Loading video...

Video Failed to Load

There was a problem loading this video. This could be due to a temporary network issue or the video might be unavailable.

THIS OPERATOR REPLACED A $50,000 AUTOMATION AGENCY WITH A 3-HOUR BUIL 378 browser tabs. 47 Notion pages nobody touched in 6 months. A spreadsheet that crashes every Monday He didn't hire a dev team. He didn't buy n8n enterprise He cloned a GitHub repo, wired 3 API keys, and... show more

Asteri

2,127 subscribers

10,194 views • 2 months ago •via X (Twitter)

Anya Rossi• Live Now

Private livecam show

0 Comments

No comments available

Comments from the original post will appear here

Related Videos

16-year-old American launched his own marketing agency and replaced a team of four with one Claude and two tools. ChatGPT writes a video prompt - a hyper-realistic scene of a house after storm damage to the roof. Pastes it into Google Gemini VEO 3. Two minutes and a finished video that didn't exist before. Drops it into CapCut with real footage from the client. Under an hour of editing and a complete ad ready to launch. Then he connected a repo with 139 marketing tactics, 12 SEO playbooks, a CRO framework and a pricing system to Claude - everything a marketing agency charges $10,000 a month to do by hand Claude executes in an hour. While competitors invoice for weeks of work he delivers in a day and charges the client $3,000. An entire agency replaced by one 16-year-old and two tools.

16-year-old American launched his own marketing agency and replaced a team of four with one Claude and two tools. ChatGPT writes a video prompt - a hyper-realistic scene of a house after storm damage to the roof. Pastes it into Google Gemini VEO 3. Two minutes and a finished video that didn't exist before. Drops it into CapCut with real footage from the client. Under an hour of editing and a complete ad ready to launch. Then he connected a repo with 139 marketing tactics, 12 SEO playbooks, a CRO framework and a pricing system to Claude - everything a marketing agency charges $10,000 a month to do by hand Claude executes in an hour. While competitors invoice for weeks of work he delivers in a day and charges the client $3,000. An entire agency replaced by one 16-year-old and two tools.

Noisy

13,434 views • 3 months ago

He typed /goal once, Claude Code worked for 3 hours without another prompt, that's the whole story. No hand holding, no "now do this", no babysitting a model through every single step. Just 5 characters, a direction and Claude figuring out every task, every file, every decision needed to get there autonomously. Most developers spend 3 hours and 47 prompts getting Claude to build what /goal ships in one session without being touched once. $20/$200 Claude pro subscription, 1 command, 0 follow up prompts, 3 hours of autonomous work delivered. The difference between using Claude and deploying Claude is 5 characters. Type /goal -> walk away -> come back to a finished product. Here's a full breakdown on how to use it properly ⬇️

He typed /goal once, Claude Code worked for 3 hours without another prompt, that's the whole story. No hand holding, no "now do this", no babysitting a model through every single step. Just 5 characters, a direction and Claude figuring out every task, every file, every decision needed to get there autonomously. Most developers spend 3 hours and 47 prompts getting Claude to build what /goal ships in one session without being touched once. $20/$200 Claude pro subscription, 1 command, 0 follow up prompts, 3 hours of autonomous work delivered. The difference between using Claude and deploying Claude is 5 characters. Type /goal -> walk away -> come back to a finished product. Here's a full breakdown on how to use it properly ⬇️

Defileo🔮

12,193 views • 3 months ago

The first thing Scott Galloway does when mentoring a young man is look at his phone Every single time he finds the same thing: 8 hours a day lost to TikTok, YouTube, porn, and gambling sites... His fix is to take those 8 hours and put them into three things: 1. Lift weights at least 3 times a week, 2. Work at least 30 hours outside the house 3. Volunteer or show up somewhere in service of others That formula alone puts a man under 30 in the top 8% of his entire generation

