Met my girlfriend's parents for the first time.
Her dad asked what I do for work. I said I build trading systems.
He said like Wall Street?
I said no. It is open-source. Anyone can see how it works.
He laughed. So you are gambling with open-source code?
I did not argue. I opened my laptop.
One wallet I was tracking made $2.4M in March alone. Another traded $36M in volume. One more turned $35K into $442K.
His face changed.
That is not gambling. That is math?
Exactly.
Then I showed him the repos. All public. All free.
First one: github/warproxxx/poly_data
Every trade ever made. 86M+ trades. Free to download. Snapshot saves 2+ days of research.
Second one: github/warproxxx/poly-maker
Market making bot. Both sides of the book. Gas optimized. Google Sheets execution layer.
Third one: github/pselamy/insider-tracker
ML plus heuristics. Flagged that $35K to $442K wallet before anyone noticed.
Her dad went quiet. Then he asked can my son run this?
Her mom asked for the setup guide.
Most people think you need a finance degree or a hedge fund.
You do not. You just need to read the code and start.
I built the entire framework for using these repos:
How to clone and deploy poly_data locally
How to connect poly-maker to your wallet
How to run insider-tracker ML models
How to backtest before going live
How to start with $200 and scale
The system uses public code. Finds proven strategies. Executes before the crowd catches up.
No secrets. No paywalls. Just GitHub and execution.
You only need Claude + device + 1 hour per day.
Giving this free for 24 hours.
To get it:
1. Comment the word Cash
2. Like and retweet this
3. Follow me @codewithimanshu so I can DM you
Save this post. Clone the repos this week. Start with $200. Scale on evidence.
@barnett_@sairahul1 I was having this issue a lot until recently. If you take the time to research how to really use AI for productivity, you realize there’s a lot missing, whether it’s training your AI prior to use, establishing connectors to other AI and apps, etc. It’s been amazing now.
@Chirag1542@FIN_Matthew_@grok@TansuYegen Porsche EVs use an 800V battery and take up to 800V charge which charges them from 10-80% in 18 mins, 80% is a healthy charge
There's a physicist at Stanford named Safi Bahcall who modeled this exact principle and the math is wild.
He calls it "phase transitions in human networks." When you're stationary, your probability of a lucky event is limited to your existing surface area: the people you already know, the places you already go, the ideas you've already been exposed to. Your opportunity window is fixed.
When you move, your collision rate with new nodes in a network increases nonlinearly. Double your movement (new conversations, new cities, new projects) and your probability of a serendipitous encounter doesn't double. It roughly quadruples. Because each new node connects you to their entire network, not just to them.
Richard Wiseman ran a 10-year study at the University of Hertfordshire tracking self-described "lucky" and "unlucky" people. The single biggest differentiator wasn't IQ, education, or family money. Lucky people scored significantly higher on one trait: openness to experience. They talked to strangers more, varied their routines more, and said yes to invitations at nearly twice the rate.
The "unlucky" group followed the same routes, ate at the same restaurants, and talked to the same 5 people. Their networks were closed loops. No new inputs, no new collisions.
Luck isn't random. Luck is surface area. And surface area is a function of movement.
The lobster emoji is doing more work than most people realize. Lobsters grow by shedding their shell when it gets too tight. The growth requires a period of total vulnerability. No protection, no armor, soft body exposed to the ocean.
That's the cost of movement nobody posts about. You have to be uncomfortable first. The new shell only hardens after you've already moved.
@Atomic_Henry @AtRealBen Genuine question, why is it so much more expensive now, with all the newer tech ology, manufacturing technology, research, etc, why is it costing us either the same or more than it did back then to go to the moon? I personally am unbiased if we went or not, can’t decide
Do you understand what's happening right now?
Like.. actually understand it?
Two years ago, AI could complete a 14-second task on its own. One year ago, 40 minutes. Today, 14 hours. The doubling time is compressing. And nobody is pricing in what happens when you let that curve run for 500 more days.
Right now, in April 2026, a company replaces 200 customer support reps with AI and it trends for a day. People debate it in the comments. Everybody moves on.
By summer, it stops making news. It happens too often. Three, four companies a week quietly post earnings showing headcount down 30% and revenue up. The stock goes up. Nobody writes an article. The kid who graduated in May with a CS degree sends 400 applications and gets two interviews, both for roles that didn't exist a year ago. His parents still think he picked a safe career.
By fall 2026, AI agents are completing tasks that take humans a full week. Autonomously. No check-ins. You describe the project Monday morning and review the output Friday. The venture world notices something strange: the fastest-growing startups have 3 to 5 employees. Some have one. Peter Steinberger already proved it. One developer, a laptop, a weekend project, billion-dollar acquisition bids from Meta and OpenAI. That was February. Now there are dozens of him.
By December, two things happen at once. The $650 billion in AI infrastructure from Microsoft, Google, Amazon, and Meta starts coming online. And the cost of intelligence, which already dropped 280x in 18 months, drops again. Companies start asking a question they've never asked before: why am I paying six figures for work an agent does for $500 a month?
By early 2027, the layoffs change character. No longer surgical. Entire departments. Accounting. Legal review. Marketing ops. The companies doing it aren't struggling. They're posting record margins. The ones that don't cut are the ones falling behind.
By spring 2027, the college graduation speech hits different. The economics professor at the podium knows that half the careers she's describing won't exist in the form these students expect. She doesn't say it. Somebody's parents are in the audience.
By summer 2027, the cognitive capacity inside data centers eclipses the cognitive capacity of every human on Earth.
Today, April 6, 2026, the company building most of it published a 13-page paper proposing robot taxes, a public wealth fund, and 32-hour workweeks. They compared what's coming to the Great Depression. They titled it "Ideas to keep people first."
The people building superintelligence are writing survival guides for the rest of us.. and we're still arguing about whether AI can write a good email.
@Rightanglenews If it was watered down you’d be having issues right away. In Chicago area here, work for a service department, had a wave of cars getting bad gas, lot of fuel pumps and fuel tanks had to be replaced. Your car, especially being newer, will definitely tell you if it’s bad gas.
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🚨#BREAKING: Andrew Tate brings up Piers Morgan being mentioned in the Epstein files and made him look very uncomfortable 👀
“I want every person in the Epstein files, including the innocent people, including YOU…to be investigated”
@ChiefEngineerCE@BamaSaltyMarine @CharleyVCU1988 You’re seriously telling me that these immigrants are taking your six-figure+ jobs? Half of them don’t even make $50k a year, and it’s because of the jobs they do. If you can’t secure a good career job, then that’s on YOU
@AmiriKing @JordyHalo80 For one, the shooter wasn’t even involved to begin with and ran up from the opposite side to shoot someone. Also, you’re right nobody is required to sit there and get beat, but they also don’t know how to be man enough to 1. not initiate a fight they cant handle and 2 know to tap