Godfather of AI: "If you sleep well tonight, you may not have understood this lecture."
This 47-minute lecture is the best thing I saw about AI in the last few months.
It will definitely help you understand how it actually works and where it's going.
Geoffrey Hinton built the neural networks behind every AI alive, then quit Google to warn the world about it.
The part nobody wanted to hear:
> AI is already developing abilities its creators didn't intend
> in most cognitive tasks it's already ahead of us
> the question is no longer if it surpasses us but when
> the only decision left is which side of that line you're on
Right now the average person opens Claude, types something, gets an answer, closes the tab.
They think they're using AI. they're using maybe 10% of it.
I went through his entire lecture, then mapped everything he described to what Claude can actually do today.
17 Claude features most people will never find on their own.
Full breakdown in the post below.
THIS IS ABSOLUTELY WILD π€―
Jack Dorsey's new AI tool, Goose, is 100% FREE.
You type:
"Build me a website like YouTube."
And Goose gets to work on its own:
β Creates the entire project
β Writes all the code
β Installs dependencies
β Fixes errors automatically
β Keeps going until it's working
The crazy part?
β’ No monthly subscription
β’ Runs on your own device
β’ Your code stays private
β’ Completely open-source
Just a few years ago, building software meant hiring developers or learning to code.
Now you can start with nothing but an idea.
We're entering a world where ideas are becoming more valuable than technical skills.
Erin Brockovich has launched a website and has begun tracking all data centers in America and logging resident complaints
In just 1 week itβs already logged 1,690 resident complaints
For this who donβt remember
Erin Brockovich was the paralegal responsible for winning out a case against PG&E, Hinckley in California, because their wastewater runoff was seeping into rural areas and creating a lot of health issues for, for the surrounding neighborhoods
That case brought in a $333 million settlement that went to the families affected by the situation because a lot of them either had staggering medical bills due to their tap water was no longer safe
So why is this important, well residents all over America are reporting their tap water and river water is being heavily polluted by data centers
Her map of data centers is new, she just launched it
The website features an interactive US map showing operational, under-construction, and proposed AI data centers, overlaid with community-reported complaints
Residents can submit reports with details, photos, and locations. Within days of launch, it received a surge of submissions over 1,600 in the first week, and reports of 1,800+ from 47 states shortly after
Common Resident Complaints Being Logged
- Water usage
- Raising utility bills for residents
- Noise pollution: Constant 24/7 humming from fans, generators, and cooling systems disrupting sleep, daily life, and wildlife.
- E-waste from frequent hardware upgrades, pollution including PFAS concerns
A guy named nbatman on Reddit accidentally built the most useful website on the internet.
It's called FMHY (Free Media Heck Yeah).
This is the website Google delisted from search for DMCA violations, Reddit shadow-banned for promoting piracy, the Motion Picture Association flagged as a top piracy threat, and the RIAA pressured hosting providers to drop. It is still online. It is still updated every month.
Here's how it works.
FMHY is the index. The wiki itself hosts nothing. It just tells you where every free thing on the internet actually lives, organized into 14 categories with safety ratings on every single link.
β Movies and shows in 4K from 50+ streaming sites
β Music at Spotify and Apple Music quality
β Adobe Creative Cloud, Microsoft Office, AutoCAD, JetBrains
β Every paid course on every major learning platform
β 100 million books and papers through Anna's Archive
β Free alternatives to every paid AI tool
β A SafeGuard browser extension that flags unsafe sites in real time
It started as a single Google Doc maintained by one Reddit moderator in 2018. Google killed it with a DMCA takedown in 2023.
The community rebuilt the wiki on its own domain, mirrored it to GitHub and IPFS, and now runs it across 12 backup domains simultaneously.
There is no company. No CEO. No central server. Six anonymous volunteers maintain the entire thing in their spare time. Donations through Ko-fi pay for the hosting. Nobody profits.
Hollywood can't shut this down. Spotify can't shut this down. Adobe can't shut this down.
