A space to showcase my favourite builders in the world of business, content and entrepreneurship↓
Joined December 2020
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BuildersSpace retweeted
Alzheimer's brains carry up to 20x more plastic than healthy ones.
Dr. Rhonda Patrick named 5 things aging your brain that you believe are protecting it.
The worst one is something you likely use every day:
1. Chewing gum
BuildersSpace retweeted
Elon Musk explains where environmentalism turns dangerous: when protecting the planet becomes treating humanity as the problem.
"In the natural extension of the environmentalist movement, if you go too far, you start to look at humanity as a bad thing. You start to look at humanity as though we are a plague on the surface of the earth."
"And in fact, there are some people who think and say explicitly that."
His example:
"On the front page of the New York Times, there was a guy who said: there are 8 billion people on earth, it would be better if there were none. Which is crazy."
His whole case for Mars, AI and abundance starts from the opposite idea: more humans, not fewer.
Interested in AI?
Follow @AiEvolutio58513 and never fall behind.
I track ChatGPT, Claude, and every tool quietly changing how we work and create, then hand you the tested signals.
BuildersSpace retweeted
Your resting heart rate tells the whole story.
95+ bpm - Your heart is straining just to keep you alive.
90 bpm - Sedentary, unhealthy and stressed.
80 bpm -
BuildersSpace retweeted
If you want ChatGPT to recommend your business when someone asks who they should buy from, there is a pretty straightforward opportunity hiding in plain sight.
New data across 289,105 cited URLs across ChatGPT, Google AI Mode, AI Overviews and Perplexity offers a unique window into what matters most.
Let’s go through it.
And if you want to see whether ChatGPT, Claude, Google AI, Perplexity, Grok and broader AI search are already recommending your business, start here (it's free):
seo-stuff.com/free-audit
Surfer analyzed nearly 1000 prompts across 12 industries, generating 26,573 AI calls and 289,105 cited URLs over seven days.
Then they asked a fairly simple question:
When an AI system recommends several brands, is there a relationship between how prominently each brand appears and how many of the cited sources mention that brand?
Spoiler alert: there was.
Brands mentioned across a larger share of the sources being used by the AI tended to appear higher in the response.
Obviously that does NOT mean Surfer proved that brand mentions cause higher AI rankings, but the relationship is strong enough that businesses working on AI visibility should probably pay attention.
Think about how this can work.
Someone asks:
“What are the best accounting platforms for a small nonprofit?”
The AI retrieves information from several sources.
Maybe multiple articles mention Company A, compare it with competitors and describe its use cases.
Company B appears once.
Company A now has a much larger body of information surrounding it across the source set.
Your website matters, but the wider web matters too, and the results became even more interesting when Surfer broke them down by platform.
ChatGPT showed the strongest relationship between brand presence across cited sources and recommendation position among the systems tested.
It also cited substantially more sources in this dataset: 84.7% more than Google AI Mode and 129.7% more than Google AI Overviews.
So if ChatGPT is working from a larger source pool, there are potentially more places where your brand can either appear or be absent.
This is why treating AI Search Optimization as something that happens entirely on your own website does not make much sense.
Your website is one source and the system may be looking at many others.
And if your competitors repeatedly appear across those sources while your business does not, they are giving the AI a much broader information footprint to work with.
That is exactly why SEO Stuff combines content with authority:
seo-stuff.com/gold-plan-pack…
The content side helps your own website explain who you are, what you do, who you serve, which problems you solve, how you compare and what buyers should know.
The authority side creates additional third-party references around the company.
There is an important distinction here though, as this study measured BRAND MENTIONS, not backlinks.
A backlink can still matter for traditional SEO, but Surfer measured whether the cited page actually mentioned the brand.
That means a good editorial placement can potentially do two different jobs.
It can provide a legitimate backlink that supports traditional search authority, while also putting your brand, category and context onto a third-party page an AI system may encounter.
The research found something particularly interesting about blogs too.
Brand-owned blogs represented 16.2% of cited sources and third-party blogs another 12.5%, meaning blogs accounted for 28.7% of the cited source set.
But brand mentions appearing in blog content showed the strongest correlation with recommendation position of any content type Surfer analyzed.
That matters because blogs are one of the areas businesses can actually influence.
You can publish useful content, create original research, contribute expert commentary, earn editorial coverage and get included in relevant industry articles.
