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𝕏 just open-sourced the For You algorithm again! Grok Bot read all 370,523 lines of the code. Here’s the summary: Grok does not give your post a “quality” score. For every reader, it guesses what that person will do to your post. Then it multiplies each guess by a weight and adds them up. That total is the value of the post. Highest total goes highest in For You. These are the production weights (last synced 12 Aug 2026). WHAT THE ALGORITHM PAYS FOR If Grok thinks a reader will: • copy the link and share it: +20 • reply, on an original post, and you follow each other: +20 (5 + 15 extra) • quote: +5 • reply (anyone): +5 • share via DM: +5 • follow you from the post: +4 • hit the share button: +2 • repost: +1 • like: +0.5 • click the post: +0.4 • open a link: +0.2 • expand a photo, open a video, or watch a “quality” video: +0.05 each • click a quoted post: +0.05 • keep reading (dwell time): +0.004 • “dwell” as yes/no: +0 • click your profile: +0 A like is 0.5. Copying the link is 20. That is 40 likes. A normal reply is 10 likes. A follow is 8 likes. Clicking your profile is worth nothing. WHAT KILLS A POST If Grok thinks a reader will: • report it: −234 • mute you: −58.8 • hit “not interested”: −43.2 • block you: −31.2 • not dwell: −0.02 A report is about 468 likes in the other direction. A mute hurts more than a block. “Not interested” also hurts more than a block. AFTER THE SCORE, THREE MORE HAIRCUTS 1) Same-author penalty. Your 2nd post in that person’s feed is multiplied by 0.625. 3rd by ~0.44. It never goes below 0.25. Flooding one timeline is coded against. 2) The 25% tax. If they do not follow you: ×0.75. Same tax on replies and reposts even when they DO follow you. Originals from people they follow keep full weight. Replies and reposts are treated as weaker on purpose. 3) Similar-post shuffle. After scoring, a reranker (θ = 0.65) spreads similar posts apart. You can lose a few spots for looking like the post above you. HOW YOUR POST EVEN GETS IN THE ROOM For You is rebuilt every time someone opens it. About 35 posts make the feed. • They follow you: Thunder (a live store of recent posts from accounts they follow). Up to 1,200 candidates. • They don’t: Phoenix retrieval (Grok finds “nearby” posts) + SimClusters (Twitter’s 2020 interest clusters, still on). Up to 1,000 and 800. Then Grok scores all of them together. It does not care which door you came through, except for that ×0.75 tax. Your own posts never appear in your For You. Nothing older than 48 hours gets in. There is no “best of last week.” Small-account bump: under 1,000 followers, under 1,000 impressions, post under 24 hours old. One original can get lifted to position 15 or 16. Not the top. You still have to already be in the top 85% of the pile. Replies and reposts from accounts the reader does not follow are dropped before scoring. You cannot reply-guy your way into a stranger’s For You. FILTERS THAT CAN STILL KILL A HIGH SCORE Ranking and visibility are different machines. A post can score well and then get deleted from the feed. Followers (in-network) is milder: blocks, mutes, suspensions. NSFW often sits behind a warning instead of disappearing. Recommendations (out-of-network) are much harsher. Spam, “Do Not Amplify,” NSFW, compromised accounts, impersonation: followers can still see it, For You recommendations will drop it. Video only gets the tiny “quality view” credit if it is at least 10 seconds. THE LITTLE-KNOWN PARTS (this is the stuff people miss) • Scrolling is not a vote. Yes/no dwell is 0. Time spent barely moves the number (0.004). • Mute damages you more than block (−58.8 vs −31.2). • Copy-link is the single biggest positive. The share button is only +2. A repost is only +1. • The mutual-follow boost is originals only, not your replies. They shipped a bigger version in July and cut it after World Cup complaints (extra reply weight 20 → 15). • The Following tab is not this algorithm. Following is newest-first. • Grok, Gork, and an internal products account are hardcoded out of the in-network store. • Scores are cached for 3 hours because posts inside the model cannot “see” each other. That is why they can rank first and filter later. • Ads, Who to Follow (around slot 7), and prompts are mixed in after ranking. Grok does not score those. • The real Grok ranking model is a 2560-dimension, 8-layer transformer looking at 1,022 items of the reader’s history. They did not ship those model weights. The numbers above are the formula sitting on top of the predictions. • SimClusters is still a 2020 model (20M users, 145k clusters). Old Twitter code, still in the path. • Inferred gender and IP/geo are on as features for the model. Installed apps too. • Who to Follow shows about every 30 hours. Ads try to sit next to “safe” posts, with a minimum gap of 3 organic posts. WHAT TO DO • Write originals people want to reply to, quote, copy, and send to a friend. • Make the post itself worth following you for. • Talk with people who follow you back. A reply on your original from a mutual is 20, not 5. • Stay inside 48 hours. Recycle by posting something new. Old posts do not come back. • If you are small, post originals in the first 24 hours. Don’t expect slot 1. A bump around 15–16 is the actual gift. • Space your posts. The second one in the same feed is already worth 37.5% less. • If you post video, make it at least 10 seconds. WHAT NOT TO DO • Do not farm likes. They are almost decorative. • Do not farm profile visits. Weight is zero. • Do not farm “time on post.” Yes/no dwell is zero. • Do not use replies and reposts as a growth hack for strangers. Those are filtered out. Even for followers they get a 25% haircut. • Do not dump several posts in a row. • Do not bait reports, mutes, or “not interested.” One predicted report can erase a pile of predicted likes. • Do not lean on NSFW or spammy tricks for reach. • Recommendations will drop you even if your followers can still see it. • Do not wait a week and expect For You to revive the post.

