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My current stack for anyone that's been asking 👇 250mg Test/week 10mg Reta every 6 days 2mg Tesamorelin Mon-Fri before bed Glow Blend every morning 0.1mg MT-2 every morning 1mg MOTS-c daily 1mg SS-31 daily 5mg Injectable SLU That's it. No secrets. What does your current stack look like? ⬇️

Chase Irons

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60,261 views • 2 months ago •via X (Twitter)

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250mg Test 10mg Reta every 6 days Tesamorelin before bed Glow Blend SS-31 MOTS-C MT-2 Injectable SLU Ordered takeout. Ate a salad and a burger. Woke up at 201 — lightest in a long time 💀 That's the whole point. It just works. What does your current stack look like? ⬇️

250mg Test 10mg Reta every 6 days Tesamorelin before bed Glow Blend SS-31 MOTS-C MT-2 Injectable SLU Ordered takeout. Ate a salad and a burger. Woke up at 201 — lightest in a long time 💀 That's the whole point. It just works. What does your current stack look like? ⬇️

Chase Irons

19,342 views • 2 months ago

Morning weight 197 from 235. Nearly 40 pounds in two months off clean eating + peptides. 5am cardio - this is non negotiable. It can be as simple as walking around your neighborhood 30-45mins in the morning everyday. Leg day at 7am (I hit legs 2x a week) Peptide stack (weekly): Reta: 5mg (2mg mon - 1mg wed - 2mg fri) MOTS-C: 15mg (5mg mon - 5mg wed- 5mg fri) Tesamorelin: 2mg every night before bed time

Morning weight 197 from 235. Nearly 40 pounds in two months off clean eating + peptides. 5am cardio - this is non negotiable. It can be as simple as walking around your neighborhood 30-45mins in the morning everyday. Leg day at 7am (I hit legs 2x a week) Peptide stack (weekly): Reta: 5mg (2mg mon - 1mg wed - 2mg fri) MOTS-C: 15mg (5mg mon - 5mg wed- 5mg fri) Tesamorelin: 2mg every night before bed time

AYCE

149,313 views • 7 months ago

4 months strong. I am sitting at 190lbs. Hit a reefed today. Macros (daily) 180-190grams of protein 180-190grams of carbs Less than 60grams of fat Peptide stack: Retatrutide: 5mg weekly Tesamorelin: 2mg every morning (I used to take it every night but in the morning works best for me) MOTS-C: 9mg (split dose, 3mg mon wed fri) BPC-157: 1mg every night Still need to drop 20lbs. Can barely see my abs but my goal is mobility. I been in the gym for four months after being away from the weights / gym for four years. I train 4-5 days a week. I take no energy back home with me. I train until failure and I love negatives. I don’t feel an age over 30 since being on this peptide journey.

4 months strong. I am sitting at 190lbs. Hit a reefed today. Macros (daily) 180-190grams of protein 180-190grams of carbs Less than 60grams of fat Peptide stack: Retatrutide: 5mg weekly Tesamorelin: 2mg every morning (I used to take it every night but in the morning works best for me) MOTS-C: 9mg (split dose, 3mg mon wed fri) BPC-157: 1mg every night Still need to drop 20lbs. Can barely see my abs but my goal is mobility. I been in the gym for four months after being away from the weights / gym for four years. I train 4-5 days a week. I take no energy back home with me. I train until failure and I love negatives. I don’t feel an age over 30 since being on this peptide journey.

AYCE

23,409 views • 5 months ago

Been using Melanotan 2 for 15 years and this is the first year I've done it right 😂 0.1mg every morning. Zero nausea. Zero flushing. Zero random erections Used to do 1mg a night like a lunatic and it was miserable. Tan came fast though. What dose are you running MT-2 at? ⬇️

Been using Melanotan 2 for 15 years and this is the first year I've done it right 😂 0.1mg every morning. Zero nausea. Zero flushing. Zero random erections Used to do 1mg a night like a lunatic and it was miserable. Tan came fast though. What dose are you running MT-2 at? ⬇️

Chase Irons

29,106 views • 2 months ago

probably the happiest i've been in my life right now > 2K run every morning > 4-5 hours sleep on weeknights > elvanse / caffeine / nicotine stack > ice bath 5 mins + sauna daily > ashwagandha, shilajit, whatever else fits in the cabinet > 2-2.5 hours lifting every day > zero rest days in 2 months > no women, alcohol, or going out long way to go but finally starting to see what this thing can actually do. hitting PRs consistently. life is good. new year soon. will make it the best one yet. always down to hear what other routines people are running / stims they are abusing. drop it in the comments or dm. (video from leg day yesterday)

probably the happiest i've been in my life right now > 2K run every morning > 4-5 hours sleep on weeknights > elvanse / caffeine / nicotine stack > ice bath 5 mins + sauna daily > ashwagandha, shilajit, whatever else fits in the cabinet > 2-2.5 hours lifting every day > zero rest days in 2 months > no women, alcohol, or going out long way to go but finally starting to see what this thing can actually do. hitting PRs consistently. life is good. new year soon. will make it the best one yet. always down to hear what other routines people are running / stims they are abusing. drop it in the comments or dm. (video from leg day yesterday)

fullstacktard

11,217 views • 7 months ago

"My creatine goes electric blue every morning—and it's obliterating brain fog like nothing else." Dr. Boz's unstoppable stack: 2 scoops creatine daily for razor-sharp focus, ADHD mastery, jet lag annihilation (20g post-flight, SEAL-backed), and pure cognitive dominance. Kidney damage fears? "Total myth—false test spikes, doctors get fooled constantly." The powerhouse add-on: Methylene blue turns it blue while supercharging mitochondria and neuroprotection—2025's elite brain combo. "This duo blew my mind with the research. All for the BRAIN gains." Women: Drop the bodybuilder myth—this is next-level mental firepower. Watch this clip. Creatine (or +MB) user? Spill your brain boost story below.

"My creatine goes electric blue every morning—and it's obliterating brain fog like nothing else." Dr. Boz's unstoppable stack: 2 scoops creatine daily for razor-sharp focus, ADHD mastery, jet lag annihilation (20g post-flight, SEAL-backed), and pure cognitive dominance. Kidney damage fears? "Total myth—false test spikes, doctors get fooled constantly." The powerhouse add-on: Methylene blue turns it blue while supercharging mitochondria and neuroprotection—2025's elite brain combo. "This duo blew my mind with the research. All for the BRAIN gains." Women: Drop the bodybuilder myth—this is next-level mental firepower. Watch this clip. Creatine (or +MB) user? Spill your brain boost story below.