But one of the most valuable things you can do is identify the pages AI systems already cite for the commercial questions your customers ask.
Do not just think:
“I need more backlinks.”
Think:
“What does ChatGPT cite when someone asks who the best company in my category is?”
“What sources does Google AI Mode use?”
“Which comparison pages keep showing up?”
“Which of those pages mention my competitors but not me?”
That creates a much more useful target list than simply sorting websites by Domain Rating.
If you're starting from scratch today, here's how I'd play it:
Start with the commercial questions that matter, then look at the sources AI systems actually use when answering them.
Which brands keep appearing? Which websites keep getting cited? Where are competitors mentioned? Where are you missing?
Then work on both sides.
Build your own content so AI systems have accurate, useful first-party information about your company, and build a credible third-party footprint so your website is not the only place on the internet associating your brand with the category.
That is increasingly what AI Search Optimization looks like.
Useful content, commercial topic coverage, clear brand information, relevant third-party mentions and contextual authority across the web.
And if you want to see where your business currently stands across ChatGPT, Claude, Google AI, Perplexity, Grok and broader AI search, start here:
seo-stuff.com/free-audit
Google is now literally telling businesses specifically how to get traffic from AI Search.
Yes, directly within Google Search Console.
It's probably one of the most important marketing updates of 2026.
Let’s go through it.
By the way, you can see whether your business is appearing across Google AI, ChatGPT, Claude, Perplexity and Grok here (it's free):
seo-stuff.com/free-audit
Recently Google launched a new Generative AI performance report inside Search Console.
At first, it looked like a very limited rollout, but now more and more site owners are seeing it.
John Mueller also confirmed that Google is rolling it out incrementally and reviewing feedback along the way.
So if you do not see it yet, give it a few days, but the direction is pretty clear.
AI Search visibility is becoming something businesses can actually measure, and this report shows how often URLs from your site appear in Google’s generative AI features.
Yes, that includes AI Overviews and AI Mode.
It can also show which pages appeared, which countries the impressions came from, which devices people were using and how performance changed over time.
That matters a lot, because until now, a lot of AI Search tracking has been messy.
It has featured a lot of screenshots, manual prompt testing, third party tools, guessing from referral traffic, watching ChatGPT, Perplexity, Claude, Grok and Google manually to see whether your brand appears, etc.
Now Google is giving site owners a direct view into whether their pages are appearing inside Google’s own AI features.
There is one big limitation, though: this is impression data as opposed to clicks data.
Google is showing whether your site appeared inside generative AI features, but it is not yet showing how many people clicked from those AI features to your site.
This is where SEO Stuff (seo-stuff.com/gold-plan-pack…) can help.
A business can be visible in AI Search and still see fewer clicks than it used to get from traditional search.
At the same time, a business can also be completely missing from AI Search and not realize competitors are being shown instead.
If your AI impressions are high but clicks are weak, the issue may be the way Google is satisfying the search before the user visits your site.
If your AI impressions are low, the issue may be that Google does not understand, trust or retrieve your pages for the questions customers are asking.
If only your informational pages appear, but your product, service, pricing, comparison and case study pages do not, that tells you something.
If one country shows AI visibility and another does not, that tells you something.
If a few pages get most of the AI impressions, that tells you something.
This is why the report is such a big deal, and it gives businesses a starting point so you can finally ask better questions.
Which pages are showing up in AI Overviews?
Which pages are showing up in AI Mode?
Which countries are seeing the brand?
Which devices are seeing the brand?
Which parts of the buying journey are missing?
Which content is actually being used by Google’s AI systems?
That last question is the one most businesses should care about, and it is the one SEO Stuff solves for brands on a daily basis:
seo-stuff.com/premium-conten…
A customer can ask a long, complicated question and Google can break that question into several related searches behind the scenes.
That means the same business may need useful content around problems, use cases, comparisons, pricing, alternatives, industries, objections, case studies, product details and implementation.
One generic service page probably will not cover all of that.
A brand with useful content across the full buying journey has more chances to be discovered.
Google’s new report will make that easier to see.
And this also lines up with what Google just said in its “Good SEO is good GEO” piece. (See my post from yesterday if you missed it.)
Google said its generative AI features are rooted in the same core ranking and quality systems as traditional Search.
AI Mode and AI Overviews retrieve up-to-date content from Google’s existing search index.
So the businesses that want AI visibility still need the same boring foundation: crawlable content, useful pages, clear product information, real expertise, entity clarity, authority, third party validation, etc.
