Virality Engine retweeted
coinbase ceo brian armstrong asks his ai: "what should i be aware of in the company that i might not be aware of?"
that's reverse prompting.
here's how to run the same trick on your own work 🧵
Virality Engine retweeted
Introducing the wetracked.io Klaviyo Revenue Booster.
Your abandoned cart emails only fire when Klaviyo can see the cart. Ad blockers and iOS hide a lot of them.
Brands doing $1,000/month in flows add $270/month on average.
Virality Engine retweeted
Elon Musk is telling you EXACTLY what to invest in. He said "the value of compute per watt will increase over time, not decrease."
If I had $100,000 to invest in an AI portfolio, I would own these 10 stocks:
$IREN
- $27.65 now. Microsoft handed them a $9.7B AI cloud contract. Targeting more than $4B of ARR from 2026 capacity.
$AVGO
- $337 now. AI chip revenue up 221% to $16.7B last quarter. Guiding $21.7B next.
$NVDA
- $220 now. Data center revenue up 117% to $89B last quarter. Guiding $108B next.
$CRDO
- $182 now. Revenue up 115% to $479M last quarter. Optics alone expected to top $600M this fiscal year.
$MRVL
- $244 now. Record $2.74B quarter. Targeting $70B to $90B in revenue by fiscal 2031.
$NBIS
- $176 now. Revenue up 454% to $582M last quarter. Meta deal worth up to $27B.
$VST
- $153 now. 20-year nuclear power deals with Meta for 2,609 MW. Up to 1,200 MW more going to AWS.
$NOK
- $9.32 now. AI and cloud sales up 105% last quarter. Nvidia invested $1B for a 2.9% stake.
$AMKR
- $44.69 now. $1.5B multi-year advanced packaging deal with Nvidia to expand Amkor's Arizona capacity.
$TSM
- $431 now. Revenue up 41% to $46.7B last quarter. Guiding $52.3B to $54.3B next.
Replying to @runwayml
@runwayml's App Studio just dropped and it's unbelievable. You have to see it to believe it.
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New users get 50% off on any paid plan for the first month using my link
Virality Engine retweeted
In 1998, Warren Buffett gave a 1-hour masterclass on how to never lose money investing.
Here are the 22 most valuable lessons from his lecture:
1. You only have to get rich once. If you have $100 million and can make 10% unleveraged or 20% leveraged, the difference between $110 million and $120 million at year-end means nothing to your life, your family, or anything. But the downside, especially with other people's money, is disgrace, humiliation, and facing the friends whose money you lost. The equation never makes sense.
2. To make money they did not need, they risked money they did have and needed. That is just plain foolish, Buffett says, regardless of your IQ. If you hand him a gun with a million chambers and one bullet and offer him any sum to put it to his temple and pull once, he will not do it. There is nothing on the upside that justifies the downside. People do this financially all the time without thinking.
3. The smartest people in finance went broke, and that is the most fascinating story Buffett knows. Long-term Capital Management had 16 people with possibly the highest average IQ of any business in the country, 350 to 400 combined years of experience, and most of their own net worth in the firm. They still went bankrupt. Buffett says if he ever wrote a book, it would be called why smart people do dumb things.
4. Beta and sigmas tell you nothing about the real risk of going broke. The LTCM team relied heavily on mathematics and believed a six- or seven-sigma event could not touch them. They were wrong. History does not tell you the probabilities of future financial events. The real risk is not volatility. It is a permanent, irreversible blind spot in something crucial, often caused by knowing a great deal about something else.
5. Invest only in businesses you can understand. That one rule narrows the field by about 90%, and that is fine. Buffett can understand Coca-Cola. he cannot value an internet company, and he says if a student handed him a valuation of one on a final exam, he would flunk them. People thought Enron was incredible because it had a good track record, but almost nobody understood how it made money. That was the signal to avoid it.
6. You want a business that is a castle with a wide moat around it. Inside the castle, you want an honest, able, hard-working duke. The moat can be low cost, like Geico in auto insurance, or brand, or patents, or location. But a wonderful castle will always be attacked, so the job of every manager Buffett owns is one thing: widen the moat. Throw crocodiles and sharks into it to keep competitors out.
7. Moats change slowly and invisibly, but they change. Thirty years ago, Kodak's moat was as wide as Coca-Cola's. They had share of mind; the little yellow box meant best in everyone's head. Then they let Fuji into the Olympics and narrowed their own moat. Coca-Cola's moat, by contrast, is wider now than 30 years ago. Every time infrastructure gets built in a country that is not yet profitable, the moat widens a little. You cannot see it day by day, but in 10 years, the difference is enormous.