Camus

573,136 views • 7 months ago

One wallet on Polymarket is literally named "PBot-6" Every single position: 5-minute crypto Up-or-Down. It enters in the last 90 seconds before resolution. Every time. That's not a trader. That's a machine reading Chainlink's lag. I found 6 more just like it. Columbia published the proof last year. 25% of Polymarket volume is wash trading. 14% of wallets are coordinated. Everyone retweeted it. Nobody did anything with it. I did. 86 million trades. One Claude prompt. "build a graph where nodes = wallets, edges = pairs that traded together 10+ times" 412,000 wallet pairs. 23 cluster candidates. 4 filters later: 7 survivors. What I found: Cluster 1. Buy 1-8¢ entries on thin Saturday books while BTC moves on Binance. +3,400% PnL. That's not prediction. That's coordination. Cluster 2. PBot-6 and friends. Enter 90 seconds before resolution. Aligned with Chainlink lag. 71% of entries within 45 seconds of each other. Cluster 3. Buy 0.1¢ entries on "Seoul Mayoral 2026" months out. Entry 0.1¢ → current 50¢. +47,000% PnL. They're not predicting winners. They're farming optionality at sub-penny prices. Cluster 6. $35,000 positions days before token launches. Markets resolve their way every time. This one reads like insider allocation lists. Three rules to fade them: -> Cluster pumps a market. Wait 8 min. Fade the 50% retracement. -> 2+ cluster wallets exit what you're holding. Dump in 30 seconds. No debate. -> Cluster 4 is >40% of last-hour volume. The entire order book is fiction. Skip. 31 days. $300 in. 142 trades. 71% win rate. $16,300 out. Sharpe 2.6. Copytrade here: Stack cost: $25/month. Claude API + $5 VPS. Nothing paywalled. Repos: The clusters are still running right now. PBot-6 opened 3 positions this weekend. The graph doesn't lie. 99.9% will say this is cap. The 0.01% will run the pipeline.

One wallet on Polymarket is literally named "PBot-6" Every single position: 5-minute crypto Up-or-Down. It enters in the last 90 seconds before resolution. Every time. That's not a trader. That's a machine reading Chainlink's lag. I found 6 more just like it. Columbia published the proof last year. 25% of Polymarket volume is wash trading. 14% of wallets are coordinated. Everyone retweeted it. Nobody did anything with it. I did. 86 million trades. One Claude prompt. "build a graph where nodes = wallets, edges = pairs that traded together 10+ times" 412,000 wallet pairs. 23 cluster candidates. 4 filters later: 7 survivors. What I found: Cluster 1. Buy 1-8¢ entries on thin Saturday books while BTC moves on Binance. +3,400% PnL. That's not prediction. That's coordination. Cluster 2. PBot-6 and friends. Enter 90 seconds before resolution. Aligned with Chainlink lag. 71% of entries within 45 seconds of each other. Cluster 3. Buy 0.1¢ entries on "Seoul Mayoral 2026" months out. Entry 0.1¢ → current 50¢. +47,000% PnL. They're not predicting winners. They're farming optionality at sub-penny prices. Cluster 6. $35,000 positions days before token launches. Markets resolve their way every time. This one reads like insider allocation lists. Three rules to fade them: -> Cluster pumps a market. Wait 8 min. Fade the 50% retracement. -> 2+ cluster wallets exit what you're holding. Dump in 30 seconds. No debate. -> Cluster 4 is >40% of last-hour volume. The entire order book is fiction. Skip. 31 days. $300 in. 142 trades. 71% win rate. $16,300 out. Sharpe 2.6. Copytrade here: Stack cost: $25/month. Claude API + $5 VPS. Nothing paywalled. Repos: The clusters are still running right now. PBot-6 opened 3 positions this weekend. The graph doesn't lie. 99.9% will say this is cap. The 0.01% will run the pipeline.

Trackmind

20,082 views • 3 months ago

54% of Anthropic's new enterprise logos in 2026 came through self-serve. Self-serve enterprise. Real ACV. Real terms of service. No AE in the loop. Anthropic's Head of Industries Eleanor Dorfman walked through at SaaStr AI 2026 last week how they rebuilt the entire sales org in 30 days after Claude Opus 4.6 broke their demand curve in December. 👉The constraint: couldn't 3x or 4x the sales team fast enough without lowering the recruiting bar. The thesis: don't buy a new stack. Thread Claude through the one you already have. What they kept: 1⃣ Clay for enrichment 2⃣LeanData for routing 3⃣ Salesforce as system of record 4⃣Gong for call coaching 5⃣Ironclad for contracts 6⃣Slack for everything else What they added: Claude as the connective tissue between all six. The four moves: 1/ Killed the PLG vs SLG orthodoxy. Launched enterprise self-serve in January. Intercom Fin guides the buyer through the journey. Now 54% of new enterprise logos. 2/ Threaded Claude through the existing stack. Every AE starts the day with a "morning brief" Skill that pulls context from Gmail, Gong, Slack, Salesforce, Intercom, Greenhouse. 3/ Made Slack the front door for every support function. Slack ticket in, Jira ticket out. Claude triages and resolves inline if it matches precedent. Escalates with full context if not. 4/ Codified what the best reps do as Skills. Every new rep gets a sales plug-in with 5 Skills: morning brief, call prep, customer follow-up, competitive intel, create-an-asset. Anthropic didn't replace anything. They invested in the stack they already had and let Claude be the seam between everything. Most companies will spend 2026 evaluating AI-native sales platforms. But Anthropic did it with its current stack + Claude. Almost none of it required new software.

54% of Anthropic's new enterprise logos in 2026 came through self-serve. Self-serve enterprise. Real ACV. Real terms of service. No AE in the loop. Anthropic's Head of Industries Eleanor Dorfman walked through at SaaStr AI 2026 last week how they rebuilt the entire sales org in 30 days after Claude Opus 4.6 broke their demand curve in December. 👉The constraint: couldn't 3x or 4x the sales team fast enough without lowering the recruiting bar. The thesis: don't buy a new stack. Thread Claude through the one you already have. What they kept: 1⃣ Clay for enrichment 2⃣LeanData for routing 3⃣ Salesforce as system of record 4⃣Gong for call coaching 5⃣Ironclad for contracts 6⃣Slack for everything else What they added: Claude as the connective tissue between all six. The four moves: 1/ Killed the PLG vs SLG orthodoxy. Launched enterprise self-serve in January. Intercom Fin guides the buyer through the journey. Now 54% of new enterprise logos. 2/ Threaded Claude through the existing stack. Every AE starts the day with a "morning brief" Skill that pulls context from Gmail, Gong, Slack, Salesforce, Intercom, Greenhouse. 3/ Made Slack the front door for every support function. Slack ticket in, Jira ticket out. Claude triages and resolves inline if it matches precedent. Escalates with full context if not. 4/ Codified what the best reps do as Skills. Every new rep gets a sales plug-in with 5 Skills: morning brief, call prep, customer follow-up, competitive intel, create-an-asset. Anthropic didn't replace anything. They invested in the stack they already had and let Claude be the seam between everything. Most companies will spend 2026 evaluating AI-native sales platforms. But Anthropic did it with its current stack + Claude. Almost none of it required new software.

Jason ✨👾SaaStr.Ai✨ Lemkin

437,853 views • 2 months ago

A Google DeepMind researcher cornered me at a bar in Hayes Valley I was showing my Polymarket PNL to a friend. She leaned over. Didn't introduce herself. "That's not a trading app. Show me your stack" I told her. Claude Code. Four repos. $25 a month. She set down her drink. "We tested this internally. You connect Claude directly to a dataset. It builds its own detectors. But nobody ships it because compliance kills everything" I asked what she meant. She took my phone. Opened one link. 86 million trades. Every wallet. Every entry. Every exit. "You don't tell Claude what to look for. It finds the wallets that win. Then it finds WHY they win. Then it copies the pattern" Her team spent 9 months building this for a hedge fund. 14 people. $2M budget. "The part that took us the longest - exit logic. Everyone thinks entries matter. They don't. Exits are the entire game" I told her my bot cuts at 85% of expected move or on a 3x volume spike. She went quiet. "Who taught you that" Claude Code found it in poly_data. Top wallets exit before resolution 91% of the time. They capture the move and leave. She opened another link. "This is the scanner. Three commands. 500+ markets. No API key. Claude scores them in 20 minutes" "That's our exact infra. Except it took us 9 months and you did it in a weekend" My setup: Claude API - $20/mo VPS - $5/mo poly_data - free polymarket-cli - free 19 days. 4 agents. 74% win rate. Copytrade here: I showed her the article where I broke down every repo, every command, every dollar. She read it for five minutes. Then: "You just open-sourced our entire pipeline" She texted me the next day. "My team lead saw your thread. Take it down" Too late.