The first thing Scott Galloway does when mentoring a young man is look at his phone Every single time he finds the same thing: 8 hours a day lost to TikTok, YouTube, porn, and gambling sites... His fix is to take those 8 hours and put them into three things: 1. Lift weights at least 3 times a week, 2. Work at least 30 hours outside the house 3. Volunteer or show up somewhere in service of others That formula alone puts a man under 30 in the top 8% of his entire generation

Podcast Notes 🗒️

136,362 views • 3 months ago

A 22-YEAR-OLD FROM BEIJING BUILT A SECOND BRAIN WITH CLAUDE, MAKES $14,000/MONTH AND HIS AI REMEMBERS EVERY DECISION HE'S EVER MADE Most people open ChatGPT, ask a question and start from zero next session, re-explaining the same context every single time and losing 15–40 minutes per session doing it. He built infrastructure where Claude reads, writes and connects everything in Obsidian automatically so it never resets and compounds with every conversation. This morning he needed a client strategy from 3 months ago. Claude pulled it up instantly and drafted a full email reply in under 20 minutes using context it had been building for months across 6,000+ sessions. Every session adds to the last one and the system now saves him 2–3 hours every single day - 30–90 minutes from automated morning briefing alone, before he even opens his laptop. repo: The repo is free. The advantage it creates is not.

A 22-YEAR-OLD FROM BEIJING BUILT A SECOND BRAIN WITH CLAUDE, MAKES $14,000/MONTH AND HIS AI REMEMBERS EVERY DECISION HE'S EVER MADE Most people open ChatGPT, ask a question and start from zero next session, re-explaining the same context every single time and losing 15–40 minutes per session doing it. He built infrastructure where Claude reads, writes and connects everything in Obsidian automatically so it never resets and compounds with every conversation. This morning he needed a client strategy from 3 months ago. Claude pulled it up instantly and drafted a full email reply in under 20 minutes using context it had been building for months across 6,000+ sessions. Every session adds to the last one and the system now saves him 2–3 hours every single day - 30–90 minutes from automated morning briefing alone, before he even opens his laptop. repo: The repo is free. The advantage it creates is not.

Noisy

23,679 views • 3 months ago

A 26-year-old guy from Ukraine turned himself into Zelensky with the help of AI and earned $3,000 in 3 minutes He used Claude for changing his appearance in real time He took part in a contest where it was necessary to make other bloggers laugh There were 3 rounds of 3 minutes each, and every round could bring $1,000, so he won all 3 and took home $3,000 He regularly hosts streams where he earns $2,000–$5,500 on average over 5 hours thanks to donations AI and a little bit of creativity can change your life forever

A 26-year-old guy from Ukraine turned himself into Zelensky with the help of AI and earned $3,000 in 3 minutes He used Claude for changing his appearance in real time He took part in a contest where it was necessary to make other bloggers laugh There were 3 rounds of 3 minutes each, and every round could bring $1,000, so he won all 3 and took home $3,000 He regularly hosts streams where he earns $2,000–$5,500 on average over 5 hours thanks to donations AI and a little bit of creativity can change your life forever

Bober_smart

48,211 views • 1 month ago

#Jets STC Chris Banjo went undrafted in 2012 and had to work a 9-to-5 job. But every morning, he woke up at 4 a.m. to train for 3 hours. Every. Single. Day. He was signed by an NFL team in 2013 and went on to have a 10-year NFL career. This is his story about not giving up:

#Jets STC Chris Banjo went undrafted in 2012 and had to work a 9-to-5 job. But every morning, he woke up at 4 a.m. to train for 3 hours. Every. Single. Day. He was signed by an NFL team in 2013 and went on to have a 10-year NFL career. This is his story about not giving up:

Ari Meirov

179,916 views • 6 days ago

I built a complete Souls-like game level, a boss and a player character in 72 hours. Disclaimer before anyone asks: no "one-shot" BS here. Nobody typed "Claude, make me a Souls game" and walked away. This is what AI is worth in the hands of someone who already knows 3D & GameDev. Every asset was generated with AI, then assembled, textured, lit and integrated by hand in Unreal Engine 5, on top of a Souls template wired up with Claude Code and UE MCP. This location is better than I imagined I can do! Full breakdown:

