ANTHROPIC PAYS $750,000 A YEAR FOR ENGINEERS WHO UNDERSTAND WHY AI WORKS.
STANFORD JUST PUT THE SAME KNOWLEDGE ON YOUTUBE FOR FREE.
WATCH IT THIS WEEKEND. NOT EVENTUALLY. THIS WEEKEND.
๐จ Sam Altman literally gave a 43-minute masterclass on turning ideas into billion-dollar companies.
Most people will never watch it.
And instead of hype, he broke down what actually makes startups work.
No fluff. Just reality.
He explained that ideas donโt matter nearly as much as execution. The difference between something small and something massive isnโt the idea itโs how relentlessly itโs built and improved over time.
He also emphasized that the best founders donโt chase everything. They focus on one thing that truly matters and push it forward with extreme clarity. Distraction kills more startups than competition ever will.
And then thereโs scale. Truly big companies arenโt built for a niche they solve problems that millions of people care about. If the market isnโt large enough, the outcome wonโt be either.
His biggest insight? Startups donโt win because theyโre smarter they win because they stay in the game longer and iterate faster.
Thatโs why this masterclass stands out.
Because while most people are waiting for the perfect ideaโฆ
The best ones are already building.
CLAUDE FULL COURSE 4 HOURS
This is the most detailed Claude guide Iโve seen online.
Bookmark this before you forget.
4 hours.
Build tools.
Automate work.
Learn how people build bots and systems.
Claude โ Tools โ Automation โ Products โ Money
This 2-hour lecture by Andrej Karpathy - co-founder of OpenAI, the man who coined "vibe coding" - will build GPT from scratch and show you exactly why message 30 costs you 31x more than message 1.
Bookmark this & give it 2 hours today, no matter what. It's the best thing you can do for your Claude budget. Then read the article below.
After this, you'll never pay for tokens Claude spends talking to itself again.
A Chinese engineering student spent $4,000 on two Mac Studios and a Mac Mini. Put them on his desk. Labeled each one with a sticky note: UI/UX. DEV. ADMIN. Connected two monitors. Satellite maps on both screens.
His parents thought he was building a startup. His professors thought it was a thesis project. His roommate thought it was overkill for homework. He let all of them keep thinking that.
Then someone noticed what the three boxes were actually connected to.
A wallet. Making $104K. Betting on the temperature.
ColdMath. $104,642 profit. 5,470 predictions. Joined November 2025. Bio: Edge Compounds.
โ https://t.co/iJLnXKdlnh
Two Mac Studios and a Mac Mini doing one thing. Claude pulls live pilot weather data. METAR. TAF. Real sensors from real stations. Updated every 1-3 hours worldwide. Temperature accurate to a tenth of a degree. The DEV box compares it to prediction market prices. When they don't match the UI/UX screen flashes. The ADMIN box logs the trade.
Flash. Trade. Green.
$25 on Tokyo hitting 16C on March 20. Payout: $12,452. $24 on Chicago reaching 54F on March 11. Payout: $12,398.
Eleven dollar bets returning five thousand. On the temperature in a city most people can't find on a map.
A friend who flies commercial told him pilots get atmospheric data hours before any public forecast. This data is free. Aviation safety requires it. Nobody outside of aviation even looks at it.
He looked. Pointed Claude at the feeds. Said: find me every city where the real temperature doesn't match the price.
Claude found dozens. Every single day. Tokyo. Chicago. Wellington. Atlanta. Ankara. Lucknow. Cities on six continents. All with weather stations publishing data that nobody in the markets is reading.
The three boxes run 24/7. Even when he's in class. Even when he's asleep. The satellite maps keep updating. The DEV box keeps comparing. The screen keeps flashing.
His roommate finally asked what the setup actually does. The student showed him the balance. The roommate didn't say anything. Just asked for a third monitor.
34K people watching. $94K still loaded in active positions. Two Mac Studios. One Mac Mini. Two screens. One quiet kid who realized the most predictable thing on Earth is the thing everyone ignores.
The weather.
๐จ Someone just built a fully open-source mocap system that works with any camera.
It's called FreeMoCap, a markerless 3D tracking system that runs on ordinary webcams. It turns multiple camera feeds into research-grade skeletal data automatically.
100% Open Source.
found a website where you can create, program and test electronic hardware. it already has some featured projects
really great if you want to test before building your own hardware
Jenkins builds code from Git, creates Docker images, pushes to registry.
Kubernetes deploys images as microservices.
Prometheus monitors app health, exposing metrics for analysis.
Deployment of Multi service web app in an image โจ
All the AI Builders, I just found out!
There are 16 of them!
1. Cursor
2. Bolt
3. v0
4. Windsurf
5. Replit Agent
6. Loveable
7. DevinAI
8. Pear AI
9. Github Copilot inside Vscode
10. Github Spark
11. IDX by Google
12. webfraw .ai
13. UIzard
14. Amazon Q Developer
15. ChatGPT inside Mac app
16. Softgen AI
Comment below if I might have forget some.
How many of them have you used?
I have used 7.
Best YouTube Channels To Learnโฆ
Cybersecurity - Tolulope Michael
Networking - David Bombal
Python - Code With Harry
React - Codevolution
UI/UX - GFXMentor
JavaScript - Traversy Media
Java - kunal kushwaha
๐ช๐ต๐ฎ๐ ๐ถ๐ ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ ๐๐ฟ๐ฐ๐ต๐ถ๐๐ฒ๐ฐ๐๐๐ฟ๐ฒ?
Have you ever wondered why companies like Netflix and Amazon seem to roll out features at the speed of light? The secret might be hidden in their tech stack based on Microservice architecture.
