Loading video...

Video Failed to Load

Go Home

Itv can never make a show like Tashen E Ishq 🫠 Sunshine Ml x grumpy fl Arrange married Fake engagement Yapper wife x good listener Strong fl and green flag Ml 🥺

16,583 views • 1 year ago •via X (Twitter)

11 Comments

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

My watttpad coded ship

Sayonaraa🐣's profile picture
Sayonaraa🐣1 year ago

Aacha show tha got ruined after Sidhant exit qki usko jdj me jaana tha 🤧 Chalo mujhe dekhne ka man ho rha hai ab 😭

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

Yes sidhant ka exit ka baad Maine Chodo Diya 😭

Sun M ☀️'s profile picture
Sun M ☀️1 year ago

Even offscreen too they were so Kunj n Twinkle coded. Their interviews were so fun n entertaining to watch.

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

True them both onscreen and offscreen >>

kia's profile picture
kia1 year ago

itv can never again 😭

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

They can't 🥲

ria's profile picture
ria1 year ago

stop, this track was (is) still my favourite. The pretend-to-date episodes were so wholesome; I miss them 🥹

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

Usss

𝙯.𝙞.𝙖's profile picture
𝙯.𝙞.𝙖1 year ago

I miss themmmm😩

tullipsdish🇮🇳's profile picture
tullipsdish🇮🇳1 year ago

Biggg us 😭

Related Videos

X's Recommendation Algorithm Analysis ===================================== Used Grok Code Fast to get a quick breakdown of X's recommendation system. What Makes a post Go Viral =========================== tldr: Engagement prediction trumps everything. Post content that generates interactions. Based on the actual algorithm code, posts that rank highest typically have: + High predicted engagement scores (ML models predict likes/reposts/replies) + Strong personalization match (SimClusters similarity to user interests) + Social graph relevance (RealGraph connections to user's network) + Media content (images/videos get engagement multipliers) + Author credibility (follower count, verification, tweepcred score) + Content quality signals (passes spam/NSFW/quality filters) + Timely relevance (freshness factor, trending topics) + Conversation potential (high reply prediction scores) The algorithm uses machine learning models to predict engagement, not simple weighted formulas. Success is measured by actual user interactions, creating a feedback loop that continuously improves ranking predictions. How the Algorithm Actually Works =============================== 1. Candidate Generation (9 sources): - Earlybird (in-network posts) ~50% - UTEG (out-of-network recommendations) - postMixer, Lists, Communities, Content Exploration - Static, Cached, Backfill sources 2. Feature Hydration (~6000 features per post): - User features (interests, behavior, demographics) - post features (text, media, metadata, engagement) - Graph features (SimClusters, RealGraph, social connections) - Real-time signals (current engagement, trending status) 3. Scoring Pipeline (4 models): - Model Scoring (NAVI heavy ranker) - Reranking Pipeline - Heuristic Scoring - Low Signal Scoring 4. Filtering (24 total filters): - 10 Global Filters (age < 48h, deduplication, location, etc.) - 14 Post-Score Filters (Grok safety, language, video duration, etc.) 5. Final Selection & Mixing: - Sort by final scores - Apply diversity rules - Mix with ads, who-to-follow, prompts - Generate timeline Key Prediction Models ==================== The algorithm predicts these engagement types: • PredictedFavoriteScore (likes) • PredictedRetweetScore (reposts) • PredictedReplyScore (replies) • PredictedGoodClickScore (meaningful clicks) • PredictedVideoQualityViewScore (video engagement) • PredictedBookmarkScore (saves) • PredictedShareScore (external shares) • PredictedDwellScore (time spent viewing) • PredictedNegativeFeedbackScore (hides/blocks) Weight System Reality ==================== IMPORTANT: The algorithm does NOT use fixed percentage weights like: ❌ Like Prediction (35%), Repost (28%), etc. ACTUAL SYSTEM: ✅ Weights are learned parameters from ML training ✅ Default values in code are 0.0 (overridden by feature flags) ✅ Weights are personalized per user and constantly A/B tested ✅ Different content types (video vs text) get different treatment ✅ Weights change based on real-time context and user state Example scoring process: 1. ML models predict engagement probabilities 2. Feature flags provide current weight multipliers 3. Personalization adjusts weights for individual user 4. Real-time context modifies final scores 5. Business rules apply quality gates and diversity What Actually Drives Viral Content ================================== Based on code analysis, viral posts typically: 1. Generate High Engagement Predictions: - Models predict high like/repost/reply probability - Content resonates with multiple user communities - Strong early engagement signals 2. Pass All Quality Gates: - Survive 24 different filter stages - Meet safety standards (not spam/NSFW/violent) - Author has good credibility signals 3. Achieve Personalization at Scale: - Match interests across diverse user segments - Trigger SimClusters similarity for many users - Connect through RealGraph social relationships 4. Optimize for Platform Mechanics: - Include media (images/videos perform better) - Post during high-activity periods - Use formats that encourage replies/reposts Key Takeaways ============= ✅ Engagement prediction is everything - the algorithm optimizes for user interactions ✅ Personalization is sophisticated - uses ML embeddings, not simple keyword matching ✅ Quality filtering is extensive - 24 stages prevent low-quality content ✅ Weights are dynamic - constantly optimized through ML and A/B testing ✅ Scale matters - system processes billions of posts daily with <50ms latenc Transparency exists - this analysis is possible because X open-sourced the algorithm The system is designed to surface content users will engage with, creating a feedback loop that rewards creators who understand their audience and produce engaging content. Bottom line: Create content that generates genuine engagement from your target audience. The algorithm will learn and amplify what works.