A Google DeepMind researcher cornered me at a bar in Hayes Valley I was showing my Polymarket PNL to a friend. She leaned over. Didn't introduce herself. "That's not a trading app. Show me your stack" I told her. Claude Code. Four repos. $25 a month. She set down her drink. "We tested this internally. You connect Claude directly to a dataset. It builds its own detectors. But nobody ships it because compliance kills everything" I asked what she meant. She took my phone. Opened one link. 86 million trades. Every wallet. Every entry. Every exit. "You don't tell Claude what to look for. It finds the wallets that win. Then it finds WHY they win. Then it copies the pattern" Her team spent 9 months building this for a hedge fund. 14 people. $2M budget. "The part that took us the longest - exit logic. Everyone thinks entries matter. They don't. Exits are the entire game" I told her my bot cuts at 85% of expected move or on a 3x volume spike. She went quiet. "Who taught you that" Claude Code found it in poly_data. Top wallets exit before resolution 91% of the time. They capture the move and leave. She opened another link. "This is the scanner. Three commands. 500+ markets. No API key. Claude scores them in 20 minutes" "That's our exact infra. Except it took us 9 months and you did it in a weekend" My setup: Claude API - $20/mo VPS - $5/mo poly_data - free polymarket-cli - free 19 days. 4 agents. 74% win rate. Copytrade here: I showed her the article where I broke down every repo, every command, every dollar. She read it for five minutes. Then: "You just open-sourced our entire pipeline" She texted me the next day. "My team lead saw your thread. Take it down" Too late.

Lunar

124,367 views • 4 months ago

A 34-year-old came to my ER last month. Day four of diarrhea, 102 fever, gray-faced and exhausted. "I don't get it, doc, I've been eating healthy. Scrambled eggs every single morning." What I didn't tell him: he was patient #3 that week with the same story. Different kitchens, different stores, one thing in common, a carton in the fridge matching all three recall details. His wife landed in the next bed 48 hours later. Not from the eggs. From the shelf the carton sat on, and the counter it touched. Salmonella doesn't stay in the shell. That's why I'll keep posting it until the dates run out: brand Kroger through Country Morning, stamp P-1950 or 0840962, Julian code 157–184. All three match? It's in the trash tonight, and so are the eggs, the shelf gets washed, and if fever or cramps show up within 6 days, the words "egg recall" come out of your mouth before the doctor even asks. That's the detail that skips two weeks of wrong tests.

Dr.L

93,684 views • 10 days ago

Claude and a free weather API will earn you $100k+. Success rate for beginners: 80%. Complete guide and algorithm for building Polymarket weather trading bot. Simple logic, a low entry budget and high ROI -that’s why weather bots are so clean. Onchain proof these bots exist: 1st bot: 2nd bot: I verified their profitability by myself copying every trade - each bot's win rate over time ranges from 80 to 90%. I grew my starting capital by +40% in just one week. You can copy their trades and see for yourself in two clicks through this bot: The alpha is simple: you're not trading weather. You're trading other people's ignorance. Gap between what the crowd prices and what 51 ensemble models say. Polymarket asks: "Will Atlanta hit 95°F tomorrow?" Normies bet on vibes. You bet on math. The core tool: Open-Meteo API. Free. No key needed. 51-model ensemble. Clean JSON. Cooked and ready. Update every 30 min. Hardcode your city coordinates - don't waste time on geocoding at runtime. This single endpoint beats most paid tools for what Polymarket actually needs. The edge in one sentence: Market is heavy on 16°C. Your 51-model ensemble points at 19°C. That's your trade. Find that gap systematically across every city market, every day - and you have a scanner. That's what separates consistent traders from gamblers. How to start: - Week 1: Open-Meteo + tropicaltidbits. Pick one city market. Track model vs market price daily. Don't trade yet — just watch where you'd have been right. - Weeks 2–3: Automate the pull. Log ensemble divergences. Build the scanner. - Week 4: Now you have an edge. Trade it. Most people want to skip to week 4. That's exactly why most people lose. Now you have the algorithm framework plus a complete guide to get started. All that's left is to actually do it. Bookmark this post so you can come back to it when you start building the bot.

Claude and a free weather API will earn you $100k+. Success rate for beginners: 80%. Complete guide and algorithm for building Polymarket weather trading bot. Simple logic, a low entry budget and high ROI -that’s why weather bots are so clean. Onchain proof these bots exist: 1st bot: 2nd bot: I verified their profitability by myself copying every trade - each bot's win rate over time ranges from 80 to 90%. I grew my starting capital by +40% in just one week. You can copy their trades and see for yourself in two clicks through this bot: The alpha is simple: you're not trading weather. You're trading other people's ignorance. Gap between what the crowd prices and what 51 ensemble models say. Polymarket asks: "Will Atlanta hit 95°F tomorrow?" Normies bet on vibes. You bet on math. The core tool: Open-Meteo API. Free. No key needed. 51-model ensemble. Clean JSON. Cooked and ready. Update every 30 min. Hardcode your city coordinates - don't waste time on geocoding at runtime. This single endpoint beats most paid tools for what Polymarket actually needs. The edge in one sentence: Market is heavy on 16°C. Your 51-model ensemble points at 19°C. That's your trade. Find that gap systematically across every city market, every day - and you have a scanner. That's what separates consistent traders from gamblers. How to start: - Week 1: Open-Meteo + tropicaltidbits. Pick one city market. Track model vs market price daily. Don't trade yet — just watch where you'd have been right. - Weeks 2–3: Automate the pull. Log ensemble divergences. Build the scanner. - Week 4: Now you have an edge. Trade it. Most people want to skip to week 4. That's exactly why most people lose. Now you have the algorithm framework plus a complete guide to get started. All that's left is to actually do it. Bookmark this post so you can come back to it when you start building the bot.

cvxv666

50,799 views • 4 months ago

Elon Musk just described your mind as a save file. Musk: “If we can do the Neuralink essentially, the age will not matter that much. You can simply save your state and restore your state. Like a saved game essentially.” Not a metaphor. A product roadmap. Then he exposed the entire wellness industry in one sentence. Musk: “You could take a fruit fly and give it yoga, have it do daily yoga and have a very healthy diet, and it’s still going to live for three weeks. Maybe four weeks.” Every cold plunge. Every longevity stack. Every $200 supplement from a guy who sleeps in a hyperbaric chamber. You are the fruit fly doing yoga. Musk: “Environmental factors are relatively minor for extending life. You have to change the DNA.” Your morning routine isn’t fighting death. It’s decorating the cage. Musk: “You’ve got to stop the DNA clock somehow.” Most people hear that and feel hopeless. Musk hears it and starts building. That’s what Neuralink actually is. Not a brain chip. A backup drive for the human mind. Musk: “Will people be okay with changing the DNA? That’s the thing about extending life.” The barrier to immortality isn’t engineering. It’s permission. And Musk has never once waited for permission. Every species before us died because it had no choice. He’s building the choice.