At its core, Microservice architecture is about breaking down an application into a collection of small, loosely coupled services. Each service runs a unique process and communicates through a well-defined API. Each service is a separate codebase, which can be managed by a small development team and deployed independently.
Key elements of microservice architecture:
๐ญ. ๐๐ผ๐ฎ๐ฑ ๐๐ฎ๐น๐ฎ๐ป๐ฐ๐ฒ๐ฟ: Ensures even distribution of incoming network traffic across various servers.
๐ฎ. ๐๐๐ก (๐๐ผ๐ป๐๐ฒ๐ป๐ ๐๐ฒ๐น๐ถ๐๐ฒ๐ฟ๐ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ): A distributed server system that delivers web content based on the user's location. It's about bringing content closer to the end-user, making page loads faster.
๐ฏ. ๐๐ฃ๐ ๐๐ฎ๐๐ฒ๐๐ฎ๐: Manages requests by directing them to the appropriate microservice using REST API or other protocols.
๐ฐ. ๐ ๐ฎ๐ป๐ฎ๐ด๐ฒ๐บ๐ฒ๐ป๐: Monitoring and coordinating the microservices, ensuring they run efficiently and communicate effectively.
๐ฑ. ๐ ๐ถ๐ฐ๐ฟ๐ผ๐๐ฒ๐ฟ๐๐ถ๐ฐ๐ฒ๐: Each microservice handles a distinct functionality, allowing for focused development and easier troubleshooting. They can talk with each other using RPC (Remote Procedure Call). Services are responsible for persisting their own data or external state.
๐๐ฒ๐ป๐ฒ๐ณ๐ถ๐๐:
โ ๐ฆ๐ฐ๐ฎ๐น๐ฎ๐ฏ๐ถ๐น๐ถ๐๐: Scale up specific parts of an app without affecting others.
โ ๐๐น๐ฒ๐ ๐ถ๐ฏ๐ถ๐น๐ถ๐๐: Each microservice can be developed, deployed, and scaled independently.
โ ๐ฅ๐ฒ๐๐ถ๐น๐ถ๐ฒ๐ป๐ฐ๐ฒ: If one microservice fails, it doesn't affect the entire system.
โ ๐๐ฎ๐๐๐ฒ๐ฟ ๐๐ฒ๐ฝ๐น๐ผ๐๐บ๐ฒ๐ป๐๐: Smaller codebases mean quicker feature rollouts.
๐๐ฟ๐ฎ๐๐ฏ๐ฎ๐ฐ๐ธ๐:
โ ๐๐ผ๐บ๐ฝ๐น๐ฒ๐ ๐ถ๐๐: More services can lead to a more complex system.
โ ๐๐ฎ๐๐ฎ ๐๐ผ๐ป๐๐ถ๐๐๐ฒ๐ป๐ฐ๐: Maintaining consistency across services can be challenging.
โ ๐ก๐ฒ๐๐๐ผ๐ฟ๐ธ ๐๐ฎ๐๐ฒ๐ป๐ฐ๐: Inter-service communication can introduce delays.
โ ๐๐ฟ๐ฟ๐ผ๐ฟ ๐ต๐ฎ๐ป๐ฑ๐น๐ถ๐ป๐ด: When an error happens, it's hard to debug why and where it happened.
While Microservice architecture isn't a silver bullet, it's a tool for modern software development.ย Should you use it for your project? It depends, and we will discuss more in the following days.
6 API Architecture Styles You Should Know.
API architectural styles determine how applications communicate.
The choice of an API architecture can have significant implications on the efficiency, flexibility, and robustness of an application.
So it is very important to choose based on your application's requirements, not just what is often used.
Letโs examine some prominent styles:
REST
A cornerstone in web services, REST leverages HTTP methods for streamlined operations and a consistent interface.
Its stateless nature ensures scalability, while URI-based resource identification provides structure.
REST's strength lies in its simplicity, enabling scalable and maintainable systems.
GraphQL
Whilst REST uses multiple endpoints for each resource and necessitates multiple requests to obtain interconnected data;
GraphQL uses a single endpoint, allowing users to specify exact data needs, and delivers the requested data in a single query.
This approach reduces over-fetching, improving both performance and user experience.
SOAP
Once dominant, SOAP remains vital in enterprises for its security and transactional robustness.
Itโs XML-based, versatile across various transport protocols, and includes WS-Security for comprehensive message security.
gRPC
gRPC is efficient in distributed systems, offering bidirectional streaming and multiplexing.
Its use of Protocol Buffers ensures efficient serialization and is suitable for a variety of programming languages and use cases across different domains.
WebSockets
For applications demanding real-time communication, WebSockets provide a full-duplex communication channel over a single, long-lived connection.
It's popular for applications requiring low latency and continuous data exchange.
MQTT
MQTT is a lightweight messaging protocol optimized for high-latency or unreliable networks.
Its pub/sub model ensures efficient data dissemination among a vast array of devices, making it a go-to choice for IoT applications.
API architectural styles are more than just communication protocols; they are strategic choices that influence the very fabric of application interactions.
There is no best architectural style.
Each offers unique benefits, shaping the functionality and interaction of applications. It's about making the right choice(s) based on your application's requirements.
Once you've chosen your API architecture style and you're ready to start testing, Postman collections are widely regarded as the go-to solution: https://t.co/NZ5LcN8Gpd
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In 2014, Elon "gave away" Tesla's secrets to BWM.
Everyone thought he was crazy.
But this "act of charity" was actually the most ruthless business move in corporate history.
Here's why BMW never saw it coming: ๐งต
MIT's "Mathematics for Computer Science".
A 1048 page available for Free.
Focuses on explaining the use of mathematical models and methods to analyze problems in computer science.