tetsuo

307,903 views • 10 months ago

😱SHOCKING: TPUSA’s “HYPE SQUAD” Scandal —Partitioning Venues, Staged Questions & Paying Kids To REACT 👀 Turning Point is officially dead, and the receipts are coming in fast. They’ve moved from organic movements to "Hype Squads"—paid recruits who are essentially the "laugh track" at their events They are now recruiting and paying people to join the "official hype squad," loading them up with free swag and jerseys just to show up. If you’ve ever been to a live studio taping of a sitcom or a late-night show, you know they have people who prompt the crowd to laugh, clap, or cheer at specific moments. This is exactly what Turning Point is paying for. 🔘Designated Reactions: These paid recruits are strategically placed to clap, yell, and laugh at designated points to make it look like the speakers have public backing. 🔘Staged Questions: It’s not just the applause that’s fake. If you go back through the footage of their last few events (like in Georgia), the people "randomly" asking questions are actually their own paid Hype Squad members. The "public engagement" is a scripted performance. 🔘Loading Up on Swag: They are recruiting people, loading them up with jerseys, hats, and pins, and paying them to attend just to make it look like they can draw a crowd. 🔘The Partition Trick: They are literally partitioning off sections of venues to make the rooms look smaller so they can claim a "packed stadium." If you have to hide the empty seats to hide the failure, you’ve already lost. 🔘The Attendance Lie: In Idaho, they claimed a "massive crowd" of 400 people. You’re at a university with 10,000 students and you can't even get 400 of them to show up organically? That is a disaster. 🏟️🚫 Charlie Kirk never had to pay people to show up. He had real support. Now, Erika Kirk is delivering nothing but a "Big Fat L." The only thing they are saving is appearances, while the movement crumbles behind the scenes. Don’t fall for the psyop. The crowds are fake, the questions are staged, and the "hype" is bought and paid for. From: RyanMatta 🇺🇸 🦅 FOLLOW Him!

