engineer Projects

@DataChaz Brilliant approach for data-heavy pages with charts and tables! However, I wonder about the resource consumption. Processing 30M+ screenshots for Wikipedia sounds incredibly heavy compared to pure text embeddings. Is this viable for small-scale production apps yet?

STOP PARSING HTML FOR RAG. JUST SCREENSHOT IT 🔥 Researchers from UC Berkeley just released PixelRAG, an open-source system that skips HTML parsing entirely. Why is it changing web scraping for good? Well, instead of scraping a page into text and embedding chunks: #1 it screenshots that page and retrieves the image #2 a vision-language model then reads the answer straight off the pixels This solves a real problem: parsing is where RAG quietly loses context: → A single HTML-to-text parser can drop 40%+ of a page → Tables, charts, and complex layouts get flattened or deleted → Changing parsers alone can swing accuracy by 10 points By indexing the page exactly as a human sees it, PixelRAG beats the strongest text RAG baseline by 18.1% on text-only QA. To prove it scales, the team built a visual index of all 8.28M Wikipedia articles using 30M+ screenshots. It even includes a Claude Code plugin (pixelbrowse) that gives Claude native "eyes" to read live pages locally, how cool is that? 100% free and open-source (Apache-2.0). Here's the repo → github.com/StarTrail-org/… BONUS: If you're building retrieval systems, my friend @akshay_pachaar recently wrote a great guide on slashing your RAG corpus by 40x and tokens by 3x. Check it out below ↓

@PythonPr Why compare them? Each programming language has its own strengths.

C++ vs Python

@PythonPr B

Python Question / Quiz; What is the output of the following Python code, and why? Comment your answers below!

Find Rating of a movie using Python

@ElonMuskAOC It will really be nice to have one. Looks beautiful ❤️

I just ordered 10 rose gold Teslas. I will be giving all of these away to followers tonight at 8pm PST! Like and comment to be entered into the raffle!

Watch this carefully. Very important.

Nvidia CEO: Greatness does not come out of intelligence, it comes from character. Character is not formed out of smart people: it is formed out of people who have suffered.

“Nearly every war that has started in the past 50 years has been a result of media lies.” ~ Julian Assange

@elonmusk I don't even know what to think about that

European justice is broken

@kiyomiiv Hello @kiyomiiv

Important life lesson instagram.com/reel/C577fADyE…

Je viens d'effacer l'arrière-plan d'une photo en seulement 5 secondes avec picwish.com/fr/. Essayez maintenant l'éditeur de photos IA le plus simple! via @picwishcom #PicWish #PicWishReferral

PDF to TIFF using Python

Python Coding challenge - Day 166 | What is the output of the following Python Code? Solution and Explanation: clcoding.com/2024/04/python…

Midjourney killed photography. But 99% don’t know how to use it. So, I created the Midjourney Mastery Guide. Normally $27, but for next 24hrs, it’s FREE! To get it, simply: • Like & RT • Reply "Midjourney" • Follow me (So, I can DM you)

The Runge-Kutta formulas are the workhorse for the numerical integration of ordinary differential equations. shttps://en.wikipedia.org/wiki/Runge%E2%80%93Kutta_methods

Python Coding challenge - Day 165 | What is the output of the following Python Code? Solution and Explanation: clcoding.com/2024/04/python…

You can now edit DALL·E images in ChatGPT across web, iOS, and Android.