Andrew Ng:
"100% of my tasks are now done by AI agents - hype has exceeded my expectations. Loops is next step.
in 3-6 months, everyone will be using self-improving loops. No more prompting."
In a 30-minute talk, Andrew Ng explains how to build self-improving agentic systems from scratch.
Worth more than a $500 agentic course.
this is f*cking gold
How to build your first AI agent (Full guide)
if I had this a year ago, I would've shipped my first app in a day instead of 2 weeks
in the right hands, this changes everything:
Anthropic engineer: "You're not supposed to prompt Claude. You're supposed to build a system that prompts itself."
Loops.
Most builders are doing this wrong:
No memory file, so every loop starts from zero.
No sub-agent split, so one agent tries to do everything.
No stop condition, so loops run forever and bill you in your sleep.
Most builders are missing at least two of the three.
Watch the video first.
Then read this - everything you need to know about Loops in 2026, in one place.
Bookmark this before it gets buried.
A CHINESE TRADER BUILT A SECOND BRAIN IN OBSIDIAN THAT GENERATES 3 TRADING IDEAS EVERY MORNING AT 6AM AND MADE $180,000 IN 6 MONTHS.
No Bloomberg terminal.
No analytics desk.
No team of analysts.
A Mac Mini by the wall.
An iPhone in his pocket.
One local Obsidian vault.
Six N8N pipelines running 24/7, pulling every article he reads, every podcast he listens to, and every voice note he drops into a Telegram bot—directly into the vault.
Every night, a neural network reads across 4,000 connected notes and finds the strongest connections between fresh information and old theses.
Every morning at 6AM, a brief lands in his inbox:
- 3 trading ideas with confidence scores
- The emerging thesis of the week
- Any note that contradicts an active position
The system only wakes him up when a fresh note contradicts his thesis, or when an idea breaks 90% confidence.
Everything else runs without him.
The monthly bill: $120 in API costs.
The monthly return: approximately $30,000 into the account.
Traditional quant funds pay teams of 8 people to produce the same flow of insights.
He pays $120 and a Mac Mini.
The full system breakdown is in the article below.
Bookmark this before you pay for a Bloomberg subscription.
Follow @cyrilXBT for every solo operator setup that changes what one person can build.
I'm quitting my job to go full-in on Claude.
Just Asked it to:
Analyze mispriced Polymarket markets for arbitrage opportunities and find wallets using it to copy.
Turned $2K into $12K overnight.
Monitored 1,000+ wallets.
I realized something fast.
There are arbitrage bots I can't beat without code knowledge.
But I can find them. And copy them.
Claude built a monitoring terminal and connected it to a Telegram copytrading bot.
It's not a script. Not even a bot.
It's an AI agent that improves with every wallet it finds.
Fetches wallet behavior. How it trades. Arbitrage patterns. Position sizing. Timing.
70% win rate.
7 wallets copytrading right now from 500+ monitored.
Bot never pauses. Never gambles. Just math and profit.
You only need: Claude + a device + 1 hour per day.
Giving this free for 24 hours.
To get it:
1. Comment "cash"
2. Like and retweet this
3. Follow me @expertwith_AI so I can DM you
Elon Musk:
"companies that are entirely AI will demolish companies that are not. it won't be a contest."
there are two types of people right now:
type 1: uses AI to write emails. thinks that's using AI.
type 2: runs 1000 agents while they sleep. treats AI like a workforce. ships 100x.
type 1 gets destroyed . type 2 is the replacement
I genuinely don't understand why everyone isn't using this yet
Andrej Karpathy, a co-founder of OpenAI, posted a simple idea that hit 16 million views: stop using AI to write code, use it to build a second brain.
You point Claude Code at a folder, drop in any source, an article, a transcript, a PDF, and Claude reads it, links it, and files it into a living wiki of everything you know. It compounds like interest, the more you feed it, the smarter it gets.
Here's the whole thing:
> Install Obsidian, create a vault, open it in Claude Code
> Paste Karpathy's wiki idea file and tell Claude to build it
> Claude makes three folders: raw for sources, wiki for its pages, a CLAUDE.md that runs it
> Drop any source into raw and say "ingest this"
> Ask questions across everything, forever
Five minutes to set up, and you never start from a blank chat again.
Full step-by-step guide with Claude and Obsidian, link below.
Bookmark this
NVIDIA CEO, Jensen Huang:
"Nobody writes prompts anymore. The new job is to write and handle loops."
This is the shift that's going to define the rest of 2026.
53 minutes of pure insight from one of the richest men on earth.
Watch it, then read the full guide on how to actually use loops below.