I built a complete Souls-like game level, a boss and a player character in 72 hours. Disclaimer before anyone asks: no "one-shot" BS here. Nobody typed "Claude, make me a Souls game" and walked away. This is what AI is worth in the hands of someone who already knows 3D & GameDev. Every asset was generated with AI, then assembled, textured, lit and integrated by hand in Unreal Engine 5, on top of a Souls template wired up with Claude Code and UE MCP. This location is better than I imagined I can do! Full breakdown:

Stefan 3D AI

54,892 views • 3 days ago

🚨 A Senior Developer spends $50,000 a month on a team of 10 engineers A 24-year-old founder burned $4,192 in a single evening on API tokens and fixed 55 critical bugs in 2 hours > 40 AI agents fixing TypeScript in parallel: 3 minutes > Claude Opus generating 1,000,000,000 tokens: 20 minutes > GitHub Bot automatically running tests: 10 minutes > CI/CD pipeline deploying clean code to production: 5 minutes > Automatic legacy codebase refactoring: 15 minutes > Developer just drinking coffee during all this: 0 minutes they spent 40 years building IT departments to refactor code over months he made it happen in a single Sunday afternoon

🚨 A Senior Developer spends $50,000 a month on a team of 10 engineers A 24-year-old founder burned $4,192 in a single evening on API tokens and fixed 55 critical bugs in 2 hours > 40 AI agents fixing TypeScript in parallel: 3 minutes > Claude Opus generating 1,000,000,000 tokens: 20 minutes > GitHub Bot automatically running tests: 10 minutes > CI/CD pipeline deploying clean code to production: 5 minutes > Automatic legacy codebase refactoring: 15 minutes > Developer just drinking coffee during all this: 0 minutes they spent 40 years building IT departments to refactor code over months he made it happen in a single Sunday afternoon

Ridark

11,947 views • 9 days ago

You missed blogging in 2010 You missed crypto in 2015 You missed YouTube in 2018 Don’t miss AI shadow influencing in 2026. The cash flow is around $3k-$13k a month This is will not happen overnight it took me 4-6 months of 2-3 hours a day of consistent work.

You missed blogging in 2010 You missed crypto in 2015 You missed YouTube in 2018 Don’t miss AI shadow influencing in 2026. The cash flow is around $3k-$13k a month This is will not happen overnight it took me 4-6 months of 2-3 hours a day of consistent work.

mika kilpelainen

22,860 views • 13 days ago

Lately, it's become a trend to talk about Carlos as if he only started learning to play tennis well (for some, even to be educated) at 15. As if one coach is the only responsible for his success and for who he is in every aspect. Meanwhile, this was Carlos at age 10 in Murcia. One can acknowledge the work of a coach and give him credit without diminishing the player, who is the one holding the racket and coming back in historic 5: 30 hours finals, as if he didn't exist or have anything to do with his own success or who he is. A world number one, the youngest in history, isn't solely the work of a coach. Is also the work of his family, all his team and people, but above all, it's HIS OWN WORK, his talent, his commitment to his dream, and his constant sacrifice since childhood. Even if every now and then he has the audacity to need to rest for a few days with his friends or family.

Lately, it's become a trend to talk about Carlos as if he only started learning to play tennis well (for some, even to be educated) at 15. As if one coach is the only responsible for his success and for who he is in every aspect. Meanwhile, this was Carlos at age 10 in Murcia. One can acknowledge the work of a coach and give him credit without diminishing the player, who is the one holding the racket and coming back in historic 5: 30 hours finals, as if he didn't exist or have anything to do with his own success or who he is. A world number one, the youngest in history, isn't solely the work of a coach. Is also the work of his family, all his team and people, but above all, it's HIS OWN WORK, his talent, his commitment to his dream, and his constant sacrifice since childhood. Even if every now and then he has the audacity to need to rest for a few days with his friends or family.