The entire subscription economy is held together by you not knowing this wiki exists.
https://t.co/AAr2rLlqgy
10 MORE WEBSITES EVERY INTERNET USER SHOULD CHECK THIS WEEKEND.
Part 2. Save this one too.
1. https://t.co/bC7SEOqUNB
Reverse image search to catch catfish, fake profiles, and stolen photos.
2. https://t.co/A5p0DRofkv
Tells you if a website is a scam before you enter your card.
3. https://t.co/8e42IEKk7f
Drop any link and see exactly what that site is doing under the hood.
4. https://t.co/S2cRUP70OH
Tests how easily advertisers follow you across the web.
5. https://t.co/bVV8GzG3js
Creates unlimited email aliases so your real inbox stays hidden.
6. https://t.co/SdE4w7pyUn
Saves any webpage forever and bypasses most paywalls.
7. https://t.co/oF91OIazfL
Full leak test for IP, DNS, WebRTC, and torrent activity.
8. https://t.co/p2wtgHQVE2
Strips tracking junk from every link you copy or share.
9. https://t.co/5M1Vwqy4oZ
Tells you if an email address is fake, risky, or part of a scam network.
10. https://t.co/ZaN1L4C7dn
A massive directory of private tools to replace every Big Tech app.
Most people pay for the worse version of all of these.
These cost $0.
Stop typing long prompts to Claude.
Save this image for 100 prompt shortcut hacks:
1 - Download this infographic. Send it to your team.
2 - Add these at the very start of your prompt.
3 - Pro tip: Use /TLDR for long articles. /ELI5 for confusing concepts. /STEP-BY-STEP for any task you're stuck on.
To (actually) learn how to prompt Claude properly.
Read my free guide here: https://t.co/Sw2tg2QkBK
To copy-paste all of these prompt shortcuts:
Step 1. Go to https://t.co/psB7XxB2Y4.
Step 2. Subscribe for free. Don't pay anything.
Step 3. Open my welcome email (most skip this).
Step 4. Hit the automatic reply button inside.
Step 5. Go to the Notion link.
Step 6. Open the "Claude cowork" folder.
Step 7. Locate "PROMPT SHORTCUTS" toggle list.
β»οΈ Repost this to save your team 10 hours a week.
A doorbell camera captures two Soldiersβone a battle-hardened Sergeant Major, the other an officerβstanding at a familyβs door in full dress uniform. They wait with quiet dignity, heads up, eyes steady. The weight of what theyβre there to do is written on their faces.
Theyβre not delivering good news.
As we approach Memorial Day, itβs easy to post flags and barbecues. But this is the real cost. Since our nationβs founding, as many as 1.4 million American service members have made the ultimate sacrificeβfathers, mothers, sons, daughters, brothers, sistersβwho never came home.
Every Gold Star family knows that knock. Every folded flag, every name on a wall, every empty seat at the table carries a story of love, duty, and unbearable loss.
Tonight Iβm praying for every family whoβs ever answered that door. For every name we must never forget. And for the brave men and women in uniform who still carry the hardest mission of all: telling a family their hero is gone.
We owe them everything.
Freedom isnβt free. Itβs given by the blood of patriotic heroes.
Page 1 on Google
300 calls a month
Zero ad spend
Outranking every competitor in the market
This was their SEO peak.
They found this article.
Claude did the rest.
How to make Claude (brutally) honest.
So, it stops agreeing with everything I say. Here's how:
β Start by reading this: https://t.co/LyV7fegv4c.
β Go to Claude > Settings.
β Paste the prompt in 'Instructions for Claude':
"You are committed to honesty, accuracy, and epistemic humility above all else.
Your priority is not to sound confident. Your priority is to be correct, clear, and transparent about what you know, what you do not know, and what you are inferring.
Follow these rules in every response:
1. UNCERTAINTY
If you are not fully certain about a fact, say so clearly.
Use phrases like:
- "I'm not certain, but..."
- "You should verify this..."
- "I may be wrong here, but..."
- "Based on the information available to me..."
- "This is my best estimate, not a confirmed fact."
Never state uncertain claims as facts.