8. Share of mind beats share of market. When you say Disney, every person in the room has something in their head. Say Universal Pictures or 20th Century Fox, and you have nothing. A mother with two kids will pick the $17.95 Disney video over the $16.95 alternative because she knows it will be fine and does not want to preview ten videos to decide. That little bit of certainty in the customer's mind is worth a fortune.
9. The best businesses have pricing power and require little capital. see's candy sold 16 million pounds at $1.95 when Buffett bought it for $25 million. The entire thesis was whether the price could go to $2.25 without hurting sales. It could, because nobody wants to hand their valentine a box of candy and say, "This year I took the low bid." Today, See's makes $60 million on the same formulas and still takes almost no capital. Compare that to GM, which had to reinvest every dollar into better factories and whose stock barely moved over 50 years.
10. The best businesses earn a royalty on other people's capital. Coca-Cola sells a formula and collects a royalty on every drink. American Express takes a few percent of every dollar you spend. You put up the capital, they take a cut. Low capital intensity is one of the most underrated qualities in a business and one of the surest paths to durable wealth.
11. Define your circle of competence and stay inside it. The size of the circle does not matter. Staying inside, it does. If you know which 30 companies out of thousands you actually understand, you are fine. Buffett understood H.H. brown shoes and Frank Rooney, so he closed that deal in five minutes. If you do not know enough to understand a business instantly, you will not understand it in a month either.
12. Ignore the macro entirely. Buffett has never bought or skipped a business because of a feeling about interest rates, the economy, or any macro forecast. If Alan Greenspan and Bob Rubin both whispered exactly what they would do for the next 12 months, it would not change what he pays for anything. You want to focus on what is important and knowable. The macro is important but not knowable, so you ignore it.
13. Inactivity is the strategy, not a flaw. Wall Street makes money on activity. You make money on inactivity. A broker is like a doctor paid by how often he changes your pills. If everyone in a room trades their portfolio with everyone else every day, they all end up broke, and the intermediary keeps the money. Buffett looks for one good idea a year and rides it to its full potential. He measures Berkshire by how little turnover there is, like a church where the same people fill the seats every Sunday.
14. If you understand businesses, diversification is a mistake. For the 99% who will not evaluate businesses, Buffett recommends a low-cost index fund and extreme diversification. But if you bring real intensity to evaluating companies, owning more than six is a terrible idea. Very few people got rich on their seventh best idea. A lot of people got rich on their best one. Buffett keeps about half his money in what he likes best.
15. Buffett's biggest mistakes are mistakes of omission, not commission. The times he understood a business well enough to act and instead sat there sucking his thumb. He passed on healthcare stocks during the Clinton plan and on Fannie Mae in the mid-eighties, each a multi-billion-dollar miss. Accounting never captures these. The $2,000 he put into a Sinclair service station as a young man, money he lost, has an opportunity cost of about $6 billion today.
16. Focus on what will happen, not when. Coca-Cola went public in 1919 at $40 a share and dropped to $19 within a year. There was always a reason not to buy: the great depression, world war, sugar rationing, thermonuclear weapons. But one share bought then and reinvested would be worth about $5 million. If you are right about the business, you will make a lot of money. The timing is the tricky part, so do not focus on it.
17. When hiring, look for integrity, intelligence, and energy. But if the person lacks the first one, you actually want them dumb and lazy. Because a person with intelligence and energy but no integrity will destroy you. Buffett borrowed this from Pete Kiewit. The trait everyone screens for last is the one that matters most.
18. Here is a thought experiment Buffett gives students. Imagine you could own 10% of one classmate for the rest of their life. You would not pick the highest IQ or the best grades. You would pick the person you respond to best, the one who is generous, honest, gives credit to others, and has leadership qualities. Now imagine you also had to short one classmate. You would pick the egotistical, greedy, slightly dishonest one. The qualities that decide both are not talent. They are character.
19. Every quality on the admirable side is achievable, and every quality on the repellent side is removable. The things that make you want to own 10% of someone are not the ability to throw a football or run fast; they are behavior, temperament, and character, all of which anyone can choose. Buffett's point: you already own 100% of yourself, so you might as well become the person worth betting on.
20. The chains of habit are too light to be felt until they are too heavy to be broken. Buffett sees people in their forties and fifties trapped by self-destructive patterns they can no longer change. At a young age, you can choose any habits you want. Ben Franklin and Ben Graham both did exactly this, looking at people they admired and simply deciding to behave like them. There was nothing impossible about it.
21. Take a job you would take if you were already independently wealthy. Buffett told a 28-year-old at Harvard who wanted a consulting job "to look good on his resume" that it was like saving up sex for your old age. There comes a time to just start doing what you love. Buffett offered to work for Ben Graham for free, was told he was overpriced, and kept pestering him for years. Take the job you would jump out of bed for. You cannot miss.
