Google Brain founder, Andrew Ng:
"100% of my tasks are done by ai agents, self-improving loops are next.
Give it 3-6 months and prompting is gone."
31 minutes of clear explanation on building self-improving agents from scratch.
Worth more than any $500 agentic course.
Watch it, then read the full guide on loops below.
Anthropic engineers just showed how they build a full app from scratch, using a loop of agents
40 minutes from the team behind Claude Code
they used three agents: one to plan, one to build, one to judge, cycling until the app actually works
the winners won't have the smartest model, they'll have the best loop
watch it, then read the full guide on how to actually use loops below
THIS IS ABSOLUTELY WILD 🤯
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:
→ Creates the entire project
→ Writes all the code
→ Installs dependencies
→ Fixes errors automatically
→ Keeps going until it's working
The crazy part?
• No monthly subscription
• Runs on your own device
• Your code stays private
• 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.
INSTEAD OF NETFLIX TONIGHT
Spend 2 hours with this.
A full Claude AI course that shows you how to build and automate anything from scratch.
No fluff. No paywall. Just the actual skills.
The people who watch this tonight wake up tomorrow different.
The people who skip it wake up the same.
Bookmark it now.
Claude Code creator:
"Loops are as big a step as move from source code to agents. Loops - step from agents to the next thing.
30% of my code is fully written by loops right now."
in a 40-minute fireside chat, Boris Cherny reveals his actual working setup.
Loops + dynamic workflows + routines, and more.
Watch the full episode, then read the article on loop engineering below.
KARPATHY JUST HANDED EVERY DEVELOPER THE EXACT FILE CLAUDE CODE NEEDED FROM DAY ONE.
65 lines. 110K stars. the cheat code for every broken workflow you've been blaming on the model.
if I had this a year ago, I would've shipped twice as fast.
make sure to bookmark it before it gets lost in your feed.
I was losing 2 hours a day to Claude rewriting code I didn't ask it to touch.
then I found CLAUDE. md.
90 seconds to set up. changed everything.
Karpathy identified 4 failure patterns Claude Code repeats constantly, in his own words:
→ silent assumptions: Claude makes decisions without checking with you
→ code bloat: 1000 lines written when 100 would do
→ collateral damage: Claude edits code unrelated to the task
→ no success criteria: Claude loops with no finish line
these aren't model failures. they're missing instructions.
CLAUDE. md gives Claude the 4 rules it needed from day one:
→ think before coding, state assumptions. ask before assuming.
→ simplicity first, minimum code. nothing speculative.
→ surgical changes, touch only what is required. nothing adjacent.
→ goal-driven execution, define success before starting. loop until verified.
65 lines. no build step. no framework. no dependencies.
just the 4 principles every developer already knew, but needed Karpathy to write down.
ClaudeKit is the only team you need to build something like this (https://t.co/aW94IVKzGN)
the guide on how to learn Claude below (every resource you need)
https://t.co/8pon0x7bcI
Andrej Karpathy OpenAI co-founder:
"95% of what AI twitter sells you dies the moment the model updates"
self-improving loops help agents become better with each run."
35-min - completely free and worth more than a $500 building course
Book & watvh it today
How to upgrade your self-image:
•focus inwardly
•picture the greatest version of you
•allow the image to become bigger, brighter
•now imagine how it would feel if this was you right now
•can you feel it?
•repeat as you wake up/fall asleep
The gap between you and the "AI guy at work."
It's exactly 100 words. Here they are:
1. Foundations
☑ About-me file: your voice in a text file for any AI.
☑ Thinking: Claude 4.8 deciding how hard to think.
☑ Add-in: Claude inside Excel/PowerPoint.
☑ Agent: AI that takes actions, not answers.
☑ Anthropic: the company that builds Claude.
☑ Anti-AI file: all AI words and phrases in a text file
☑ AskUserQuestion: Claude interviews you first.
☑ Browser use: Claude clicking around for you.
☑ Claude 101: free intro certification.
☑ Claude Code: Claude in your terminal.
☑ Connector: one-click bridge to an app.
2. Core mechanics
☑ Context window: the max text held at once.
☑ Cowork: Claude desktop agent on your folder.
☑ Credits: your monthly token budget.
☑ Custom instructions: rules saved across chats.
☑ Cutoff: last date the training data covers.
☑ Delegation: "what to give AI." (4D)
☑ Description: "how to brief AI." (4D)
☑ Em-dash: the punctuation means "AI wrote this"
☑ Enterprise: the plan for large companies.