Elon Musk told Ron Baron he's building a chip that will be 2-3x better than Nvidia at 10% of the cost
"I have the entire physical design of the chip laid out in memory. I can visualize the whole thing."
When TSMC said a new fab takes 5 years: "Five years to me is an eternity. My timelines go one year, two year, and at year three it goes to infinity."
So he's building his own.
Tesla's self-driving has logged 10 billion miles. 4x safer than a human driver. With the new chip it becomes 10x.
The game theory insight: Musk wins by changing the rules entirely rather than competing inside the existing equilibrium.
That's the same move that produces asymmetric edge on any markets - find where the consensus is anchored to the wrong model and bet against it.
Watch it, then read the article to apply this to Polymarket
🚨 NEXT WEEK’S SCHEDULE IS INSANE FOR MARKETS
MONDAY → FED EMERGENCY ANNOUNCEMENT
TUESDAY → U.S. TREASURY MACRO DATA
WEDNESDAY → FED INJECTS $3.31 BILLION
THURSDAY → INITIAL JOBLESS CLAIMS
FRIDAY → FOMC PRESIDENT SPEECH
GET READY FOR THE MOST VOLATILE WEEK OF 2026!!
Elon Musk: "We’re in the final stages of completion of Optimus 3, which is really going to be by far the most advanced robot in the world, nothing's even close.
In fact, I haven’t even sent any demos of robots that are as good as Optimus 3, frankly.
We’ll start production on Optimus 3 this summer, but very slow at first. And then probably reach high-volume production around summer next year.
We’ll have Optimus 4 design complete by next year like, we will try to release a new robot design every year, an improved robot design every year."
🚨 BREAKING:
STRATEGY CEO MICHAEL SAYLOR SAID LIVE:
"I WILL BURN 17,000 BITCOIN TO MAKE EVERYONE ON THE NETWORK RICHER."
THIS GUY OWNS 846,842 $BTC THAT WORTH OVER $65 BILLION
HE DEFINITELY KNOWS SOMETHING!!
CLAUDE LE PROGRAMÓ UN BOT DE TRADING A ESTA CHICA
Ve al minuto 0:08 y mira su diario:
El bot está ganando fácilmente un sueldo mensual en un par de días
Cómo funciona👇
→ Reversión a la media en S&P 500 y Nasdaq en velas de 15 min
Caza las pequeñas sobreextensiones que los índices hacen cada pocas horas
→ En bitcoin cambia a rupturas por momentum en velas de 1h
El cripto tiene tendencias más fuertes que los índices, así que en vez de ir en contra te subes al movimiento
→ Oro y petróleo llevan una capa de seguimiento de tendencia más lenta en velas de 4h
Las materias primas se mueven en ondas más limpias y no quieres el ruido de los latigazos del intradía
La gestión del riesgo👇
→ Tamaño de posición basado en ATR por instrumento
Un día tranquilo en oro lleva más tamaño que un día volátil en bitcoin
El riesgo se mantiene constante aunque la volatilidad no
→ Stop fijo del 1% en cada operación
Sin excepciones, sin “déjame darle margen”
→ Y encima un filtro de correlación
Si S&P y Nasdaq ya están largos, no se carga otro activo risk-on y duplica la exposición real
→ Claude Code escribe y actualiza la lógica
El bot solo ejecuta
Después Claude Cowork le manda dos mensajes al día 👇
→ 7:00 qué está pasando en el mercado
→ 21:00 cómo lo ha hecho el bot
Ese es todo el trabajo:
• Dos mensajes.
• Cinco instrumentos.
• Cero horas de pantalla
Manualmente solo podría mirar un gráfico a la vez.
Esto vigila cinco.
No duerme.
No se pone nervioso.
No hace revenge trading a las 2am
Lo que antes necesitaba un equipo de quants y un Bloomberg de 200k ahora corre en un portátil con Claude
Y tu amigo sigue operando a mano y constantemente en rojo.
Guarda esto y mira el vídeo de abajo para programar tu propio bot con Claude 🔖
🚨 BREAKING:
THE GUY WHO MADE $5.25B IN 1 YEAR, LEOPOLD ASCHENBRENNER, SAID:
"A 10-GIGAWATT CLUSTER WILL COST HUNDREDS OF BILLIONS OF DOLLARS BY 2028."
HE TURNED $225 MILLION INTO $20 BILLION IN JUST 14 MONTHS
HE DEFINITELY KNOWS SOMETHING!!
Two Anthropic engineers have just revealed in 24 minutes all the hidden Claude features that almost nobody knows about.
This video is going to completely change the way you use AI.
Watch it and save it.
$205 → $2,582 Overnight.
I Told Claude to Scan Every Polymarket Wallet While I Slept. Woke Up to the Terminal Still Running.