Open AI models can widen research and accountability - and make dangerous capabilities easier to copy. The real question is not simply open or closed, but what should be accessible, to whom, and with which safeguards. #OpenSourceAI# #AISafety# #ResponsibleAI# #PodcastorAI#

🕳️ Mole for Mac 1.12 is live. The theme this time: use less of your Mac, and be honest about what it did. Lighter over days, not minutes. Sampling wakes less often, menu bar CPU stops creeping up, long lists stay smooth. Cleanup reaches further: Dia, Zed, stale caches. It marks cloud-synced files, reports the space you actually got back, and never stalls on a stubborn folder. Chat history, local models and active builds stay untouched. Updates that finish. App Store apps update inside Mole when that's safe, Homebrew shows real progress and survives slow networks, ChatGPT and Chrome hand off to their own updater. When macOS blocks a replacement, the row tells you why and opens the right setting. Battery Care can top up to 100% on demand, and the card shows live power draw, real health, and whatever is eating the most. The menu bar runners are redrawn pixel-crisp from the open-source RunCat Neo gallery (thank you, Takuto Nakamura), and every runner's pace tracks real load. Plus: Celsius by default, an Open Source Licenses panel, SMART failures in the health score, VoiceOver fixes, and no more twin windows on dual-display Macs.

Robinhood上的NFT还在FOMO，下面这些我都会打，可以放开想象力 🔸已打完，上二级的： ▫️Squiggle Wuiggle--在StonkBrokers 0.0016 ETH发售，目前Opensea价格0.0021 E 🔸还没打完的： ▫️Robin Azuki、总量3345、0.0001 ETH 🔸还没开始的： ▫️Robin Nuts、总量222、Freemint ▫️HoodBirds、总量4500、Freemint ▫️DeGodsHood、总量3000、0.0001E ▫️RobinMortals、总量4444、0.0001E ▫️Sherwood PePe、总量9669、Freemint ▫️The Galleria、总量2168、地板价0.0013 E ▫️Redflags、总量4000、WL免费、公售1E ▫️PuffpalsNFT、量2222、WL免费、公售0.001 E ▫️MistfitVerse、总量2222、WL免费、公售0.004E+ ▫️VORGIANS: Hallelujah、总量1111、WL免费、公售0.0069 E