Carlos Alcaraz Daily

69,919 views • 7 months ago

He used Claude to build a trading bot on Polymarket Result: +$162,512 in 3 months His bot trades the microstructure of crypto Up/Down markets, using a hybrid of 3 elements: 1. Uses limit orders 2. Buys opposite outcomes at different moments so that Up + Down is below $1 3. When his algorithm gives a strong signal, it builds a directional position by overweighting one side His Polymarket username: gansinimen Using this strategy and clean execution, he made +$162k with an average buy size of $33

He used Claude to build a trading bot on Polymarket Result: +$162,512 in 3 months His bot trades the microstructure of crypto Up/Down markets, using a hybrid of 3 elements: 1. Uses limit orders 2. Buys opposite outcomes at different moments so that Up + Down is below $1 3. When his algorithm gives a strong signal, it builds a directional position by overweighting one side His Polymarket username: gansinimen Using this strategy and clean execution, he made +$162k with an average buy size of $33

VALIX

47,171 views • 29 days ago

Tucker Qatarlson is a shameless grifter He is the most self serving person on the right. He is the demon he said he was attacked by in his sleep. It should both everyone that 3 of Tucker Carlson’s close associates work inside the Trump admin. 2 of his producers and his son.

Tucker Qatarlson is a shameless grifter He is the most self serving person on the right. He is the demon he said he was attacked by in his sleep. It should both everyone that 3 of Tucker Carlson’s close associates work inside the Trump admin. 2 of his producers and his son.

Laura Loomer

359,012 views • 11 months ago

The first campaign Viktor reviewed caught problems we didn't even know were there. We're a digital marketing team managing campaigns across multiple ad platforms, and before every launch someone on the team would manually check tracking, landing pages, targeting, budgets, creatives, and campaign settings. It was repetitive work, but missing just one detail could turn into wasted budget or inaccurate reporting. Instead of asking Viktor to help with individual checks, we gave him ownership of our entire campaign launch QA workflow. The first thing that stood out wasn't how quickly he worked. It was how thorough he was. Across one month, Viktor completed QA for 30 campaigns, executed 330 automated checks, and identified 47 issues, including 14 critical errors that could have affected campaign performance before a single campaign went live. By the time our team stepped in, all that was left was reviewing his findings and approving the launch. That completely changed the way we approached campaign launches. Instead of spending 65 hours every month on manual QA, our workflow was reduced to just 10.5 hours of strategic review giving our team back an estimated 54.5 hours to focus on optimization instead of repetitive checks. The biggest takeaway wasn't the time we saved. It was knowing every campaign went through the same level of quality control before launch. That's the difference we've started seeing between an AI assistant and an AI employee. An assistant waits for prompts. An AI employee owns recurring work while your team focuses on the decisions that matter most. Every campaign your team launches without this is a risk someone on your team is quietly absorbing. A copilot helps you work. An AI employee works when you don't. Hire Viktor for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #MarketingOps #DigitalMarketing Paid Partnership

The first campaign Viktor reviewed caught problems we didn't even know were there. We're a digital marketing team managing campaigns across multiple ad platforms, and before every launch someone on the team would manually check tracking, landing pages, targeting, budgets, creatives, and campaign settings. It was repetitive work, but missing just one detail could turn into wasted budget or inaccurate reporting. Instead of asking Viktor to help with individual checks, we gave him ownership of our entire campaign launch QA workflow. The first thing that stood out wasn't how quickly he worked. It was how thorough he was. Across one month, Viktor completed QA for 30 campaigns, executed 330 automated checks, and identified 47 issues, including 14 critical errors that could have affected campaign performance before a single campaign went live. By the time our team stepped in, all that was left was reviewing his findings and approving the launch. That completely changed the way we approached campaign launches. Instead of spending 65 hours every month on manual QA, our workflow was reduced to just 10.5 hours of strategic review giving our team back an estimated 54.5 hours to focus on optimization instead of repetitive checks. The biggest takeaway wasn't the time we saved. It was knowing every campaign went through the same level of quality control before launch. That's the difference we've started seeing between an AI assistant and an AI employee. An assistant waits for prompts. An AI employee owns recurring work while your team focuses on the decisions that matter most. Every campaign your team launches without this is a risk someone on your team is quietly absorbing. A copilot helps you work. An AI employee works when you don't. Hire Viktor for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #MarketingOps #DigitalMarketing Paid Partnership