87% of Polymarket is exit liquidity. You're it. My 6 Claude agents aren't.
I have full step-by-step guide to replicate this entire Claude scanning + copy trading setup.
Giving This Free for 24 hours. To get it:
1. Comment the word "Money" & Like and Retweet this post.
2. Follow me @codewithimanshu ( then only, i can DM you)
That's the whole system for you to start making money online using ai & polymarket.
One prompt before bed:
"Scan every Polymarket wallet and GitHub repo. Find asymmetric payouts."
Woke up to +$2,582. Terminal still running.
Claude analyzed thousands of wallets overnight. Most of them bleed money. But 340 had something different.
Asymmetric payouts:
> Enter at 27 cents. Exit at 91.
> Lose 27 cents when wrong. Win 64 when right.
> Only need to be right 1 in 4 times.
> They were right half.
You need a 25% win rate to profit. They hit 50%. That's not luck. That's edge.
Claude found 3 patterns:
Category specialists. One wallet: 91% win rate on crypto. 14% on politics. Total looks average. Filter to crypto only and it's a top performer. You'd never find this manually.
Speed arbitrage. 47 wallets entering 3-8 seconds after Binance moved. Before Polymarket updated. Not predicting anything. Just faster than you.
Near-zero accumulation. Buying at 2-8 cents weeks before resolution. $8 in. $200 out. Hundreds of times. While you scroll past markets priced at 3 cents thinking "that'll never hit."
It hits. And these wallets are there every time.
Claude connected GitHub repos to run all three:
> poly_data: scanned every wallet and entry price
> polyterm: whale tracking and insider detection
> py-clob: placed the orders
7 wallets copied. 204 trades. $25 seed.
6 agents running right now:
> sigma_decay: 78% conviction
> darkpool_7: 87% conviction
> velvet_void: 85% conviction
> profitprinter: 54% conviction
Equity curve: $25 to $$12,582. No meaningful dip. Sharpe 2.09.
You're looking at Polymarket with your eyes. Claude is looking at it with thousands of wallets of data, GitHub repos, and pattern recognition running in parallel while you sleep.
You're not even playing the same game.
You Must Follow me @codewithimanshu, so i can send you DM.
a 28-year-old in Berlin runs a 7-agent software factory off a remote server
she approves checkpoints from her phone at midnight; her workspace has no desk, no city, no fixed machine - any screen is just a terminal
she quoted $28,000 for a scope a local agency priced at $74,000 and told the client 'minimum 6 weeks.' the agents shipped a validated PR in 19 hours
the agency was still revising their proposal
i've been running a version of this for the past few months. the setup sounds absurd until the first time it works, and then you can't go back
the factory lives on a remote VPS - always on, eight tmux panes, already mid-session. ssh in from whatever screen is nearby: laptop at home, phone on a train, tablet at a café at 1am. the environment never moves. you're just a terminal window connecting to something that was already running
agencies price the way they do because their overhead is structural. a $74,000 quote on a 6-week scope is real math: account managers, a senior dev who gets rotated to a bigger client by week three, revision cycles that exist because context lives in fourteen slack threads instead of one file
the factory collapses all of that into a CLAUDE.md
→ a 100-line markdown file at the repo root loads the entire project into every new agent session - stack, architectural rules, banned patterns - so no session starts blind and no context drifts between runs
→ agent one is read-only: maps the existing codebase, documents patterns, flags risks before any agent touches the code
→ agent two writes the user story and acceptance criteria, locking the exact definition of done before engineering starts
→ agent three produces the technical brief: data model changes, API shapes, a precise list of every file that will move - this locks before any builder runs
→ backend and frontend build in parallel but in isolation, each scoped to its own directories, so they can't reach across and corrupt each other's work
→ agent six writes acceptance tests against the original user story criteria before the implementation is considered complete
→ agent seven runs a final read-only audit: missing auth, tenant isolation gaps, any deviation from the brief gets flagged back into the loop before the pr is cut
→ three checkpoints pause the entire chain for human approval - story, spec, pre-merge - each one a 30-second phone tap when the upstream work was done right
the 19 hours is the output. what compressed was everything underneath: the pm relaying a question to an engineer who responds two days later, the architectural mistake that only surfaces after code is written, the context drift between sessions because the memory layer is a human brain instead of a file that loads before anything runs
the loop closes itself. validator flags a gap, builder fixes it, verifier confirms, pr is clean by morning
the agency sent their revised proposal at 9am. the pr had been merged for 14 hours
she approved the final checkpoint at midnight, 30 seconds on her phone. the agents were already done
the desk, the office, the fixed machine - she left them out