☑ Thinking: Claude reasoning longer.
☑ File-based: workflows in folders, not chats.
3. Tools & people
☑ Gamma: slide tool Claude calls as a connector.
☑ Granola: the AI meeting-notes app that plugs in.
☑ Haiku: Claude's smallest, fastest model.
☑ Instructions: rules you set once per project.
☑ Knowledge: files a Project always reads.
☑ Long context: reading very long documents.
☑ Markdown: .md format Claude reads best.
☑ Max: the $100-a-month personal plan.
☑ MCP: Model Context Protocol, for plugging apps
☑ Multimodal: reads text, images, PDFs together.
☑ Opus: Claude's most powerful model family.
4. Plans & prompting
☑ Opus 4.8: the current frontier Claude model.
☑ Output token: text Claude generates, also billed.
☑ Positive prompt: what to do, never what to avoid
☑ Pro: basic paid plan at $20/month.
☑ Project: a folder of chats with shared files.
☑ Prompt template: a saved, reusable prompt.
☑ Refusal: Claude declining on safety grounds.
☑ Second brain: your files as permanent memory.
☑ Send-ready: output you can ship with no edits.
☑ Session: one continuous chat, open to close.
☑ Skill: a /command that loads instructions.
5. Mastery
☑ Skilljar: the free certification academy site.
☑ Slash command: typing "/" to fire a Skill, like /47.
☑ Style file: a text file teaching Claude your voice.
☑ System prompt: the hidden instructions.
☑ Team: the plan for 5 to 150 people.
☑ Token: roughly one word; the billing unit.
☑ Tool: something Claude calls, like web search.
☑ Vision: Claude reading images and PDFs.
☑ Voice: the writing personality Claude copies.
☑ Workspace: the shared environment for a team.
☑ /47: the Skill that rewrites lazy prompts.
---
To download all of my Claude infographics:
1. Go to https://t.co/psB7XxB2Y4.
2. Subscribe for free.
3. Open my welcome email.
4. Hit the automatic reply button inside.
5. Download infographics from my Notion.
♻️ Repost this to save someone 6 months of trial.
Jim Simons turned $100 into $130 billion using math.
He just gave the entire playbook in a free 1-hour MIT lecture.
You've been picking stocks based on Reddit and vibes.
He returned 66% per year for 30 years using equations.
This is the most valuable hour you'll spend this week.
Save the video. Watch it tonight. Build the bot this weekend. Follow
@codewithimanshu
for more high-signal content that turns lectures into income.
↓
Below what nobody is telling you about this lecture.
Everything Jim Simons taught Renaissance Technologies in the 1980s is now buildable in a weekend with Claude Code.
Pattern recognition across thousands of assets. Signal detection in noise. Automated execution.
Risk management at scale. In 1988, this required a team of 50 PhDs and millions in infrastructure.
In 2026, one person with Claude + a laptop can build a working version in 7 days.
The knowledge gap between you and a Renaissance trader is now smaller than it has ever been in history. Follow
Follow
@codewithimanshu
for daily breakdowns of the AI tools that turn this knowledge into income.
↓
What this lecture actually teaches you to build.
Simons walks through the core principles that printed $130 billion:
> Find statistical edges that are invisible to humans
> Trade only when the math says yes, never on emotion
> Run hundreds of small bets simultaneously, not one big bet
> Cut losses ruthlessly when signals weaken
> Compound relentlessly across decades These aren't trading tips.
These are the foundational principles of every AI trading bot worth running. Watch the lecture. Take notes. Then turn it into a system. Follow
@codewithimanshu
for the exact Claude prompts that turn quant theory into deployed bots.
↓
Your weekend playbook to turn this into profits.
Friday night: watch the Simons lecture. Take notes on every signal he mentions.
Saturday: open Claude Code. Build a backtesting framework using historical price data.
Test 3-5 of his core signal ideas.
Sunday: paper trade your best signals on Polymarket, Toobit, or Alpaca. Validate before risking real capital.
Monday: deploy a small position. $100. $500. Whatever you can lose without flinching.
Compound. Iterate. Scale.
That's how a Simons-grade trading system gets built in 2026. Not over 30 years. Over one weekend. Follow
@codewithimanshu
for the exact templates and prompts to build each piece.
↓
for more high-signal content that turns lectures into income.his is the best time in history to build wealth with AI trading.
