XiYan-SQL is an innovative natural language–to–SQL conversion framework designed to address the performance challenges large language models face in SQL generation tasks. XiYan-SQL just hit #1 across all open BIRD-CRITIC (SWE-SQL) leaderboards — including BIRD-CRITIC-1.0-Open, BIRD-CRITIC-PG and BIRD-CRITIC-Flash. 🚀 BIRD-CRITIC is a real-world SQL diagnostic benchmark from academia + Google Cloud, built from actual database errors and tricky queries. Why XiYan-SQL matters 👇 🔹 Not just text → SQL: it diagnoses and fixes failing queries. 🔹 Handles complex ops (INSERT / UPDATE / DELETE) across messy, multi-dialect DBs. 🔹 Remains robust even on unseen, out-of-distribution databases. What this means in practice: 📈 More reliable SQL debugging in real, production-style environments 📈 Stronger robustness for messy and evolving data stacks

Google just found the agentic scaling law! Forget "more agents is all you need." After 180 experiments across GPT, Gemini, and Claude, the results are in: - The 45% Trap: If a single agent has >45% accuracy, adding more agents often hurts performance. - Tool Tax: Tool-heavy tasks suffer disproportionately from coordination overhead. - Error Spirals: Independent agents amplify errors by 17.2x. They derived a formula that predicts the best architecture with 87% accuracy. Agent design just moved from alchemy to science. Towards a Science of Scaling Agent Systems Paper: https://t.co/pZly36dOpo

@IntCyberDigest The Jews were trying to spam me Leave me alone I'm Native Here is number Get them back https://t.co/G6Zqup0YM3

Stake today 12.9k odds https://t.co/V1o4VK4Gul 209 odds https://t.co/03U1nFIkOS 10 odds https://t.co/UhTeNYZquY REGISTER A STAKE ACCOUNT VIA LINK https://t.co/zNIDVi9VVx Use welcome code ‘banks’ for weekly airdrops and bonuses Dm https://t.co/oeZHXM47XD for bet deposits and enquiries, 💯 reliable. ✅ Join https://t.co/onNA2IpWas Here is how to fund your stake account https://t.co/II2UWONbF4 Get the stake app via link https://t.co/BH533u52QL Bet responsibly 🔞🔞

+4 more

Inclusion Inclusion, then, becomes a thread That stitches hope where fear once spread Read poem: https://t.co/JPF9WJpuZ7 #inclusion #include #people #together #poem #poetry #Bahamas #Caribbean #USA #UK #China #Africa #Russia https://t.co/u0SJHa8NC7

NATIVEPATH - HYDRATE SAMPLE PACK For a limited time, try our Native Hydrate Variety Pack for FREE! AD https://t.co/EaCzj5Uzpd https://t.co/WwXDX1ek0l

NATIVEPATH - HYDRATE SAMPLE PACK For a limited time, try our Native Hydrate Variety Pack for FREE! AD https://t.co/EaCzj5Uzpd https://t.co/V0AF8sklmq

This is the function that will bring web and native together https://t.co/N5DW0iCl5L

LlamaSheets is our new way to handle complex, messy spreadsheets that come as many sheets disguised as one, multiple regions that provide different sets of information, and much more. Check out this example of a (generated, fake) company budget sheet. It actually has 4 sub-sheets, each containing multiple regions. LlamaSheets identifies each sub-region, creates summaries about what information they provide, and returns all of this informaiton as a parquet file! Try it out and let us know what you think while it's in public beta! Get started here: https://t.co/lk1reA8Yl0

#GoNative isn’t just a project it’s the engine powering the next era of #Bitcoin utility. Sovereign. Fast. Intelligent. Unstoppable. The future of BTCFi starts here. 🐝⚡ @goNativeCC #BTCFi #BitcoinOnSui #Beeartist @Tommy_The_Gods @AagyeSanidhya @EdgardS54056 https://t.co/eWxq7ZVQXp

I built the most advanced IDE for iPad that has ever come. It's basically Xcode for iPad. It implements its own Swift interpreter, allowing iOS and visionOS to run code and SwiftUI apps (with UIKit support). It is even faster than SwiftUI Previews on macOS. More to show soon. Will be able to replace the Mac for many developers and allow developers that didn't have access to developer tools this advanced to now build whatever they want.