Elon Musk just described your mind as a save file. Musk: “If we can do the Neuralink essentially, the age will not matter that much. You can simply save your state and restore your state. Like a saved game essentially.” Not a metaphor. A product roadmap. Then he exposed the entire wellness industry in one sentence. Musk: “You could take a fruit fly and give it yoga, have it do daily yoga and have a very healthy diet, and it’s still going to live for three weeks. Maybe four weeks.” Every cold plunge. Every longevity stack. Every $200 supplement from a guy who sleeps in a hyperbaric chamber. You are the fruit fly doing yoga. Musk: “Environmental factors are relatively minor for extending life. You have to change the DNA.” Your morning routine isn’t fighting death. It’s decorating the cage. Musk: “You’ve got to stop the DNA clock somehow.” Most people hear that and feel hopeless. Musk hears it and starts building. That’s what Neuralink actually is. Not a brain chip. A backup drive for the human mind. Musk: “Will people be okay with changing the DNA? That’s the thing about extending life.” The barrier to immortality isn’t engineering. It’s permission. And Musk has never once waited for permission. Every species before us died because it had no choice. He’s building the choice.

Dustin

14,182 views • 3 months ago

Marc Andreessen: "I'm reading every spare minute that I have" Expanding on his information diet, the a16z cofounder says AirPods have been the single biggest technological leap: "They're the unlock for me for audiobooks, podcasts, and interviews. I'm doing audio content probably 2-3 hours per day -- getting up in the morning, going to bed at night, all the drive time . . . If nothing else is going on, I'm always listening to something." Text-to-speech has also been an unlock with apps like Substack, NaturalReader, and Apple's audiobooks -- "It sounds spectacular," Marc says, "[AI voice technology] is really starting to work." Marc uses podcasts and YouTube interviews to go down rabbit holes on topics, but otherwise he's trying to get back to audiobooks: "I try to get back to audiobooks as much as possible, and the reason is audiobooks are my opportunity to really learn a new area that I probably don't know anything about. And so if I can scrape aside 10-20 hours of audio time for a period of history or something like that, I can really go deep on it." Marc generally tries to barbell his information intake: "It's either stuff that's super current or it's stuff that's timeless. I'm basically trying to not read anything that's from yesterday through like 10 years ago. I'm trying to be super current, and the form of being super current is talking to people who are currently experts or it's Twitter. Then for timeless, that's almost all books, but I kind of go back and forth between these modes." He continues: "I'm either listening to a book that's usually on history or a biography or something like that or some new domain that I'm trying to learn. Or I'm up to the minute on what's happening in AI today." source: David Perell (2023)

Marc Andreessen: "I'm reading every spare minute that I have" Expanding on his information diet, the a16z cofounder says AirPods have been the single biggest technological leap: "They're the unlock for me for audiobooks, podcasts, and interviews. I'm doing audio content probably 2-3 hours per day -- getting up in the morning, going to bed at night, all the drive time . . . If nothing else is going on, I'm always listening to something." Text-to-speech has also been an unlock with apps like Substack, NaturalReader, and Apple's audiobooks -- "It sounds spectacular," Marc says, "[AI voice technology] is really starting to work." Marc uses podcasts and YouTube interviews to go down rabbit holes on topics, but otherwise he's trying to get back to audiobooks: "I try to get back to audiobooks as much as possible, and the reason is audiobooks are my opportunity to really learn a new area that I probably don't know anything about. And so if I can scrape aside 10-20 hours of audio time for a period of history or something like that, I can really go deep on it." Marc generally tries to barbell his information intake: "It's either stuff that's super current or it's stuff that's timeless. I'm basically trying to not read anything that's from yesterday through like 10 years ago. I'm trying to be super current, and the form of being super current is talking to people who are currently experts or it's Twitter. Then for timeless, that's almost all books, but I kind of go back and forth between these modes." He continues: "I'm either listening to a book that's usually on history or a biography or something like that or some new domain that I'm trying to learn. Or I'm up to the minute on what's happening in AI today." source: David Perell (2023)

Perch

341,799 views • 7 months ago

Matthew Gallagher Built a $401M Company in Year One with 2 People. And the tool behind it? Claude Code. This year he's on track for $1.8B. Sam Altman predicted this. It's happening now. The problem? It costs money. API credits stack up. Monthly bills keep growing. Every prompt eats your budget. Every project drains your wallet faster. Until now. Two methods. 99% cheaper. One is completely free. Forever. $0. Not a trial. This video breaks down both step by step. ↓ Let me put this in perspective. $100-$500. That's monthly. That's what you spend. That's $6,000/year on API credits. Just to use a tool you haven't shipped anything with. The $401M guy? Spending $0. Same capability. Shipping weekly. Different cost structure. Different results. Different life. I'm about to hand you his cost structure for free. ↓ Open source vs closed source. Pay attention. Closed source: Claude. GPT-4. Pay per token. Meter always running. Open source: Qwen. Llama. Mistral. Free to download. Free to run. Free forever. No meter. No tokens. No bill. Here's what nobody tells you: 80% of coding tasks? Open source handles them. More than handles them. Writes clean code. Debugs errors. Generates boilerplate. Handles routine work perfectly. You're paying premium prices for tasks that don't need premium intelligence. That's hiring a brain surgeon to put on a bandaid. Smart play: Free models for the 80%. Paid credits for the 20%. That's what the $401M guy does. That's what this video teaches you. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses. ↓ Method 1: Ollama. Local. Free. Forever. Download it. Pull a model. Point Claude Code at it. Done. No internet needed. No API keys required. No monthly subscription. No token counting ever. No bill. Today. Tomorrow. Ever. Your data never leaves your computer. Complete privacy. Complete freedom. Claude Code thinks it's talking to the cloud. It's talking to your laptop. For $0. The video walks through every step: Every config file. Every variable. Every command. Every click. If you can follow a recipe, you can do this. People who set this up 3 months ago? Saved $300-$1,500 since then. Workflow didn't change one bit. ↓ Hardware you need: 16GB RAM: 7B models run smooth. 32GB RAM: 32B models run comfortable. 64GB + GPU: biggest models available. No GPU? Still works. Just slower. Few extra seconds. That's it. Your $1,500 laptop is sitting there running Chrome and Spotify. Put it to work saving you $200/month instead. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses. ↓ Method 2: Open Router. Free Cloud. No Hardware. Weak machine? Don't want local setup? This method is for you. Free AI models in the cloud. No download. No hardware. Configure Claude Code to route through Open Router. The config: Base URL: Open Router API. API key: free Open Router key. Default Sonnet: free. Default Opus: free. Default Haiku: free. Small fast model: free. Subagent model: free. Free. Free. Free. Free. Free across the board. Same interface. Same commands. Same workflow. Zero cost. Copy the config from the video. Paste it. Save $200/month. Starting today. Right now. ↓ When to use which: Ollama (local): Best for privacy. Best for offline work. Best for unlimited usage. Best if you have decent hardware. Open Router (cloud): Best for weak machines. Best for instant setup. Best for trying different models. Best if you don't want to manage anything. Both methods: Best for 80% of your daily work. Still use paid Claude for: Complex architecture. Multi-file refactoring. Deep reasoning tasks. The 20% that actually needs it. $20/month instead of $200/month. Same output. 90% less cost. ↓ The math that should make you angry. You (current): $200-$500/month. $2,400-$6,000/year. $7,200-$18,000 over 3 years. You (after this video): $20-$50/month. $240-$600/year. $720-$1,800 over 3 years. Savings over 3 years: $6,480-$16,200. That's a used car. That's seed money. That's 6 months of rent. All from one 25-minute video. All from 15 minutes of configuration. Highest ROI 25 minutes you'll spend this year. ↓ The limitations. I won't lie to you. Open source is not Opus. Not as smart on complex reasoning. Not as good at long-context tasks. Makes more mistakes on nuanced problems. But they are: Free. Capable. Getting better monthly. Good enough for 80% of daily work. Smart cost management isn't being cheap. It's being strategic. Expensive tool when it matters. Free tool when it doesn't. ↓ The one-person billion-dollar company is coming. $401M in year one proved it's possible. The building blocks: AI that codes: Claude Code. Way to run it free: this video. Distribution: the internet. Customers: everyone. Only missing ingredient? Someone who builds. Not reads about building. Not saves posts about building. Not bookmarks videos about building. Builds. Tools are free. Knowledge is free. Opportunity is screaming. You're still "thinking about it." ↓ Your action plan: Tonight: Watch the video. Tomorrow morning: Set up Ollama or Open Router. Tomorrow afternoon: Build something. Anything. This week: Build a second thing. Faster. This month: Charge someone for it. One video. One setup. One weekend. $0 cost. Unlimited potential. Or keep paying $200/month for something you could get free. Keep consuming instead of building. Keep planning instead of shipping. Matthew Gallagher didn't plan a $401M company. He built it. Full video attached. Every method. Every config. Every tradeoff. 25 minutes. Your move. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses.