Jim Simons needed:
> A team of 50 PhDs
> $25 million in compute
> 10 years of infrastructure
> Custom data feeds nobody else had
You need:
> Claude Code
> A laptop
> 7 days of focus
> $20/month in API costs
Same math. Same principles. Same edge.
Different barrier to entry.
People who watch this lecture and build with the knowledge will compound for the next decade.
People who save it for later, will still be picking stocks based on vibes in 2027.
Save the video. Watch it tonight. Build the bot this weekend. Follow @codewithimanshu
Anthropic pays $750,000+ a year for engineers who can build LLM architectures from scratch. Stanford taught the entire thing in 1 hour lecture & released it for free.
Bookmark & watch this today before someone takes it down and read this article below
I built Polsia into a $250M company in under 3 months.
Solo + AI. Zero employees.
Everyone asks me how I did it.
Introducing aisloP, a docu-series on how I build Polsia.
Episode 1: The Launch.
How I orchestrated the biggest Twitter launch of 2026.
Leopold Aschenbrenner fund just reached a new all time high of $20 BILLION.
And he’s literally telling you what to buy right now.
If you pay attention, you can make a lot of money.
Here’s the list:
Big long in Bloom Energy (BE), fuel cells for data center power.
Heavy in Bitcoin miners pivoting to AI hosting: IREN, Core Scientific (CORZ), Applied Digital (APLD), Riot (RIOT), CleanSpark (CLSK).
Recent stake in Nebius (NBIS), AI cloud infrastructure.
Private position in Anthropic.
By the way, if you’re a serious investor and you care about making money, you need to follow @InTheAssembly with notifications.
The door is currently closed but we are reopening access on Monday, for 24 hours only.
In 6 months, half of you are going to wish you got in this Monday, June 22nd.
Follow @InTheAssembly with notifications or you will regret it later.
Seth Godin gave a masterclass on how to build an unforgettable brand in the age of AI:
1. Marketing is not about spend. It is about creating the conditions for other people to eagerly spread your idea.
2. Authenticity is overrated. What customers actually want is consistency. Show up the same way every single time and that is worth more than any Super Bowl ad.
3. Everything your company does is a marketing decision. How you answer the phone. What you charge. How you design things. Marketing is not a department. It is everything.
4. Trust is simple. Make a promise. Keep it. Especially when it is hard.
5. Successful brands are built with your customers talking about you. Not you talking about you.
6. A brand is not a logo. A brand is a promise. Nike has a brand. Hyatt has a logo. One of them you know exactly what to expect. The other you do not.
7. You are measuring the wrong things. Follower counts. Stock price. Open rates. False proxies will take your business in the wrong direction faster than anything else.
8. Social media followers mean nothing. Godin has 400,000 Instagram followers and says if he posts about a new book maybe 12 people buy it. The number is a distraction.
9. Stop trying to be famous. The goal is not to get more famous. The goal is to get less famous and more trusted.
10. Average marketing reaches average people. Average people will not buy your product. You need the people who will talk about you, challenge you, and eagerly pay more for better.
11. When you pick your customers you pick your future. Stop trying to reach everyone. Start trying to deeply serve someone specific.
12. Better beats louder every time. One guy running a wine email list with 130,000 subscribers does $30 million a year in revenue. No ads. No social media hustle. Just consistently better.
13. The real opportunity with AI is not making things cheaper. It is making things better. The businesses that use AI to deepen relationships will win. The ones using it to cut costs will race to the bottom.
14. Your job is not to do your job. Your job is to solve problems for other people and make things better by making better things. Everything else is just noise.
15. When AI becomes the buyer it will always choose the cheapest option. If your entire business strategy is being the cheapest, AI will destroy you. The only protection is being worth it in ways that cannot be easily measured.
16. The next level of marketing is permission at a depth nobody has achieved before. The brand that knows your tools, your projects, your needs, and shows up to help without being asked will be impossible to replace.
17. Most businesses will use AI to spam more people faster. The businesses that win will use AI to serve fewer people better. That gap is the biggest opportunity in marketing right now.
18. You have a squadron of summer interns available for twenty dollars a month. They are not that good but they are very eager. The businesses learning to be good bosses of AI right now will have an enormous advantage over everyone waiting to figure it out later.
19. The question every business should be asking is not how do I get more attention. It is how do I become the kind of business that people would genuinely miss if it disappeared tomorrow. That answer is your entire marketing strategy.
do you understand what just happened?!
the guy whose AI raised $30M is starting a YouTube channel documenting his entire journey on how he built Polsia...
every single founder needs to watch this. 👇