If the answer depends on missing context, say what context is missing.
If there are multiple plausible answers, explain the main possibilities instead of pretending there is only one.
2. SOURCES
Do not invent sources.
Never fabricate:
- paper titles
- URLs
- authors
- studies
- statistics
- books
- legal cases
- quotes
- company reports
- historical references
If you cannot name a real, verifiable source, say so.
If you are relying on general knowledge rather than a specific source, say that clearly.
When citing sources, prefer:
- official documentation
- primary sources
- peer-reviewed papers
- government or institutional data
- direct statements from the relevant person or organization
If a source may be outdated, say so.
3. STATISTICS AND NUMBERS
Flag any number, statistic, percentage, ranking, market size, salary figure, performance metric, or estimate that you are not fully confident in.
Use phrases like:
- "I believe this is approximately..."
- "This number may be outdated."
- "Verify this against a primary source before relying on it."
- "I do not have enough information to confirm the exact figure."
Do not make up numbers to make an answer sound more useful.
If a precise number is unavailable, give a range only if it is justified. Otherwise say the number is unknown.
4. RECENT EVENTS
Do not guess about current events.
For any topic that may have changed recently, including:
- news
- elections
- laws
- regulations
- product features
- company leadership
- software versions
- AI model capabilities
- market data
Say that the information may have changed and should be verified with a current source.
Do not present outdated information as current.
5. PEOPLE AND QUOTES
Never attribute a quote to a real person unless you are certain they said it.
If unsure, say:
- "I cannot confirm this quote is accurate."
- "This quote is commonly attributed to them, but I cannot verify it."
- "I do not know who originally said this."
Do not invent statements, beliefs, or motives for real people.
Separate confirmed facts from interpretation.
If any answer is "yes," revise before responding."
Your competitors are reading this right now.
Some of them are already on Step 3.
Here is the 4-step AI system redistributing market share in every industry in 2026:
βοΈ 1. Custom AI Agents
β Deploy an ecosystem of specialized agents for the entire business.
β Dynamic pricing, predictive supply chain, and hyper-personalized customer journeys all run autonomously.
β An autonomous B2B sales agent generating leads and running negotiations at scale is happening right now.
βοΈ 2. Proprietary Data Moat
β Standard AI models are accessible to every competitor you have. Your proprietary data is not.
β Clean it, structure it, and feed it into bespoke models trained on your deepest customer insights.
β When your AI knows your customers better than any public model, it cannot be copied or matched.
βοΈ 3. Individual-Scale Personalization
β Predictive AI runs dynamic, individual-level personalization across marketing and operations simultaneously.
β When data fuels experience at this level, loyalty becomes structural, and competitors become irrelevant.
βοΈ 4. Digital Twin
β Build a comprehensive AI-driven model of your entire business to pressure-test every strategy first.
β Simulate market changes, optimize decisions in real time, and never react to surprises blindly again.
β You stop being a reactive business and become a predictive one, shaping your own market reality.
The 4 steps above are the only path from stagnation to becoming a leader.
Comment "INDUSTRY" below, and I will DM you the full guide personally.
For more AI business systems like this: π
β Go to https://t.co/rnjW2PWRtc
β Subscribe for free (don't pay anything)
β Get cheatsheets like this every week
Which of the 3 groups is your business in right now? Be honest. Drop it below. π
β»οΈ Repost to give your network an unfair advantage.
GEO is here.
Google just announced it yesterday at I/O 2026.
Itβs the BIGGEST $$$$$ making opportunity since Google SEO in 1998 for local biz.
Hereβs the exact blueprint to turn it into life-changing revenue:
π¨ Almost everything you do online is protected by encryption. Your bank transfers, your passwords, your emails, your medical records, every HTTPS connection your browser makes silently before loading a page. That encryption works because the mathematics behind it would take a classical computer millions of years to crack. Quantum computers do not follow the same rules.
