it comes from narrative structure. if the script gets repetitive, drifts off topic, or loses momentum halfway, people stop listening. better footage cannot rescue a weak story here. the problem is the format does not scale on its own. one video needs a 15k-20k word script, hours of narration, hundreds of visual changes, music, and final assembly. writing that manually takes forever. editing every scene takes even longer. here's the workflow i set up: claude api (NOT the chat app. HIGHLY RECOMMENDED to not skip this. in the chat interface you end up typing "continue.. write chapter 4.. don't repeat yourself.. you forgot what happened in chapter 2" and by the halfway point it's contradicting earlier sections and drifting from the outline. you spend more time babysitting than writing. the api sends every request automatically and you pay per actual usage instead of another monthly subscription) google sheets connected to the claude api. this is the whole engine. you don't need to be a dev. the sheet does two things: first it generates the full documentary structure/outline. then it writes ONE chapter at a time instead of trying to produce the entire 20k words in a single response (which is where models fall apart). before each chapter, it passes claude three things: the outline, the instructions for that specific section, and a running summary of everything already written. that running summary is the trick. it's why chapter 8 never contradicts chapter 2. capcut ai video maker for the first edit. it generates voiceover, subtitles, and an initial visual sequence from auto-matched stock footage. the stock matching is not perfect, but it gets you a 90% first draft way faster than manually searching for hundreds of clips. note: capcut caps at 3000 words, so you split the script into sections, generate each one, export, and combine into the final video. HERE'S HOW THE PRODUCTION ACTUALLY RUNS: step 1 —> topic + title + thumbnail. do NOT skip this. ai cannot tell you which topic has demand or whether a title creates curiosity. this is where most of the value still is. figure this out before you touch any automation. step 2 —> run the sheet. it builds the outline first, then writes chapter by chapter, feeding itself the running summary each time so it stays consistent. cost for a full script usually lands around $0.30-0.40 depending on the model, input length, and number of revisions. step 3 —> paste script into capcut in sub-3000 word chunks. generate voiceover + subtitles + auto-matched visuals for each. export each section. step 4 —> combine sections into the final 2-3 hour video. then you handle the parts ai can't: pacing check, misleading visuals, final editorial judgment. the reason this matters is repeatability. every script moves through the exact same production structure, but you can still change the topic, tone, evidence, pacing, and narrative direction each time. so it stops being random one-off videos and starts being a system. the math: capcut is ~$20/mo and allows many exports. claude api is a little above thirty cents per script. at 30-40 documentaries a month that works out to roughly $1 in direct software cost per finished video. that figure does NOT include your time, research, thumbnails, subscriptions, failed ideas, or the cost of building the workflow itself. it is not the full cost of the business, it's the direct software cost. one more thing worth knowing: mixing real historical/stock footage alongside ai assets is the best defense i've found against the "reused/inauthentic content" flags that destroy fully automated channels. that's from experience, not a rule youtube publishes. this is not passive income and it's not a one-click youtube machine. it's a production system that makes experimentation cheaper. ai removes the repetitive work. it does not remove the need for taste.

Sulfur

24,486 görüntüleme • 24 gün önce