That is where SEO Stuff (seo-stuff.com) comes in.
The done-for-you package combines 10 AI-search-optimized articles with three DR50+ authority placements:
seo-stuff.com/gold-plan-pack…
The content helps your business cover the questions customers ask before buying, including problems, use cases, comparisons, pricing, alternatives, industries, objections, case studies, product details and implementation.
The authority placements help your business show up across trusted sources that search and AI systems use to understand categories.
Google is starting to show businesses whether they are appearing in AI Search.
Once something becomes a report, it becomes something clients, founders, CMOs and competitors start paying attention to.
If you want to see whether your business is already being cited, understood and recommended across Google AI, ChatGPT, Claude, Perplexity and Grok, check here:
seo-stuff.com/free-audit
BuildersSpace retweeted
A heart surgeon once told me:
"There are 3 kinds of people I almost never see on my table."
1. People who can climb four flights of stairs without stopping
BuildersSpace retweeted
Skip Coursera, Udemy, and expensive playbooks.
MIT has 10 amazing free AI courses:
Sharing a great course compilation from Anisha Jain.
1. AI 101
Clear introduction to core AI ideas.
Ideal if you’re starting from zero and want the big picture first.
🔗 ocw.mit.edu/courses/res-6-01…
2. Introduction to Deep Learning
Hands-on bootcamp covering neural networks and modern deep learning foundations.
🔗 introtodeeplearning.com/
3. Artificial Intelligence
Covers problem-solving, knowledge representation, and machine learning fundamentals.
🔗 ocw.mit.edu/courses/6-034-ar…
4. Introduction to Machine Learning
Beginner-friendly overview of ML principles and essential algorithms you’ll actually use.
🔗 openlearninglibrary.mit.edu/…
5. How to AI (Almost) Anything
Explore how AI applies to music, art, perception, and creative systems.
🔗 ocw.mit.edu/courses/mas-s60-…
6. Understanding the World Through Data
Use data analysis and ML techniques to interpret real-world problems.
🔗 edx.org/learn/data-science
7. Artificial Intelligence in K-12 Education
Foundations of AI technology and how it can shape learning environments.
🔗 ocw.mit.edu/courses/6-s062-g…
8. Introduction to Algorithms
A key prerequisite for building efficient AI systems and writing optimized code.
🔗 ocw.mit.edu/courses/6-006-in…
9. Foundation Models and Generative AI
Deep dive into modern AI systems (like ChatGPT) and how large models work.
🔗 ocw.mit.edu/courses/6-s087-f…
10. Minds and Machines
Exploring reality, consciousness, AI, and more.
🔗 learn.mit.edu/courses/course…
Focus on one AI track at a time.
Dedicate 30–45 minutes daily and practice as you go.
Apply your learning in small projects or real tasks to grow quickly.
♻️ Share this so more people can access these free resources.
——
📌 Get my top free course compilations:
1) Follow me.
2) Subscribe to my free newsletter at WildCapital.co.
You’ll receive them directly in your welcome email.
BuildersSpace retweeted
Best accounts to follow from each frontier lab to stay constantly up to date
Anthropic
@karpathy -must-follow account for AI; recently joined Anthropic
@bcherny -Claude Code creator, always shares great tips
@trq212- also a Claude Code developer; writes amazing articles on CC
OpenAI
@polynoamial- works on reasoning research, shares a lot of technical details
@gabriel1- Sora developer, great career path
@jxnlco - works on dev experience, shares a lot about Codex
Google AI
@OfficialLoganK- all the major Google Gemini and AI Studio updates
@ammaar- product and design; shares great things about vibe-coding in Google AI Studio
@ofotAI- cool use cases for generative models
Cursor
@leerob- the loudest voice behind Cursor updates
@ericzakariasson- shares great insights on using Cursor
@mntruell - Cursor's CEO; major releases and usage updates
xAI
@DAIEvolutionHub - ex-MSFT, covers all AI content and free resources
@milichab - recently joined xAI, shares updates on Grok
@skcd42 - also covers major Grok releases
BuildersSpace retweeted
A guy walked into an Apple Store on launch day with his laptop bag, his credit card, and a plan.
His 2020 MacBook Air was slowing down. His wife wanted a new iMac for the kitchen. His daughter had been begging for an iPad mini. He’d watched a couple of launch videos, saw “touchscreen MacBook Pro” trending, and figured he’d just buy “the new one” of everything.