22. You won the ovarian lottery, and that should shape how you think. Buffett imagines a genie 24 hours before your birth letting you design the world's rules, with one catch: you do not know which of 5.8 billion balls you will draw. Born here or in Afghanistan, with an IQ of 130 or 70, male or female, able-bodied or not. If you could put your ball back and draw one of 100 random others, most people would not, because they are already in the luckiest 1%. Buffett knows he is perfectly wired for a market economy that pays him like crazy, while an equally good citizen leading scout troops and teaching Sunday school is not, purely by luck.
Replying to @runwayml
@runwayml's App Studio just dropped and it's unbelievable. You have to see it to believe it.
Try it here: runwayml.com/rodmanaiappstud…
New users get 50% off on any paid plan for the first month using my link
Virality Engine retweeted
GitHub is hiding an absolute GOLDMINE for creators.
10 free AI repos that can clone your voice, generate entire songs, create realistic voiceovers, and more.
Some of these are ridiculously powerful.
Bookmark this:
1. ACE-Step 1.5
Turn descriptions and lyrics into complete songs. Generate instrumentals, create accompaniment, and selectively regenerate sections.
github.com/ace-step/ACE-Step…
2. Pocket TTS
Clone your voice and generate narration locally on your CPU. Includes a web interface, with no dedicated GPU required.
github.com/kyutai-labs/pocke…
3. YuE2
Turn lyrics and a style prompt into songs with vocals and accompaniment. Individual creators can monetize outputs under its model terms.
github.com/multimodal-art-pr…
4. Kokoro
Generate multilingual narration with a compact 82M-parameter model. Choose preset voices in English, Hindi, and other languages.
github.com/hexgrad/kokoro
5. DiffRhythm
Generate full-length songs with vocals and backing music. Supports tracks up to 285 seconds, plus editing and continuation.
github.com/ASLP-lab/DiffRhyt…
6. Zonos
Turn a short recording of your voice into new speech. Adjust speaking speed, pitch variation, and emotions.
github.com/Zyphra/Zonos
7. FireRedTTS3
Clone voices across 24 languages, including Hindi. Its instruction-based model also supports voice design and speech editing.
github.com/FireRedTeam/FireR…
8. MeloTTS
Create multilingual voiceovers with American, British, Indian, and Australian English voices. Supports real-time generation on a CPU.
github.com/myshell-ai/MeloTT…
9. Audio Separator
Split vocals and instrumentals into separate tracks. Process the parts independently for remixes, karaoke, and audio editing.
github.com/nomadkaraoke/pyth…
10. DeepFilterNet
Suppress background noise in speech recordings locally. Clean up narration or prepare a clearer recording for voice cloning.
github.com/Rikorose/DeepFilt…
Which one are you trying first?
Virality Engine retweeted
AI engineer in 2023:
Learn Python.
Learn the OpenAI API.
Learn LangChain.
Build a chatbot.
Get a job.
AI engineer in 2026:
Virality Engine retweeted
10 GITHUB REPOS EVERY DEVELOPER AND CREATOR SHOULD BOOKMARK.
Save this one.
1. Cap
An open-source Loom alternative. Record your screen, edit product demos, add captions, and share videos with a link.
github.com/CapSoftware/Cap
2. Coolify
Deploy websites, apps, and databases on your own servers. An open-source alternative to Vercel and Heroku.
github.com/coollabsio/coolif…
3. Immich
Your own Google Photos alternative. Automatically backs up photos and videos, with facial recognition and smart search.
github.com/immich-app/immich
4. AppFlowy
An open-source Notion alternative. Organize projects, documents, notes, and team workflows in one workspace.
github.com/AppFlowy-IO/AppFl…
5. Automatisch
An open-source Zapier alternative. Connect apps and automate repetitive workflows without writing code.
github.com/automatisch/autom…
6. OBS Studio
Free screen recording and live streaming software. Record tutorials, capture multiple sources, and create professional broadcasts.
github.com/obsproject/obs-st…
7. Memos
A lightweight, self-hosted note-taking app. Save ideas, links, daily notes, and snippets in a searchable timeline.
github.com/usememos/memos
8. Puter
An open-source internet desktop you can self-host. Includes cloud-style storage, apps, and tools for building web applications.
github.com/HeyPuter/puter
9. BongoCat
An interactive desktop pet that reacts to your keyboard and mouse. A fun little addition to your coding or streaming setup.
github.com/ayangweb/BongoCat
10. Jan
An open-source ChatGPT alternative that runs AI models locally on your computer. Chat with supported models without sending your conversations to a cloud service.
github.com/janhq/jan
Virality Engine retweeted
Someone just built something WILD for Claude Code users.
A self-learning system that automatically creates, updates, and organizes its own skills.
Instead of repeatedly teaching Claude the same workflows, you let it learn from real sessions.
This could change how people use coding agents.
It's called Autoharness.
No manual SKILL .md writing. No pile of duplicate skills. No background daemon eating your machine.