Project Constitution

18,576 views • 2 months ago

Here’s a Summary if you’re still wondering what $LUMI is all about… A Thread 🧵🍿😁 🗓️ When did the Lumiterra Yapper Leaderboard launch? 🗓️ The Lumiterra Testnet went live on June 26, 15:30 UTC+8….and is fully on and functioning😁 The campaign is now active and will run until TGE. 📝 Do I need to sign up or register to join the leaderboard? No,Just start talking about Lumiterra on X and let Kaito do the rest by automatically tracking your posts, and your rank will update on the leaderboard ASAP. Smooth right?😉 💬 What qualifies as a “Yap”? Yaps are high-quality contributions recognized by Kaito’s algorithm, which evaluates content based on depth, originality, and engagement value. Earn yaps by talking about gameplay moments: PvP highlights, dungeon runs, livestream clips ❕creative images featuring $LUMI ❕Post guides for beginners or newly onboarded $LUMI testers ❕post hot takes about Lumi Terradas ❕Yap about Epic fails, game bugs faced in the game for easy rectification by the team ❕Post thoughtful analysis of Lumiterra’s game, token design, or reward systems. 🎁 What’s the total reward allocation for yappers? ❕A whooping 1% of total $LUMI supply has been set aside for Kaito Yappers 👀🔥🤩 - 0.6% for Lumiterra-specific contributors - 0.4% for contributors across the broader Kaito ecosystem. 📍 How do I join the Lumiterra Yapper Leaderboard? Visit:[ page, Connect your X account and and give access to Kaito AI 🌊 , start creating and sharing quality $LUMI content and replies and watch your rank rise as the leaderboard updates. 🗓️ When can I claim rewards? Reward distribution details and claiming process are TBA so stay tuned for updates from only Lumi TerradasGame official page. 📈 How can I maximize my Yapper rewards? -Engage all my $LUMI posts😁 -Post quality info and talks about $LUMI - Engage with the $LUMI community and the top Yappers and top testers like Voracytis Lark (builder mode) Dashred Inspector⚡ Vincent Duraku 0xdahua|大华 🎮. |🧠SENT 丨 MemeMax ⚡️ and so many more🫡👀 - Share content that helps others understand the game and its ecosystem. - Show your personality —be real with yourself and the $LUMI community. 📖 Where can I learn more about Lumiterra? You can visit their X official page Lumi Terradas and join their discord community ( for a deeper understanding and guide of the ecosystem go to Wiki/guide: [LumiTerra Game Guide]( ❓When can I play Lumiterra? You can play on browser and also download through the link below WANT TO HEAR THE FUN PART? 🔓 No whitelist required 🆕 New users can create an account without needing a ref code or and access code😮‍💨 ⏳ Campaign runs until TGE 📉 Progress will not carry over to mainnet 🎮 Get ready to explore, fight, farm, and craft in the world of $LUMI.! Shout to Pshyc_ he made this possible🫡🧡 Check out this short gameplay from Inspector⚡

UNRULY|LUMI 🀄️

17,949 views • 1 year ago

🐶 THE CRYPTO $DOG GIVEAWAY 🐶 🦴 The Daily Bone | 1 SOL a Day | 365 SOL Giveaway OVER $30,000! 💸 📍 HOW IT WORKS - 365 SOL total - 1 SOL per day - 1 winner per day - Winners announced on X, daily. For the next 365 days, we’re giving away one SOL. Every single day. 🐕 HOW TO ENTER 1. Follow, Like ❤️ and repost 🔁 this post 2. Join the DOG X Community (link in profile/below) 3. Set your PFP to DOG meme 4. Make at least one quality post per day including $DOG 5. Join daily for a new chance to win. Multiple wins are possible. 👑 HOW WINNERS ARE CONSIDERED - Quality/originality of posts - Consistency/volume - Creative use of memes - Reach and engagement - Impact on our movement There are also more WEEKLY prizes to be won 👀 🤝 ELIGIBILITY NOTES - No brand-new, under 25 followers or bot accounts - Accounts should show genuine activity - This giveaway runs for a full year, so there’s plenty of time to build an account and participate properly - You can enter every day, and you have a chance to win more than once! 🔍 TRANSPARENCY - The 365 SOL are held in a dedicated multi-sig wallet - Giveaway wallet address: 8CH1nNNFrA9dnvaLiLMxF7FR6Wafxqao3kWx8mNnSM49 - All winners are announced publicly on X and will receive SOL upon announcement 🧠 WHY WE’RE DOING THIS - DOG is a community-run project built to last - $200k added to LP, ~50% locked - Project was CTO’d twice to remove bad actors - 100% community ownership, no dev control Our vision is to make this the Dog of Solana. This giveaway reflects that commitment. Good luck! 🐕