Matthew Gallagher Built a $401M Company in Year One with 2 People. And the tool behind it? Claude Code. This year he's on track for $1.8B. Sam Altman predicted this. It's happening now. The problem? It costs money. API credits stack up. Monthly bills keep growing. Every prompt eats your budget. Every project drains your wallet faster. Until now. Two methods. 99% cheaper. One is completely free. Forever. $0. Not a trial. This video breaks down both step by step. ↓ Let me put this in perspective. $100-$500. That's monthly. That's what you spend. That's $6,000/year on API credits. Just to use a tool you haven't shipped anything with. The $401M guy? Spending $0. Same capability. Shipping weekly. Different cost structure. Different results. Different life. I'm about to hand you his cost structure for free. ↓ Open source vs closed source. Pay attention. Closed source: Claude. GPT-4. Pay per token. Meter always running. Open source: Qwen. Llama. Mistral. Free to download. Free to run. Free forever. No meter. No tokens. No bill. Here's what nobody tells you: 80% of coding tasks? Open source handles them. More than handles them. Writes clean code. Debugs errors. Generates boilerplate. Handles routine work perfectly. You're paying premium prices for tasks that don't need premium intelligence. That's hiring a brain surgeon to put on a bandaid. Smart play: Free models for the 80%. Paid credits for the 20%. That's what the $401M guy does. That's what this video teaches you. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses. ↓ Method 1: Ollama. Local. Free. Forever. Download it. Pull a model. Point Claude Code at it. Done. No internet needed. No API keys required. No monthly subscription. No token counting ever. No bill. Today. Tomorrow. Ever. Your data never leaves your computer. Complete privacy. Complete freedom. Claude Code thinks it's talking to the cloud. It's talking to your laptop. For $0. The video walks through every step: Every config file. Every variable. Every command. Every click. If you can follow a recipe, you can do this. People who set this up 3 months ago? Saved $300-$1,500 since then. Workflow didn't change one bit. ↓ Hardware you need: 16GB RAM: 7B models run smooth. 32GB RAM: 32B models run comfortable. 64GB + GPU: biggest models available. No GPU? Still works. Just slower. Few extra seconds. That's it. Your $1,500 laptop is sitting there running Chrome and Spotify. Put it to work saving you $200/month instead. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses. ↓ Method 2: Open Router. Free Cloud. No Hardware. Weak machine? Don't want local setup? This method is for you. Free AI models in the cloud. No download. No hardware. Configure Claude Code to route through Open Router. The config: Base URL: Open Router API. API key: free Open Router key. Default Sonnet: free. Default Opus: free. Default Haiku: free. Small fast model: free. Subagent model: free. Free. Free. Free. Free. Free across the board. Same interface. Same commands. Same workflow. Zero cost. Copy the config from the video. Paste it. Save $200/month. Starting today. Right now. ↓ When to use which: Ollama (local): Best for privacy. Best for offline work. Best for unlimited usage. Best if you have decent hardware. Open Router (cloud): Best for weak machines. Best for instant setup. Best for trying different models. Best if you don't want to manage anything. Both methods: Best for 80% of your daily work. Still use paid Claude for: Complex architecture. Multi-file refactoring. Deep reasoning tasks. The 20% that actually needs it. $20/month instead of $200/month. Same output. 90% less cost. ↓ The math that should make you angry. You (current): $200-$500/month. $2,400-$6,000/year. $7,200-$18,000 over 3 years. You (after this video): $20-$50/month. $240-$600/year. $720-$1,800 over 3 years. Savings over 3 years: $6,480-$16,200. That's a used car. That's seed money. That's 6 months of rent. All from one 25-minute video. All from 15 minutes of configuration. Highest ROI 25 minutes you'll spend this year. ↓ The limitations. I won't lie to you. Open source is not Opus. Not as smart on complex reasoning. Not as good at long-context tasks. Makes more mistakes on nuanced problems. But they are: Free. Capable. Getting better monthly. Good enough for 80% of daily work. Smart cost management isn't being cheap. It's being strategic. Expensive tool when it matters. Free tool when it doesn't. ↓ The one-person billion-dollar company is coming. $401M in year one proved it's possible. The building blocks: AI that codes: Claude Code. Way to run it free: this video. Distribution: the internet. Customers: everyone. Only missing ingredient? Someone who builds. Not reads about building. Not saves posts about building. Not bookmarks videos about building. Builds. Tools are free. Knowledge is free. Opportunity is screaming. You're still "thinking about it." ↓ Your action plan: Tonight: Watch the video. Tomorrow morning: Set up Ollama or Open Router. Tomorrow afternoon: Build something. Anything. This week: Build a second thing. Faster. This month: Charge someone for it. One video. One setup. One weekend. $0 cost. Unlimited potential. Or keep paying $200/month for something you could get free. Keep consuming instead of building. Keep planning instead of shipping. Matthew Gallagher didn't plan a $401M company. He built it. Full video attached. Every method. Every config. Every tradeoff. 25 minutes. Your move. Follow Himanshu Kumar for more breakdowns that turn free tools into real businesses.