Kylie

92,501 views • 1 month ago

This kid had only been playing CS for 3 days, he had 31 hours of playtime, and his first knife opened is one of the rarest ever in the game A 387 pattern Karambit blue gem with a value of AT LEAST $150,000…

This kid had only been playing CS for 3 days, he had 31 hours of playtime, and his first knife opened is one of the rarest ever in the game A 387 pattern Karambit blue gem with a value of AT LEAST $150,000…

Jake Lucky🔜 GAMESCOM

4,745,444 views • 3 years ago

We wanted to know if Viktor could own a real job. Our first pilot reduced a five-client reporting workflow from 12 to 15 hours of manual work to roughly an hour of team review. We're a digital marketing team managing paid media performance and client reporting, so we decided to test Viktor on one recurring workflow that every agency knows too well. Weekly reporting. Viktor didn't just summarize data. He produced a complete five-page report with an executive summary, funnel insights, channel performance, recommendations, and a final review checklist. Our team's job became reviewing and approving the work instead of building every report from scratch. That was the moment we stopped thinking about AI as another chat window. The real value wasn't getting better answers. It was handing off a recurring job and getting consistent work back every week while keeping our team in control of the final decision. Most AI tells you what to do. Viktor does it. Hire Viktor for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #FutureOfWork Paid Partnership.

We wanted to know if Viktor could own a real job. Our first pilot reduced a five-client reporting workflow from 12 to 15 hours of manual work to roughly an hour of team review. We're a digital marketing team managing paid media performance and client reporting, so we decided to test Viktor on one recurring workflow that every agency knows too well. Weekly reporting. Viktor didn't just summarize data. He produced a complete five-page report with an executive summary, funnel insights, channel performance, recommendations, and a final review checklist. Our team's job became reviewing and approving the work instead of building every report from scratch. That was the moment we stopped thinking about AI as another chat window. The real value wasn't getting better answers. It was handing off a recurring job and getting consistent work back every week while keeping our team in control of the final decision. Most AI tells you what to do. Viktor does it. Hire Viktor for your team. $100 in credits included, no card. Full link in first comment. #AIemployee #FutureOfWork Paid Partnership.

Sean Wallace

51,510 views • 1 month ago

Creator and head of Claude Code, Anthropic: "I don't prompt Claude anymore. I have loops running that prompt Claude and decide what to do. My job is to write loops." He hasn't hand-written a line of code since November. 100% is Claude Code now. Still ships 10 to 30 pull requests a day. He breaks down his actual workflow in the 1h28m podcast. Loops writing 100% of the code. Engineer leveling up, or automated out?

Creator and head of Claude Code, Anthropic: "I don't prompt Claude anymore. I have loops running that prompt Claude and decide what to do. My job is to write loops." He hasn't hand-written a line of code since November. 100% is Claude Code now. Still ships 10 to 30 pull requests a day. He breaks down his actual workflow in the 1h28m podcast. Loops writing 100% of the code. Engineer leveling up, or automated out?