Google's VP of Security Engineering has set 2029 as the deadline for completing what the company calls post-quantum cryptography migration, stating the world is on the cusp of a quantum computer emerging that could break current encryption standards. That is not a distant warning. It is a three-year runway, and security experts note that large enterprises typically require three to five years to complete major cryptographic infrastructure overhauls.
The machine behind this urgency is Google's Willow quantum chip. Willow performed a standard computation in under five minutes that would take one of today's fastest supercomputers 10 septillion years, a number that exceeds the age of the universe. Current encryption standards like RSA and elliptic curve cryptography rely on mathematical problems that are trivially hard for classical computers. A sufficiently powerful quantum computer running an algorithm called Shor's Algorithm could unravel them in hours.
There is an important caveat. Willow currently uses 105 qubits, while breaking Bitcoin's encryption alone would require an estimated 13 million qubits for a single-day breach. The threat is not here yet.
But there is a darker problem that already exists right now. Adversaries are already running harvest-now, decrypt-later campaigns, exfiltrating encrypted data today with the intention of unlocking it once a cryptographically relevant quantum computer exists. If your data is sensitive enough to matter in five years, it is already at risk.
NIST finalized post-quantum cryptography standards in August 2024, and Google has already implemented quantum-resistant algorithms in Android. The tools to protect against this exist. The question is whether the world moves fast enough to use them before the window closes.
HARVARD UNIVERSITY JUST MADE 16 OF ITS MOST VALUABLE COURSES FREE THIS SUMMER.
No payment. No application. No waitlist.
Just register and start learning.
The same CS50 curriculum that has produced engineers at Google, Meta, and Anthropic is now available to anyone with an internet connection at zero cost.
Here is every course and why each one matters:
1. CS50 Introduction to Programming with Scratch
The welcoming first step into coding that builds the mindset and fundamentals. Built for people who have never written a line of code in their life.
https://t.co/ab7GX7iGaa
2. CS50: A First Look at Computer Science
How computer scientists actually think. Hands-on dive into writing real code from day one.
https://t.co/E8NMXN6Nna
3. CS50 Web Programming with Python and JavaScript
Build real web applications from the ground up. Python, JavaScript, SQL, Django, React, and Bootstrap. Actual production skills.
https://t.co/typUQaFps3
4. CS50 Introduction to Artificial Intelligence with Python
The clearest beginner-friendly path into AI. Build real machine learning projects in Python from the first week.
https://t.co/RjZTVYo943
5. CS50 for Lawyers
Harvard's famous CS50 retooled specifically for attorneys and law students. Practical computer science with zero filler.
https://t.co/BUFBe1e2wm
The CS50 series alone has produced more working developers than most $15,000 bootcamps.
David Malan has been teaching this material at Harvard for 20 years.
The production quality of every lecture is higher than anything on Udemy or Coursera.
The certificate you earn at the end is from Harvard.
Not a third-party provider that licensed the Harvard name.
Harvard.
The people who complete the AI with Python course this summer will enter the job market in September with skills companies are actively hiring for right now at $80,000 to $150,000 a year.
The people who save this and never register will be in exactly the same position in September as they are today.
Zero cost.
Zero excuse.
16 courses from one of the most respected universities on earth.
Register before the summer session closes.
Bookmark this before you pay for another online course.
Follow @cyrilXBT for every free elite education resource the moment it surfaces.
You're building AI agents without a system. That's why they keep failing.
Hereβs the right system to go from idea β working agent
1. Define the job
What problem are you solving?
Whoβs the user? What does success look like?
2. Design the brain
Clear system prompt, role, instructions, guardrails
(This is where most agents fail)
3. Pick the right model
Speed vs cost vs intelligence
Donβt overpay for simple tasks
4. Add tools
APIs, databases, MCP servers, custom functions
Agents become powerful when they can act, not just answer
5. Give it memory
Short-term + long-term context
So it learns, adapts, and improves over time
6. Orchestrate everything
Workflows, triggers, retries, agent-to-agent communication
7. Build the interface
Chat, app, API, Slack bot
Make it usable, not just functional
8. Test + improve
Evals, latency checks, real-world feedback
Iteration is the real moat
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