Himanshu Kumar

13,599 views • 4 months ago

✨Daily Bible Verse Proverbs 3:5-6 (NIV) “Trust in the Lord with all your heart and lean not on your own understanding; in all your ways submit to him, and he will make your paths straight.” ✨Daily Inspiration Good morning! As we step into this new Monday and a brand-new week, remember that God specializes in fresh beginnings. Just like the heartfelt prayer in the video, today is an invitation to release yesterday’s burdens, embrace His renewal, and walk forward with confidence. No matter what the week holds—challenges, opportunities, or quiet moments—He is already guiding your steps and filling your heart with peace. Let this be a day of hope, joy, and purpose as you trust in His perfect plans. ✨Daily Prayer Lord, today is Monday, the 6th day of April. I thank You for the gift of new beginnings, especially in this season after Easter when Your resurrection power reminds us that nothing is impossible with You. Renew my spirit and strengthen my faith. Help me walk in confidence as I trust Your plans for my life. Guide my steps today and every day this week. Fill my heart with Your perfect peace that surpasses all understanding. Bless my loved ones, watch over our home, and protect us in all our ways. May this week overflow with hope, joy, and divine purpose. I start this day with gratitude and will end it with praise. In Jesus’ name, Amen. ✨✨Daily Inspiration Paragraph Lord, as we begin this Monday, we are reminded of Your endless mercy and the fresh start You offer each morning. After the joy of Easter, we celebrate the same power that raised Jesus now at work in our lives. Let this week be marked by deeper trust, renewed strength, and visible blessings. May we move through every task, conversation, and challenge knowing You are with us, making our paths straight and our hearts steady.

NancyH

13,363 views • 4 months ago

$My dad called Claude a toy for people who can't trade. He's been trading for 20 years. I didn't argue. I just turned the monitor toward him. He read the results twice. That can't be right. 27 days. $200 → $25,400. 74% win rate. Sharpe 2.47. While 92% of traders lose money, a tiny fraction quietly extracts millions. Then I showed him why. 86M+ Polymarket trades analyzed. Every wallet. Every entry. Every exit. One Claude prompt: Find every wallet with 100+ trades and a win rate above 70%. Rank them by profit. 14,000 wallets scanned. 47 elite wallets found. The top 20 earned more than the other 13,000 combined. He looked at me and said: That's not data. That's a treasure map. But that wasn't the real edge. Three independent AI agents vote on every trade. ✅ 2 agree → Full position ⚠️ 1 agrees → Half position ❌ No consensus → No trade That one rule eliminated nearly 40% of losing trades. Another AI watches for fresh smart wallets entering low-liquidity markets before everyone else notices. One wallet grew $35K into $442K. 73 live dashboards handle everything: → Whale tracking → Insider detection → Wallet clustering → Signal scoring → Arbitrage opportunities → Smart money monitoring No emotions. No guessing. Just data and execution. Then he asked: How much does this cost? About $25/month. Silence. I've been paying analysts six figures to do half of this. The crazy part? The tools are public. Most people still think AI is just for writing emails. Meanwhile, others are quietly using it to build an edge. 🎁 I'm putting together the exact AI trading stack, prompts, and workflow behind this. Like + Repost + Comment "Claude" and I'll DM it to you. Make sure to follow me Himanshu Kumar ( so i can send you DM)$

My dad called Claude a toy for people who can't trade. He's been trading for 20 years. I didn't argue. I just turned the monitor toward him. He read the results twice. That can't be right. 27 days. $200 → $25,400. 74% win rate. Sharpe 2.47. While 92% of traders lose money, a tiny fraction quietly extracts millions. Then I showed him why. 86M+ Polymarket trades analyzed. Every wallet. Every entry. Every exit. One Claude prompt: Find every wallet with 100+ trades and a win rate above 70%. Rank them by profit. 14,000 wallets scanned. 47 elite wallets found. The top 20 earned more than the other 13,000 combined. He looked at me and said: That's not data. That's a treasure map. But that wasn't the real edge. Three independent AI agents vote on every trade. ✅ 2 agree → Full position ⚠️ 1 agrees → Half position ❌ No consensus → No trade That one rule eliminated nearly 40% of losing trades. Another AI watches for fresh smart wallets entering low-liquidity markets before everyone else notices. One wallet grew $35K into $442K. 73 live dashboards handle everything: → Whale tracking → Insider detection → Wallet clustering → Signal scoring → Arbitrage opportunities → Smart money monitoring No emotions. No guessing. Just data and execution. Then he asked: How much does this cost? About $25/month. Silence. I've been paying analysts six figures to do half of this. The crazy part? The tools are public. Most people still think AI is just for writing emails. Meanwhile, others are quietly using it to build an edge. 🎁 I'm putting together the exact AI trading stack, prompts, and workflow behind this. Like + Repost + Comment "Claude" and I'll DM it to you. Make sure to follow me Himanshu Kumar ( so i can send you DM)

Himanshu Kumar

148,018 views • 28 days ago

I run my meta ads with OpenClaw🦞 for $0/month 😱 here's the system that runs autonomously: step 1: daily health check → social-cli (major shoutout to Vishal Gopal Ojha) wraps Meta's marketing API (token refresh, pagination, rate limits all handled) → am I on track? what's running? who's winning? who's bleeding? any fatigue? → the same 5 questions I asked Ads Manager every morning for 20 years step 2: catch dying ads before CPA spikes → OpenClaw🦞 pulls daily frequency by ad → frequency > 3.5 = audience is cooked, CTR is about to drop → this one signal saves more money than any dashboard step 3: auto-pause bleeders + shift budget to winners → CPA > 2.5x target for 48hrs? auto-pause. no hesitation. → ranks every campaign by efficiency. recommends shifting spend. → last fri it paused an $87 CPA campaign at 3am and scaled my best performer 30% step 4: write new ad copy from your winners → agent analyzes what's working (hooks, angles, CTAs) → generates variations based on the patterns in YOUR top performers → copy modeled on what already converts in your account. step 5: upload ads directly to your account → new creative + copy → live in Meta Ads Manager → no more downloading, formatting, clicking through the upload flow → agent handles the entire publish cycle step 6: content concepts + morning brief → spots patterns across winners and suggests what to test next → delivers everything to Telegram, Slack, wherever you want it → 90 seconds to read. reply "approved." done. input: your ad account + your target CPA output: an AI that monitors, kills, scales, writes, AND uploads your ads dozens of hours in ad manager → 1 text message I packaged the entire system as the Meta Ads Kit. 5 OpenClaw🦞 skills: - meta-ads (daily checks + auto-pause) - ad-creative-monitor (fatigue detection) - budget-optimizer (efficiency scoring + shift recs) - ad-copy-generator (writes variations from your winners) - ad-upload (publishes creative directly to your account) giving it away free. comment ADS + like + follow (must follow so i can DM)