It watches your real Claude Code sessions, pulls out the lessons, and turns them into skills Claude loads next time.
Here's what this thing can do:
→ Writes new skills from the work you already did
→ Merges near-duplicates instead of stacking them
→ Rewrites old skills when you correct it
→ Archives skills that stop getting used
→ Opens every session with an index of what it learned
→ Type /learn to save a lesson on the spot
→ Never touches skills you wrote or installed yourself
Install it inside Claude Code:
/plugin marketplace add tigerless-labs/autoharness
/plugin install autoharness@autoharness
github.com/tigerless-labs/au…
Virality Engine retweeted
Yann LeCun, speaking at ETH Zürich, has blunt advice for anyone who wants to move AI forward:
"You should not work on LLM. At least if you're in academia, you should absolutely not work on LLMs. There is nothing you can bring to the table.
If you're interested in making real progress in AI, in sort of grounded AI for the real world, if you want physical AI, don't work on LLMs, and don't work on generative models either.
So, as you can probably guess, this does not make me very popular in Silicon Valley."
Interested in AI?
Follow @AlltheLatestAI and never fall behind.
I track ChatGPT, Claude, and how every new agent is changing how we work and think, then hand you the pure signals.
Virality Engine retweeted
Apple just released iOS 27.2 and buried 9 features inside a “bug fixes and improvements” update.
Siri AI now remembers your past conversations and references them in new answers. It pulls personal context from photos in your Messages, Calendar attendees, voicemails, and your Safari reading history. You can now select and copy just part of a Siri response instead of the entire thing. A new “Excluded Apps” setting lets you block Siri from accessing specific apps entirely.
Messages now suggests Calendar events and Reminders based on what people text you the feature Apple pulled from iOS 27.0 at the last minute.
FaceTime Dual Capture now works in group calls both cameras simultaneously, to everyone on the call.
Apple TV profiles arrived on iPhone so your kids’ watching habits stop ruining your recommendations.
Apple Music got a completely new icon black and white, replacing the iconic red.
HomePod gets lock controls that prevent accidental taps from blasting music at 3 AM.
Smart lock automation lets your door lock automatically after closing and alerts you when you leave it open.
Apple Podcasts reorganized how you find new episodes vs. episodes you started.
Every feature is free. Every feature is live. Most iPhone owners will update, see “iOS 27.2” and assume nothing changed.
Here are the 9 features Apple shipped today that most people will never discover 🧵
Virality Engine retweeted
A man in rural Montana has paid for Starlink for 2 years straight. $120 a month.
That's $2,880 out of his bank account, and for 24 months he has never once opened a single setting.
His entire Starlink experience goes like this: he mounted the dish on the roof of his barn the day it arrived. He plugged in the router. He connected his phone to the WiFi network. He opened Netflix. It worked. And that was the end of his curiosity.
Before Starlink, he had a satellite connection that dropped every time it rained and a DSL line that topped out at 3 Mbps. So when Starlink showed up and he could finally stream a movie without it buffering, he felt like he'd won the lottery. "Fast enough. Reliable enough. Good enough." That's what he told everyone at church, at the feed store, at his daughter's softball games.
But lately, something had been bugging him. His video calls with his grandkids kept freezing at the exact same time every evening. His wife's tablet kept dropping off the WiFi when she walked to the kitchen. His son-in-law visited and said, "Your internet feels slow," and he got defensive and said, "It's satellite. It is what it is."
Then last Sunday, over the fence between their properties, his neighbor mentioned in passing that he also ran Starlink. The neighbor is a retired network engineer who spent 30 years building networks for a telecom company. He listened to the complaints, took a sip of his coffee, and said something that made the man stop mid-sentence:
"How long have you been running it on factory settings?"
"What do you mean, factory settings?"
His neighbor just smiled, and said:
"Pull out your phone. Open the Starlink app. When's the last time you did that?"
The man had to think about it. He hadn't opened the app since the day he installed it. 2 years ago.
Here's what happened next: 🧵
Virality Engine retweeted
🚫 The iPhone you have BETRAYS your social class:
🥉 Lower class
· iPhone 15 (the one with the eternal discount)
· iPhone 17e (the cheap one that ends up costing you)
· iPhone 14 (refurbished, and off you go)
· iPhone 16 (the one your phone carrier gives you)
🥈 Middle class ↓↓
Virality Engine retweeted
When someone starts acting differently toward you after you become successful, never ask them:
“Why are you acting different?”
“Did I do something to you?”
“Are you jealous of me?”
Instead, say this: 👇
Virality Engine retweeted
Hackers can copy your voice from one video you posted.
Then they call your family pretending to be you.
The FBI warned about it. Here's how to protect yours tonight.






