shmidt

521,927 views • 1 month ago

Tommy Robinson tried to appeal against his incarceration conditions and the following details have emerged: He gets 3 hours out of his cell every day - when he can exercise, use the gym or play recreational games such as pool. He gets another 2 hours and 45 minutes, 3 times a week when he does painting and decorating work. He has "significantly more visit time than any other prisoner", with 2 hours, 4 times a week, in a room described as "more informal and comfortable", where he can take in food he's bought from the canteen. He has 120 people on his visitors list and has had 93 visits. He can use the phone for 4 hours a day and has made more than 1,250 social calls. He has a television, a laptop - on which he receives emails "in their hundreds" - a CD player and a DVD player in his cell. He attends a weekly bible session and has daily visits from a member of the chaplaincy team and daily visits from an NHS doctor or nurse. As someone who was locked up for 9 months for exposing a rape gang - and spent 6 weeks in TOTAL solitary confinement - let me tell you, this in NOT EVEN prison, LET ALONE segregation. When I was in solitary I had ZERO time outside of my cell other than to shower (which was a narrow concrete wet room that I was locked into from the outside) or to walk alone around a tiny square yard with high wire fencing all around it ONCE in 6 weeks. NO visits, NO Bible sessions, NO gym, NO pool, NO laptop, NO emails, NO CD player, NO DVD player, NO daily chaplaincy visits, NO daily NHS doctor or nurse visits, NO 3 hours out of my cell, NO 2 hours with friends and family, NO 2 hours 45 mins painting and decorating, NO 4 hours of phone time every day, I WAS NOT EVEN ALLOWED TO ATTEND CHURCH DURING EASTER. Tommy was adamant that he would rather go to prison for contempt of court than to take down his video about a schoolboy. Whether you like it or not, this was his decision. Of course, Tommy fans will say that he should not be locked up (despite him pleading guilty to contempt of court)... But please do not pretend that he is languishing down the block! The man is enjoying more leisure time than most of us on the outside who are working full-time jobs. If he is struggling to cope with ALL of those privileges, he wouldn't last 5 MINUTES in a real jail, take it from someone who knows.

Tommy Robinson tried to appeal against his incarceration conditions and the following details have emerged: He gets 3 hours out of his cell every day - when he can exercise, use the gym or play recreational games such as pool. He gets another 2 hours and 45 minutes, 3 times a week when he does painting and decorating work. He has "significantly more visit time than any other prisoner", with 2 hours, 4 times a week, in a room described as "more informal and comfortable", where he can take in food he's bought from the canteen. He has 120 people on his visitors list and has had 93 visits. He can use the phone for 4 hours a day and has made more than 1,250 social calls. He has a television, a laptop - on which he receives emails "in their hundreds" - a CD player and a DVD player in his cell. He attends a weekly bible session and has daily visits from a member of the chaplaincy team and daily visits from an NHS doctor or nurse. As someone who was locked up for 9 months for exposing a rape gang - and spent 6 weeks in TOTAL solitary confinement - let me tell you, this in NOT EVEN prison, LET ALONE segregation. When I was in solitary I had ZERO time outside of my cell other than to shower (which was a narrow concrete wet room that I was locked into from the outside) or to walk alone around a tiny square yard with high wire fencing all around it ONCE in 6 weeks. NO visits, NO Bible sessions, NO gym, NO pool, NO laptop, NO emails, NO CD player, NO DVD player, NO daily chaplaincy visits, NO daily NHS doctor or nurse visits, NO 3 hours out of my cell, NO 2 hours with friends and family, NO 2 hours 45 mins painting and decorating, NO 4 hours of phone time every day, I WAS NOT EVEN ALLOWED TO ATTEND CHURCH DURING EASTER. Tommy was adamant that he would rather go to prison for contempt of court than to take down his video about a schoolboy. Whether you like it or not, this was his decision. Of course, Tommy fans will say that he should not be locked up (despite him pleading guilty to contempt of court)... But please do not pretend that he is languishing down the block! The man is enjoying more leisure time than most of us on the outside who are working full-time jobs. If he is struggling to cope with ALL of those privileges, he wouldn't last 5 MINUTES in a real jail, take it from someone who knows.