I run my meta ads with OpenClaw🦞 for $0/month 😱 here's the system that runs autonomously: step 1: daily health check → social-cli (major shoutout to Vishal Gopal Ojha) wraps Meta's marketing API (token refresh, pagination, rate limits all handled) → am I on track? what's running? who's winning? who's bleeding? any fatigue? → the same 5 questions I asked Ads Manager every morning for 20 years step 2: catch dying ads before CPA spikes → OpenClaw🦞 pulls daily frequency by ad → frequency > 3.5 = audience is cooked, CTR is about to drop → this one signal saves more money than any dashboard step 3: auto-pause bleeders + shift budget to winners → CPA > 2.5x target for 48hrs? auto-pause. no hesitation. → ranks every campaign by efficiency. recommends shifting spend. → last fri it paused an $87 CPA campaign at 3am and scaled my best performer 30% step 4: write new ad copy from your winners → agent analyzes what's working (hooks, angles, CTAs) → generates variations based on the patterns in YOUR top performers → copy modeled on what already converts in your account. step 5: upload ads directly to your account → new creative + copy → live in Meta Ads Manager → no more downloading, formatting, clicking through the upload flow → agent handles the entire publish cycle step 6: content concepts + morning brief → spots patterns across winners and suggests what to test next → delivers everything to Telegram, Slack, wherever you want it → 90 seconds to read. reply "approved." done. input: your ad account + your target CPA output: an AI that monitors, kills, scales, writes, AND uploads your ads dozens of hours in ad manager → 1 text message I packaged the entire system as the Meta Ads Kit. 5 OpenClaw🦞 skills: - meta-ads (daily checks + auto-pause) - ad-creative-monitor (fatigue detection) - budget-optimizer (efficiency scoring + shift recs) - ad-copy-generator (writes variations from your winners) - ad-upload (publishes creative directly to your account) giving it away free. comment ADS + like + follow (must follow so i can DM)

Matthew Berman

639,791 views • 5 months ago

A lot of people have been asking where I am and if I am ok. I am preparing. In two weeks, I will begin my first vacation in nearly two years. I won't be spending it on a beach. I won't be traveling abroad. I won't be resting. Instead, I will walk home. From Maidan and the Alley of Heroes in Kyiv to Kramatorsk. Hundreds of kilometers. Roughly 50 kilometers every day. In the summer heat, where temperatures regularly reach 28°C and above. I have my own health challenges, and there will be days when every step hurts. But compared to what my soldiers endure every day, that discomfort is insignificant. I am doing this because it is easy for the frontline to feel distant when you are not living beside it. For my soldiers, there is no distance. The war is present in every day, every decision, and every kilometer of ground they defend. But my soldiers are still there. They are still defending #Ukraine. They are still living in frontline villages and cities. They are still carrying the weight of a war that most people only see through a screen. Donbas is Ukraine. And Donbas is not some distant place on a map. It is home. My soldiers are former prisoners. Even if they are granted a vacation, it does not look like yours or mine. They will still remain close. They do not get to simply walk away from it. So I am asking for your help. This walk is about awareness, but awareness alone does not keep soldiers alive. Equipment does. Vehicles do. Communications do. Drones do. Recently, our only ground drone struck a mine and was destroyed. That wasn't just a piece of equipment. It was a lifeline. It delivered water. It carried supplies. It reduced risk to the soldiers who depended on it. Now it is gone. And what we have in the field is what we have. That is not a position any unit should be forced into. My goal is to raise a minimum of $50,000 during this journey so that my battalion can continue operating, continue adapting, and continue bringing our people home. Every kilometer I walk is for the soldiers who cannot leave. Every kilometer is for the fallen whose flags stand in the Alley of Heroes. Every kilometer is for Donbas. Every kilometer is for Ukraine. If you can donate, please do. If you cannot donate, share this campaign. Help me carry this message from Kyiv to Kramatorsk. The war is not over. And neither are we. #Support93 #SupportUkraine

A lot of people have been asking where I am and if I am ok. I am preparing. In two weeks, I will begin my first vacation in nearly two years. I won't be spending it on a beach. I won't be traveling abroad. I won't be resting. Instead, I will walk home. From Maidan and the Alley of Heroes in Kyiv to Kramatorsk. Hundreds of kilometers. Roughly 50 kilometers every day. In the summer heat, where temperatures regularly reach 28°C and above. I have my own health challenges, and there will be days when every step hurts. But compared to what my soldiers endure every day, that discomfort is insignificant. I am doing this because it is easy for the frontline to feel distant when you are not living beside it. For my soldiers, there is no distance. The war is present in every day, every decision, and every kilometer of ground they defend. But my soldiers are still there. They are still defending #Ukraine. They are still living in frontline villages and cities. They are still carrying the weight of a war that most people only see through a screen. Donbas is Ukraine. And Donbas is not some distant place on a map. It is home. My soldiers are former prisoners. Even if they are granted a vacation, it does not look like yours or mine. They will still remain close. They do not get to simply walk away from it. So I am asking for your help. This walk is about awareness, but awareness alone does not keep soldiers alive. Equipment does. Vehicles do. Communications do. Drones do. Recently, our only ground drone struck a mine and was destroyed. That wasn't just a piece of equipment. It was a lifeline. It delivered water. It carried supplies. It reduced risk to the soldiers who depended on it. Now it is gone. And what we have in the field is what we have. That is not a position any unit should be forced into. My goal is to raise a minimum of $50,000 during this journey so that my battalion can continue operating, continue adapting, and continue bringing our people home. Every kilometer I walk is for the soldiers who cannot leave. Every kilometer is for the fallen whose flags stand in the Alley of Heroes. Every kilometer is for Donbas. Every kilometer is for Ukraine. If you can donate, please do. If you cannot donate, share this campaign. Help me carry this message from Kyiv to Kramatorsk. The war is not over. And neither are we. #Support93 #SupportUkraine

April Huggett

16,916 views • 2 months ago

Jensen Huang just BROKE the most important rule in the industry. And it explains why Nvidia controls 95% of the AI chip market. Last night at CES, he unveiled Vera Rubin - the new AI supercomputer that's shipping right now. Full production started weeks ago. But here's the part that made every semiconductor engineer in the room go crazy: Reuben GPU is 5x faster than Blackwell. But only has 1.6x the transistors. That should be physically impossible. Moore's Law says you get maybe 25% more performance per transistor generation. Jensen just delivered 300%. How? He BROKE the most sacred rule in chip design. The rule every company follows: "Never redesign more than 1-2 chips per generation." Nvidia redesigned all six chips simultaneously. Vera CPU. Reuben GPU. Connect X9 networking. Bluefield 4 DPU. MVLink switches. Spectrum X Ethernet. Every. Single. Component. From scratch. He calls it "extreme co-design." The industry calls it insane. One rack now moves 240 terabytes per second. That's TWICE the entire global internet bandwidth. In a single rack. And it runs on 45°C water - no chillers needed. Which saves 6% of global data center power. But the real story isn't the hardware... It's what they're doing with it. Nvidia just open-sourced Alpha Mayo. The world's first reasoning autonomous vehicle AI. Mercedes-Benz CLA launches with it in Q1. Europe Q2. Asia by year-end. Not a concept car. Not a limited release. Full production vehicles. And the AI will even explain its reasoning out loud. "I'm slowing down because the truck ahead is braking and there's a cyclist merging." It thinks. Then tells you what it's thinking. Then executes. Jensen drove it through San Francisco for an hour yesterday. No hands. No interventions. Through heavy Sunday traffic. The whole thing is open source now. Every line of training code. Every data source. The entire stack. But why would Nvidia give this away? Because they learned something from the last year: Open models activated the entire world. DeepSeek R1 proved open source can hit the frontier. Downloads exploded. Every country, every startup, every researcher can now build AI. And they all need Nvidia hardware to train it. That's the strategy. Give away the recipes. Sell the kitchen. The partnerships tell you where this is going: Siemens is integrating Nvidia into every industrial design tool. Cadence and Synopsys are rebuilding chip design around Nvidia. Palantir, ServiceNow, Snowflake - their entire platforms now run on Nvidia's agentic AI stack. This isn't just selling chips anymore. Nvidia is rebuilding the entire computing stack. From design to manufacturing to deployment. Every layer of the trillion-dollar AI infrastructure buildout runs through them. And now they're 18 months ahead of everyone else. Again. The competition is still trying to match Blackwell. Nvidia's already shipping the thing that makes Blackwell look slow. What do you think - is anyone catching them? The only company capable of this might be Google.

