Abhishek Pandey 💎 🙌

@arpit_bhayani This should be implemented by @X as well. A single new things breaks out and I get 10 tweets about it on my timeline, with not much different content.

Say you are building a news aggregator (like Google News). One of the biggest problems you'll face is de-duplicating articles across millions of documents. Naive O(n^2) comparisons will crush you at scale. MinHash + LSH is how you actually solve it. MinHash converts a large set into a small, fixed-size signature, such that the similarity between two signatures approximates the Jaccard similarity of the original sets. Jaccard similarity is simply set intersection divided by set union; a measure of how much two sets overlap. It is a fast, probabilistic way to estimate "how alike are these two documents?" without comparing them word by word. The first step is shingling, where you break each document into overlapping n-grams (say, 3-word sequences), and then run MinHash on that shingle set. MinHash gives you a compact signature, typically 100-200 hash values. The key property is that the probability that two signatures share the same minimum hash value equals the Jaccard similarity of their original shingle sets. This way, you estimate similarity without ever comparing raw text. But you still have the comparison problem. Even with compact signatures, comparing every pair is expensive. That's where LSH (Locality Sensitive Hashing) comes in. You split each signature into b bands of r rows each, and hash each band into a bucket. Two documents that are similar enough will likely land in the same bucket for at least one band, and only those candidate pairs get compared. This approach collapses billions of comparisons down to millions, and it is what systems like Google News and early web crawlers used to deduplicate content at scale. Several Google papers and engineering blogs from the early 2000s reference this exact approach. Pretty simple and neat. As is almost always true at scale, you do not need a perfect similarity detection system. A fast, good-enough one is preferred, given that the cost is ultimately the forcing function.

Elusive Dopamine hit

@0xmitsurii @grok pls find full video

Distractions are killing your life.

Our brains are fried. You try to read a book...can’t focus. Sit with loved ones...your mind drifts to work or phone. Feel a buzz in your pocket....but there’s no notification. We’re not just distracted. We’re digitally disoriented. Here’s what’s going on and how to push back:

@grok will it be useful?

Hi @nikitabier, could we tailor the feed such a way that if one has seen an info from a tweet, similar tweets from another account doesn't show up? There is lot of ctrl+c and ctrl+v across tweets. @elonmusk @x

@dealztrendz @grok For me @grok?

Hey, @grok, who was the most famous person to visit my profile? It doesn't need to be a mutual, don't tag them, just say who it was.

@dealztrendz Thanks, got it. But looks like we will be charged automatically from next year?

Get Perplexity Pro FREE for 12 months if you’re an Airtel user! Check the Airtel Thanks app under Rewards or OTT. Available for prepaid, postpaid, and Wi-Fi users.

Tomorrow is World Falun Dafa Day! A few days ago, Dafa practitioners and supporters gathered in central Manhattan to celebrate World #FalunDafaDay—marking 33 years since the practice was first introduced to the public in China. Banners proclaiming the values of truth, compassion, and forbearance were accompanied by traditional performances, colorful floats, and a powerful marching band. #FalunDafaDay #May13

A Falun Gong practitioner fled his hospital bed in the middle of the night ESCAPING forced organ harvesting. He had a gash on his side. Scans later on proved parts of his liver and lung were missing. 🚨 He’s living proof. The smoking gun. Systematic organ harvesting in China is happening.

@realEstateTrent Actually, it did. Thanks for sharing 🙌

Opened ChatGPT. Prompt: “Now that you can remember everything I’ve ever typed here, point out my top five blind spots.” Mind. Blown.

@Firebase @remindme_ofthis in 2 days

Meet Firebase Studio: A cloud-based, agentic dev environment powered by Gemini ✨💻✨ Find everything you need to prototype, build, and run production-quality full-stack AI apps quickly and safely. Learn more about building AI apps with Firebase → goo.gle/4j3MS9v #GoogleCloudNext

We are the traffic!

For such a epic movie @Interstellar had a bad experience @IndiaCinepolis for 10:30 show on 14th March. AC was not working and some of the sequences had music distortion. Did not expect it in @IMAX

@libsoftiktok @HeyGenLabs hindi

MUST WATCH: Stephen Miller just TORCHED the fake news reporters to their faces

@bookmyshow_sup @_PVRCinemas @IndiaCinepolis @Interstellar @bookmyshow Now that @WarnerBrosIndia has officially confirmed, when can we book the tickets? 😃

@vishooj @_PVRCinemas @IndiaCinepolis @Interstellar @bookmyshow Hang tight, Abhishek! 🙌 -KS

Hi @_PVRCinemas @IndiaCinepolis, are we getting IMAX release of @Interstellar here in India too in December? Please do!! cc @bookmyshow

Minghui.org-Special Report | Our Master ...he also designs costumes and helps them improve their skills, as a volunteer. “But no one gives me a cent; I’m unpaid,” he said. #FalunGong #FalunDafa #Meditation #Truth #NYTimes #ShenYun #China #Cultivation plsreadthetruth.wordpress.com/2025/01/11/min…

The stars are aligning again! Christopher Nolan’s Interstellar returns to cinemas in India and also in IMAX on February 7. Relive the journey beyond time and space! ​ #Interstellar #ChristopherNolan #10thAnniversary #AnneHathway #MatthewMcConaughey