Then he looked at the table. Five new products. An M6 chip in some, M5 Pro and M5 Max in others. A MacBook Pro for $1,999 and another MacBook Pro for $2,899 that looked almost the same. An iPad mini that now cost $699.
He froze.
He texted his friend a tech reviewer who has tested every Mac and iPad Apple has released since 2012 and spent the past week with the new lineup.
She called him right away.
“Don’t buy anything yet. Apple launched five products this week, and they’re for very different people. The touchscreen MacBook Pro is the headliner, but it actually uses M5 Pro and M5 Max chips, not M6. The cheaper 14-inch MacBook Pro uses the newer M6 chip. The iMac looks the same outside but is faster inside. The iPad mini got its biggest upgrade ever and a bigger price. If you buy based on the hype, you could spend $2,000 more than you need to. Let me walk you through it.”
She went through 10 things in about 20 minutes.
He left with a 14-inch M6 MacBook Pro for himself, the iMac for the kitchen, and the iPad mini for his daughter and skipped the $2,899 model he didn’t need. He said: “I thought ‘new’ meant ‘best for me.’ It turns out the right Mac depends completely on what you actually do.”
Here are the 10 things she told him and how to choose the right new Mac or iPad mini, available now:🧵
BuildersSpace retweeted
A college student scrolled past a viral clip of a man playing chess on a laptop without moving his hands.
The caption said: “Neuralink lets you control computers with your mind. In a few years, everyone will have one.”
He showed it to his aunt at dinner a neuroscientist who has spent 16 years studying brain-computer interfaces, worked on implant research at a university medical center, and reviews clinical trial data for a living.
She watched the clip twice.
“That part is real. The man in that video is Noland Arbaugh. He’s paralyzed from the shoulders down, and in January 2024 he became the first person to receive Neuralink’s implant. He really does control a computer with his thoughts. But the caption is wrong. Everyone is not getting one in a few years. Neuralink is a medical device company running early clinical trials with a few dozen patients. Over the next few years, it could help people who are paralyzed move cursors and robotic arms, help people who’ve lost their voice speak again, and maybe someday help some blind people perceive light and shapes. That’s extraordinary. It’s also very different from the science fiction people are sharing online.”
She walked him through what’s real today, what’s likely in the next few years, and what’s still a long shot.
He said: “I thought Neuralink was either a miracle or a sci-fi gimmick. It turns out it’s something in between a serious medical technology at a very early stage, with a few huge milestones coming soon.”
Here are the 10 things she told him and what Neuralink could realistically do in the coming years:🧵
BuildersSpace retweeted
A guy shared a viral post in his group chat: “Tesla now designs AI chips 12x faster from 1 year to just 1 month.”
His friends went wild. “Nvidia is finished.” “Tesla is a chip company now.” “Musk just broke physics.”
One friend in the chat didn’t react. She’s a semiconductor engineer who has spent 13 years designing and verifying chips at two major chip companies, working on everything from early architecture to the final step before manufacturing.
She replied with one message: “That’s not what he said.”
Then she called him.
“Here’s what’s real. In January 2026, Musk said Tesla’s AI5 chip design was almost done, AI6 was in early stages, and that future chips AI7, AI8, AI9 are aiming for a 9-month design cycle. That’s aggressive. Many chip programs take well over a year, and even Nvidia and AMD have settled into roughly yearly releases. But 9 months is not 1 month. You can’t design, verify, manufacture, and test a cutting-edge AI chip in 30 days. The factory process alone takes months. The real story is still big it’s just not the one in that post.”
She walked him through 10 things in about an hour.
He deleted the post and shared the real version instead. He said: “I thought the exciting part was the crazy number. It turns out the real story why Tesla wants faster chips and whether it can pull it off is way more interesting.”
Here are the 10 things she told him and what Tesla’s chip push actually means:🧵
BuildersSpace retweeted
A Tesla owner got his electricity bill last month.
$340.
It had been $190 the month before he bought the car.
He did the math. He drives about 1,100 miles a month. A Model 3 uses roughly 0.25 kWh per mile, so about 275 kWh.
At his normal rate, that should add around $50.
Not $150.
He called the utility. They said the meter was accurate.
He called Tesla. They said the car was working normally.
He sat at the kitchen table with the bill, convinced he was either being scammed or had a defect nobody could find.