Jensen Huang just BROKE the most important rule in the industry. And it explains why Nvidia controls 95% of the AI chip market. Last night at CES, he unveiled Vera Rubin - the new AI supercomputer that's shipping right now. Full production started weeks ago. But here's the part that made every semiconductor engineer in the room go crazy: Reuben GPU is 5x faster than Blackwell. But only has 1.6x the transistors. That should be physically impossible. Moore's Law says you get maybe 25% more performance per transistor generation. Jensen just delivered 300%. How? He BROKE the most sacred rule in chip design. The rule every company follows: "Never redesign more than 1-2 chips per generation." Nvidia redesigned all six chips simultaneously. Vera CPU. Reuben GPU. Connect X9 networking. Bluefield 4 DPU. MVLink switches. Spectrum X Ethernet. Every. Single. Component. From scratch. He calls it "extreme co-design." The industry calls it insane. One rack now moves 240 terabytes per second. That's TWICE the entire global internet bandwidth. In a single rack. And it runs on 45°C water - no chillers needed. Which saves 6% of global data center power. But the real story isn't the hardware... It's what they're doing with it. Nvidia just open-sourced Alpha Mayo. The world's first reasoning autonomous vehicle AI. Mercedes-Benz CLA launches with it in Q1. Europe Q2. Asia by year-end. Not a concept car. Not a limited release. Full production vehicles. And the AI will even explain its reasoning out loud. "I'm slowing down because the truck ahead is braking and there's a cyclist merging." It thinks. Then tells you what it's thinking. Then executes. Jensen drove it through San Francisco for an hour yesterday. No hands. No interventions. Through heavy Sunday traffic. The whole thing is open source now. Every line of training code. Every data source. The entire stack. But why would Nvidia give this away? Because they learned something from the last year: Open models activated the entire world. DeepSeek R1 proved open source can hit the frontier. Downloads exploded. Every country, every startup, every researcher can now build AI. And they all need Nvidia hardware to train it. That's the strategy. Give away the recipes. Sell the kitchen. The partnerships tell you where this is going: Siemens is integrating Nvidia into every industrial design tool. Cadence and Synopsys are rebuilding chip design around Nvidia. Palantir, ServiceNow, Snowflake - their entire platforms now run on Nvidia's agentic AI stack. This isn't just selling chips anymore. Nvidia is rebuilding the entire computing stack. From design to manufacturing to deployment. Every layer of the trillion-dollar AI infrastructure buildout runs through them. And now they're 18 months ahead of everyone else. Again. The competition is still trying to match Blackwell. Nvidia's already shipping the thing that makes Blackwell look slow. What do you think - is anyone catching them? The only company capable of this might be Google.

Ricardo

580,077 views • 7 months ago

Y Combinator CEO, Garry Tan, took the stage for 42 minutes at Startup School 2026 and explained how to build your own personal AGI better than any paid AI course. This is what he told the room: 1. The leverage is in your context, not the model. Tan watches hundreds of founders use identical models every batch. "There are 2x people and there are 100x people who are using the same Claude. Same weights, same context window size, same API. But the leverage is not in the weights." The gap between users is now bigger than the gap between models. 2. One person's output went up 400x. In 2013 Tan shipped maybe 14 useful lines of code a day as a YC partner, dead on the median for programmer productivity. "I did the math on my output, and I'm at about 400x what I did in 2013." 3. Agents run on a different working memory. Humans hold 7 things in their head at once. Every org chart and checklist ever built is a patch for that limit. "An AI agent holds a million tokens. That's about a thousand pages. Three Harry Potter books sitting open on its head all at once." You're still running your week on tools built for the 7-digit brain. 4. Markdown is code now. Tan's stack is mostly skill files: pages of plain English an agent can execute. "If you can write clear instructions in English, you're a programmer. The compiler is a language model." At YC, finance and events staff who never opened a terminal are building automations. 5. Your history is your moat. Tan's agent runs on a personal wiki: about 220,000 markdown pages covering 25 years of email, meetings, notes and decisions. "When my agent does anything, it does knowing everything I know. And that's the difference between an assistant and a colleague." No frontier model has your context. That's the one asset nobody can replicate. 6. Never do one-off work. Most people run a task with an agent, close the window and throw the learning away. Tan ends every task by having the agent turn what it did into a reusable skill file. "If you have to ask for something twice, you failed." Captured skills compound daily. Amnesia resets you to zero every morning. 7. Own your skill files before your employer does. A skill file is your judgment, extracted and executable. The only question is who controls it. "Own your skills because if you don't, your job becomes a skill file." Files in your repo compound your career. Files in the company's repo run your judgment without you. Watch it, then read the step-by-step guide on becoming an AI engineer.

Y Combinator CEO, Garry Tan, took the stage for 42 minutes at Startup School 2026 and explained how to build your own personal AGI better than any paid AI course. This is what he told the room: 1. The leverage is in your context, not the model. Tan watches hundreds of founders use identical models every batch. "There are 2x people and there are 100x people who are using the same Claude. Same weights, same context window size, same API. But the leverage is not in the weights." The gap between users is now bigger than the gap between models. 2. One person's output went up 400x. In 2013 Tan shipped maybe 14 useful lines of code a day as a YC partner, dead on the median for programmer productivity. "I did the math on my output, and I'm at about 400x what I did in 2013." 3. Agents run on a different working memory. Humans hold 7 things in their head at once. Every org chart and checklist ever built is a patch for that limit. "An AI agent holds a million tokens. That's about a thousand pages. Three Harry Potter books sitting open on its head all at once." You're still running your week on tools built for the 7-digit brain. 4. Markdown is code now. Tan's stack is mostly skill files: pages of plain English an agent can execute. "If you can write clear instructions in English, you're a programmer. The compiler is a language model." At YC, finance and events staff who never opened a terminal are building automations. 5. Your history is your moat. Tan's agent runs on a personal wiki: about 220,000 markdown pages covering 25 years of email, meetings, notes and decisions. "When my agent does anything, it does knowing everything I know. And that's the difference between an assistant and a colleague." No frontier model has your context. That's the one asset nobody can replicate. 6. Never do one-off work. Most people run a task with an agent, close the window and throw the learning away. Tan ends every task by having the agent turn what it did into a reusable skill file. "If you have to ask for something twice, you failed." Captured skills compound daily. Amnesia resets you to zero every morning. 7. Own your skill files before your employer does. A skill file is your judgment, extracted and executable. The only question is who controls it. "Own your skills because if you don't, your job becomes a skill file." Files in your repo compound your career. Files in the company's repo run your judgment without you. Watch it, then read the step-by-step guide on becoming an AI engineer.

Alex Prompter

246,164 views • 6 days ago