You think you know what's next in XR optics? Well, I think (💯 sure) you will be totally surprised. Next gen @HyperVisionXR optical engine is mind blowing... to say the least. ✅ 220° FOV ✅ 4k Micro-OLED displays ✅ Incredible clarity & brightness Video soon ⤵️ https://t.co/gVmgLp83oN

StereoWorld Geometry-Aware Monocular-to-Stereo Video Generation https://t.co/897E9PL6G3

discuss: https://t.co/TRfl3sCygD

OmniPSD Layered PSD Generation with Diffusion Transformer https://t.co/IQnUyjCsZb

discuss: https://t.co/3tzDZsYgVz

ELON: YOUR ATOMS HAVE BEEN INSIDE STARS Elon paused for a moment, thinking out loud about where everything began. He traced the story of existence from a cloud of hydrogen to the birth and death of stars, all leading, somehow, to us. His thought drifted from physics into philosophy: “I’ve thought about how we got here if we just started as a hydrogen gas cloud that condensed and formed stars, and then these stars exploded and then re condensed and formed stars again, and then exploded again, and eventually you get to us, 13.8 billion years later. One of the interesting questions to think about is how many times have your atoms been at the center of a star?” Every carbon, oxygen, and iron atom in your body was once inside a star. Hydrogen, the simplest and most abundant element, came from the Big Bang itself. The rest was forged in furnaces of collapsing giants that lived, died, and scattered their cores into the cosmos. You are, quite literally, the universe recycling itself into consciousness. Source: @LaceyPresley @elonmusk

GROKIPEDIA IS ALREADY GRABBING WIKIPEDIA’S TRAFFIC Claude blinked first and started pulling answers from Grokipedia instead of the old, dusty hall of "fact" citations. The Shift: • Claude now cites Grokipedia by choice, not by force • Grokipedia runs on open source data with real time updates and bias cleanup • Elon shrugs it off since the whole thing stays open and public Traffic follows utility, and Grokipedia is already pulling the crowd toward the real truth! Source: @elonmusk, Benzinga

https://t.co/gAYDwMWah6

JENSEN HUANG: I want to be involved in nearly everything Elon Musk does. "For xAI, I'm super excited about the financing opportunity that they're doing. We're an investor already. The only regret I have is I didn't give him more money. Almost everything that Elon is part of you really want to be part of as well, and and he gave us the opportunity to invest in xAI, I'm just delighted by that."

✍️ 'Free speech warrior Elon Musk is right. Europe’s best hope is for the US to support independence movements across the continent' | Writes @NileGardiner Read the column ⬇️ https://t.co/XHXJGGveWK https://t.co/0VTvHJqMC6

Microsoft AI is programmed to hate White people. Who programmed it? https://t.co/xzM3qzELNM

We're LIVE in less than an hour! We've got an extra special livestream for our last @code release of the year - see you there: https://t.co/kobiSUIq8p

#fairytail #nalu #nancydragneel #nashidragneel @giushia https://t.co/RZ6oFE3b9k

【初お披露目】 バインディング商品 『DSマイル』さんイラスト「Chris＆Sarah」　原型制作進行中！ #wf2018w #ネイティブ https://t.co/dGkWU5dJCU

On #Pride remember the women who have been erased most often in our society--the First Nations women. #Chrystos is a #NativeAmerican/indigenous poet, activist, two-spirit, #lesbian. ❤️💜💙💚🧡💛🖤🏳️‍🌈 https://t.co/mOG4Zaevl7

【あと3日】 DSマイル氏オリジナルキャラクター「Chris-クリス-」の受注締切は2月13日(水)19時となっております！(`･ω･´)ゞ 国内 : https://t.co/Bxccne7IFa overseas : https://t.co/WPmxTtvBp5 https://t.co/yAQiJUDcnC

⠀⠀⠀ ▸⎰Ꮛαch 𝖔𝖋 𝖚𝖘 needs ɯhαt nαture ━━┅┄ gıves 𝖚𝖘, ɯhen nαture gıves ıt. · • ⠀⠀⠀ https://t.co/5AAlideazQ

+6 more

⠀⠀ nothıng hαs such ᬦ poɯer to broαden the mınd αs the ⨳ αbılıtч to ınvestıgαte sчstemαtıcαllч αnd trulч αll ━━┅┄ thαt comes under thч observαtıon ın lıfe. ⠀⠀ https://t.co/aNWJdklkk0

+6 more

【好評受注中】 『くろぬこネーロ』さんイラスト 「チェルシー」 原型制作：永野健民（永野工房） https://t.co/ot6bEDoDmr #バインディング #エロホビ https://t.co/JvDprB8N08

+2 more

🚨 #VALORANT CHRONOVOID BUNDLE GIVEAWAY🚨 ✅FOLLOW @CrescenttVal 🔁RETWEET ▶️ TAG 2 FRIENDS ⌛️GIVEAWAY ENDS 9/30⌛️ https://t.co/qZGWnrbdHH

【初お披露目】 『左藤空気』さんイラスト 「浅葉 依吹」 原型制作：デイラ #クレイラドール #エロホビ https://t.co/x0m1c8fKza

+2 more