Then his neighbor stopped by. He'd worked 9 years for a regional utility company and had driven a Tesla for 4 of them.
He looked at the bill for about 10 seconds.
"You're not being overcharged. You're charging at the worst possible time, on the worst possible plan, with 3 settings you've never touched."
"Give me 10 minutes. I'll show you."
Here are the 7 fixes that cut his bill by $127 the very next month: 🧵
BuildersSpace retweeted
FINAL INTERVIEW.
Then they ask: “Why is there a gap in your resume?”
Most candidates try to explain away the gap:
• “I just took some time off.”
• “I’ve been looking for a new job.”
But recruiters quietly hear:
“This feels like you're avoiding what actually happened.”
10 BETTER WAYS TO EXPLAIN IT:
BuildersSpace retweeted
🚨 YA NO NECESITAS SER FOTÓGRAFO PROFESIONAL PARA CREAR PUBLICIDAD DE ALTO NIVEL.
Este prompt convierte cualquier fotografía de un producto en una imagen publicitaria con apariencia de campaña internacional. 🔥
Guárdalo y pruébalo con Nano Banana Pro. 👇
BuildersSpace retweeted
🚨 BREAKING: If you're not using Claude at your job, you're already behind.
Copy these 08 prompts:
BuildersSpace retweeted
The difference between THE VAGINA IN PORN MOVIES and REAL LIFE that many people don't know about:
🔴 IN PORN MOVIES 🔞
• Perfectly groomed.
• Instant lubrication.
• No natural odor.
• Always looks perfect.
• Penetration without discomfort.
• Immediate, repeated orgasms.
• No awkward reactions.
• Almost always pink.
🔵 IN REAL LIFE ↓
BuildersSpace retweeted
Apple just did something it said it would never do.
It put a touchscreen on a Mac.
For 15 years, Apple executives Steve Jobs, Tim Cook, Craig Federighi publicly rejected the idea of a touchscreen Mac. Jobs called it a terrible ergonomic experience. Cook said it would result in fatigue. Federighi literally laughed at the idea on stage. The message was absolute: the Mac is a keyboard and trackpad device. Touch is for iPhone and iPad. The two shall not meet.
On October 28, 2026 six days ago Apple announced the MacBook Pro with PROLED XDR Display. It has a touchscreen. It has a Dynamic Island. It has a glowing Apple logo on the lid. It has a tandem OLED display with 2,000 nits peak brightness and a 10,000,000:1 contrast ratio. It is thinner, lighter, and more expensive than any MacBook ever made.
It launched today November 7 alongside a new M6 MacBook Pro, an M6 iMac, and an OLED iPad mini with water resistance.
Four products. One week. And a 15-year-old promise shattered by the single most significant MacBook redesign since the unibody aluminum in 2008.
Here’s everything Apple launched this week, what matters, what doesn’t, and why the touchscreen Mac changes more than the Mac 🧵
BuildersSpace retweeted
Someone is probably already logged into one of your accounts right now. Not guessing your password. Not trying to.
Your password is not the weak point anymore. That’s the part people get wrong, and it’s why they feel safe.
Here’s what a penetration tester — someone paid by companies to break into them legally — would tell you:
“I have never once guessed a password. Not in my entire career. That’s not how anyone gets in. I get in because you reused a password from a 2019 breach. Because you clicked a link that looked exactly right. Because malware on your laptop copied a file that let me skip your login and your two-factor code entirely. Because I convinced your phone carrier to move your number to my SIM. Or because I didn’t attack your account at all — I attacked the ‘forgot password’ flow behind it, which is almost always weaker than the front door. Your accounts aren’t protected by your password. They’re protected by whichever of those six doors you happened to lock.”
The 2026 Verizon Data Breach Investigations Report found the human element present in 62% of breaches. Phishing was the way in for 16%. Credential abuse, 13%. And AI-written phishing campaigns are now hitting click-through rates as high as 54% — because the grammar mistakes that used to give them away are gone.
Here’s the number that should actually scare you: in phishing tests, median click rates on voice and text attacks run 40% higher than on email. The channel you trust most is the one you’re worst at.
“Everyone defends the front door and leaves the side windows open. Attackers don’t pick locks. They walk around the building.”
Here are the 6 ways people actually lose their accounts:🧵
Attack 3 is the one to read if you think you’re safe because two-factor is switched on. It works through two-factor, and most people have never heard of it.