The Crypto Dog Meme Official

76,160 views • 4 months ago

Meet Gregory Wings, who is a big scammer, and he is a very manipulative... he has somehow managed to convince a lot of people by using his charm & smooth tongue to do so much damage and, in the process, committed a whole lot of crimes. American media has alot to say about the Scammer George Wings, he came to South Africa to scam people for aliving and he allegedly have the South African police officers in Sandton on his payroll, to ensure his things run smooth & uses SAPS to target or open fake cases against innocent people or anyone who dares challenges him. George Wing track record how, over the years, he has scammed ppl. The American Scammer plays victims & lies to say people are "destroying his reputation when questioned why flee the USA." George Wings was previously sentenced to 11 years prison in his home country for fraud. He got to SA, started flaunting his apparent "wealth," playing like a prominent baller, moving around Sandton with bodyguards & eating soft life, now the mighty has fallen. It's alleged that aka Malcom X went to introduce himself to Rebi, and they tried to scam her. Like all typical politicians or so-called businessmen, who avoid bad publicity at a high cost, Gregory Wings has our mainstream in his pocket: City Press and TimesLive. Gregory Wings lied to people saying "he is bringing Drake to SA... which never materialized." Gregory is like a teenager with ADT, loves public attention with his other criminal friend Malcom X, who is taking him around South Africa high circles to scam others and extort them. The American Scammer means serious business... he is not playing. As always, people like Gregory Wings & Malcom X never see a day jail because they can afford to buy their way out and make our government look away though he isan international criminal. Allegedly, Gregory Wings and Malcom X are equally known as 'pimps' in around selling young women and hooking up with them in nightclubs. Gregory Wings and his friends have a tendency to use fake display champagne bottles on their tables to lure young women. Their business has been very slow now they hopp in clubs, not affording basic moet brut . Hopefully, these criminals collapse further

Kwena Molekwa

36,714 views • 1 year ago

Chamath on H1-B visa: There's a lot of people that look at me and say 'That guy is part of the problem' you can see it in the comments on X." "I came on an H1B visa. Elon came on an H1B visa, okay? This is in the early 2000s. Why? Nobody was applying for these things. And who did you have? Forget about me, I'm relevant, but you had guys like him, you had these incredible scientists, Urs Hölzle that ends up at Google. These are giants, okay?" "What's happening now, for the last 15 or 20 years, you have farms of applications. 20,000 slots open up, so you can't stipulate abuse because what that means is so overwhelming that the next Elon or Urs Hölzle was already gone. I sure as shit would never say that the program works today." "So I think it's fair to say two things. We can stipulate the following two things: Immigration is really good. We should be attracting the best. But we should also make it fair for the best who have, for the last five years, been blocked because a handful of companies have abused this system. You need to stop and fix it so that you can reestablish trust with the American population at large. There's a lot of people that look at me and say, 'That guy's part of the problem.' You can see it in the comments on X. And I'm like, 'Wow, me?'" "No, I think that's because they see the abuses on the ground. They see the people that show up and they're like, 'This person is not smarter than me. All I can see is wage suppression.' We have a responsibility to the people who are working and paying into the system to answer their questions honestly. You can't stipulate and ignore it. You can't. Sometimes you gotta say, 'You know what? That was gross abuse.'"

Tony Jacob | FindaClip.com

210,287 views • 21 days ago