Jayda Fransen

38,033 views • 1 year ago

David Fizdale on LeBron’s crazy work ethic as a member of the Miami Heat: “Kevin Durant is the most relentless worker I’ve seen on the court, but LeBron’s body of work in a day, unmatched. I’d get to the office at 6 am. A guy rides in on a 10 speed with black tights and helmet with glasses. I’m like ‘who is this guy in our garage?’ He takes off the helmet, it’s Bron. He rolled into work on a bike and got his conditioning in. He rode miles into work, full sweat at 6 am. I’d meet him on the court and do a full other hour. Then we practice. Then he lifts. Then does all this stuff to prepare his body. By the time he leaves, his kids are getting out of school.” (Via Herd w/Colin Cowherd)

David Fizdale on LeBron’s crazy work ethic as a member of the Miami Heat: “Kevin Durant is the most relentless worker I’ve seen on the court, but LeBron’s body of work in a day, unmatched. I’d get to the office at 6 am. A guy rides in on a 10 speed with black tights and helmet with glasses. I’m like ‘who is this guy in our garage?’ He takes off the helmet, it’s Bron. He rolled into work on a bike and got his conditioning in. He rode miles into work, full sweat at 6 am. I’d meet him on the court and do a full other hour. Then we practice. Then he lifts. Then does all this stuff to prepare his body. By the time he leaves, his kids are getting out of school.” (Via Herd w/Colin Cowherd)

Heat Central

876,387 views • 3 months ago

Neel Nanda is leading a Google DeepMind research team at 26. He and I discuss: • How that happened • “If your safety work doesn't advance capabilities, it's probably bad safety work” • Should people work at the safest or most reckless AI company? • An AI PhD – with these timelines?! • How to best operate in a big frontier AI company • Neel's distinctive uses of LLMs and which cold emails he answers • A common reasoning error in AI alignment • Why he (Neel Nanda) refuses to share his p(doom) This is part 2 of our conversation, part 1 was a comprehensive update on his research area: mechanistic interpretability, which I'll link below. Links to this episode of the 80,000 Hours Podcast below — enjoy!

Neel Nanda is leading a Google DeepMind research team at 26. He and I discuss: • How that happened • “If your safety work doesn't advance capabilities, it's probably bad safety work” • Should people work at the safest or most reckless AI company? • An AI PhD – with these timelines?! • How to best operate in a big frontier AI company • Neel's distinctive uses of LLMs and which cold emails he answers • A common reasoning error in AI alignment • Why he (Neel Nanda) refuses to share his p(doom) This is part 2 of our conversation, part 1 was a comprehensive update on his research area: mechanistic interpretability, which I'll link below. Links to this episode of the 80,000 Hours Podcast below — enjoy!

Rob Wiblin

111,865 views • 11 months ago

Motion graphics used to take me an hour per scene (or more) Now I'm creating them in 3-5 minutes — without After Effects, without Premiere, without writing a single line of code. I'm a former LA filmmaker (still PGA). My entire video stack is now 3 tools: Claude Code + HyperFrames (from HeyGen) + Descript Here's how the workflow runs: 1. Drop my brand style guide into a folder (colors, fonts, components Claude reuses forever) 2. Paste a line from my Descript transcript into Claude Code: "Create a scene for this part of the video" 3. Claude Code reads my brand, generates the HyperFrames scene, renders it to MP4 4. Drag the MP4 into Descript, drop it on the matching line of the transcript 5. Done. 3-5 minutes per scene. The unlock is the brand style guide. Once Claude has your colors, fonts, and reusable components, every scene inherits your look automatically. Bonus — you can take a Claude Design export (.zip), hand it to Claude Code, and it'll convert the HTML into a HyperFrames video you can render and edit. I built a GitHub repo with all the skills pre-loaded. Non-developers can clone it, open Claude Code, and be rendering scenes in under 10 minutes. Full walkthrough (20 min video) below Repo (skills + brand template + music-from-transcript plugin): Bookmark this if you make videos. The brand-style-guide pattern alone will save you hours every week. If you're a creator or operator using AI for content — share this with someone who's still living in After Effects.

JJ Englert

103,543 views • 3 months ago