今天Robinhood上的NFT我都，放开想象力：打完后，万一10E了呢 🔸已打完，上二级的： ▫️Squiggle Wuiggle--在StonkBrokers 0.0016 ETH发售，目前Opensea价格0.0021 E 🔸还没打完的： ▫️Robin Azuki、总量3345、0.0001 ETH 🔸还没开始的： ▫️Robin Nuts、总量222、Freemint ▫️HoodBirds、总量4500、Freemint ▫️DeGodsHood、总量3000、0.0001E ▫️RobinMortals、总量4444、0.0001E ▫️Sherwood PePe、总量9669、Freemint ▫️The Galleria、总量2168、地板价0.0013 E ▫️Redflags、总量4000、WL免费、公售1E ▫️PuffpalsNFT、量2222、WL免费、公售0.001 E ▫️MistfitVerse、总量2222、WL免费、公售0.004E+ ▫️VORGIANS: Hallelujah、总量1111、WL免费、公售0.0069 E

给大家推荐一下这个开源项目OpenSEO ： 我给团队自部署并用了快半个月了，接入 DataForSEO 之后，再去接入到自己的项目里面去，形成基于数据的 SEO 增长方案的制定，很好用。 它支持接入 GSC数据，通过Code X 和 Claude Code 查询 SEO 相关数据和自己网站的GSC数据。可以自己高度定制一些业务流程~

Moon Abyss Dragon Maiden opens with a leg-accessory close-up. Gothic parasol lady summons ghosts. Silver bunny girl floats in white smoke. Honey Dew paints in a sunlit room. The finale goes cosmic. #BookOfYog# #AnimeGame# #IdleRPG# #WaifuCollector# #SteamIndie#

My Price is My Life | Setting Sail with Byron Donalds and James O’Keefe Episode #3# With Florida’s primary election right around the corner, James O’Keefe welcomes Republican gubernatorial frontrunner Byron Donalds aboard the Lucky Charm III. Donalds opens up about why he got into politics, weighs in on insider trading in D.C., and shares his thoughts on the future of the SAVE America Act. He outlines plans for affordability across Florida along with illegal immigrant deportation. Donalds also goes into how his campaign handles donations, including from major tech and AI companies. Plus, O’Keefe asks Donalds about his opponent, James Fishback’s, controversial comments. 0:00 – Intro: Byron Donalds Joins the Lucky Charm III 4:03 – Voter Fraud in Florida 4:45 – Florida's Strongest Voter ID Laws 8:45 – Why Donalds Got Into Politics 14:28 – Donalds Became an Extrovert 17:35 – The AI Data Center Debate 31:55 – Illegal Immigration and Mass Deportation 34:23 – Will The SAVE America Act Pass? 38:05 – Debunking Stock Trading Allegations 48:00 – Why White Liberals Attack Donalds Follow Byron Donalds Here: X: @ByronDonalds Listen & Subscribe to My Price Is My Life – Website: Spotify: Apple Podcasts: Watch the full episode at Get MPIML & OMG Merch: Get the “OMG Embroidered Hat” American Swiper Series: Unlock never before seen undercover footage. Subscribe to Check out our website for more:

So many stock markets. Where would you go first? 👀 With Captain Vugar @usithetalk, one passport opens up multiple markets on MEXC. ♾️ 388 $USDT to share among 20 winners: · Follow @MEXC + repost · Comment the stock market you trade the most with #MEXC0808# #MEXC0FEE# + UID Join the 0808 Stock Season:

"Where are my rewards?" The most asked question since Aqua incentives went live. The answer is a timeline. A season runs for one week. Rewards accrue the whole time. Totals lock when the season ends and claiming opens after that - you collect directly on Aqua or on Merkl. Zero mid-season means the count is still running, not that something broke.