SAKUNA

Started with @APCollectiveHub Feels like a good decision If you want to grow in this market this could be your chance If you are interested click on link claim your spot if you are eligible We are cooking here: discord.gg/apcollective

@0xreso1ute People focus on models but data is the real edge

Nobody really talks about what goes on behind AI benchmarks. You see GPT-4, Gemini, Claude - all these models getting compared and ranked. But the benchmarks they're being tested on are only as reliable as the data that built them. And that part of the story almost never gets told. MATHVISTA is one of the most used benchmarks in multimodal AI right now. @MSFTResearch built it to actually stress-test these models - not just basic math, but reading graphs, geometric patterns, multi-step logic tied to real images and text. The kind of eval that tells you something real about how a model thinks. And the 6,000+ labeled datapoints that made it possible came from @SaharaAI. Here's the part that got me though. @Microsoft tried the usual crowdsourcing route first - and it didn't work. Because this wasn't a "slap a label on it" kind of job. The annotators had to actually reason through the problems. Arithmetic, geometry, multi-step logic, time-series analysis. Real cognitive work. Most providers couldn't deliver that, and Hao Cheng from Microsoft Research basically said as much himself. So they ran a competitive pilot. Sahara won it on merit - expert annotators, custom training, multi-phase quality checks. The benchmark dropped and the numbers were kind of humbling. GPT-4V, the best performing model, hit 49.9% accuracy. Humans? 60.3%. That gap isn't a failure - it's the whole point. A good benchmark shows you exactly where these systems fall apart. 275,000+ downloads since release. Trusted across academia and industry worldwide. That only happens when people actually trust the data underneath it. The AI space keeps tiptoeing around this, but the real competition is quietly shifting - it's not just about model size anymore. It's about who has access to the most specialized, highest-quality data. Most of that work happens in the background, done by companies most people have never heard of. @SaharaAI is one of them, and what they built with MATHVISTA is a pretty solid proof of that. #AIforALL

@0xreso1ute @APCollectiveHub

@0Sakuna @APCollectiveHub what are the benefits of it? i saw a lot of people joining in with AP Collective lately

Started with @APCollectiveHub Feels like a good decision If you want to grow in this market this could be your chance If you are interested click on link claim your spot if you are eligible We are cooking here: discord.gg/apcollective

@still_gordon_ Sweat dream big man

Good night CT

@malewiczz @ripchillpill Blad haha 😂

holy moly now i look like my boss @ripchillpill <3

@olympiafx1 @River4fun Yeah olamide

@0Sakuna @River4fun Really 🤧

Day 4 on @River4fun and no $RIVER points earned yet🤧🥹 Have a restful night y'all

@AugustOPS369 Good night eid Mubarak for tomorrow

Alhamdullilah we made it through the best of the best months This month of Ramadan is one the best have experienced, I learned alot It flashes like it never came but it's all in our heart and I'm glad that I experience the beauty of this month GN Fam!

@migiane23 @APCollectiveHub It a type of community and opportunity and platform read it

@0Sakuna @APCollectiveHub What is this project about?

@zoro_cold36899 @elonmusk Impossible royan

the very excitement of it to see Elon Musk himself follow u... but the very next moment, turns out it's not the real @elonmusk just another random account with the same name 16 seconds of fame, all gone in a scam check classic X moment

@CryptoUrch @johnjassper

@0Sakuna @johnjassper I don't have enough bro

Another day to save myself from Xeet Spins! Bought myself a rare @johnjassper for 390 xeets! Show me your latest purchase.

@ny92517 @tator_trader @tator_trader making crypto less stressful

I've been een exploring @tator_trader lately and I can’t lie… it actually makes crypto feel easy. The whole idea of just sending a message to trade, swap or send tokens is wild, no complicated steps or stress Still learning, but so far it’s been smooth and straightforward. Love the experience here and will keep riding with @SLINKsol

@konewski__ Dooooooooooooooodiees every account is posting

me vs doodles ai me • ᴗ •

@akulina_penzina Blad haha 😂

kek

@BlaiseDaniel7 @APCollectiveHub Ya opportunities waiting for ij discord server

@0Sakuna @APCollectiveHub How do I know I made it in By using the discord link ?

@zoroyaps @APCollectiveHub Ya hai check kar lu Bhai

@0Sakuna @APCollectiveHub what is it bro

@badviking1995 @APCollectiveHub Ha yar agar apko account support karta hai

@0Sakuna @APCollectiveHub Bhai main early hoon? Karoon join?

@bloodredfrog @APCollectiveHub Good X account and influence and Quality content

@0Sakuna @APCollectiveHub What are the requirements to join?

@GiZ_RnD @APCollectiveHub Read it

@0Sakuna @APCollectiveHub what is this? I've been seeing it everywhere for two days now

@Dr4eyedraven @BambitzRecords WE ARE ONE on repeat… can relate

gn frens🌙 cool windy night, just chilling with friends, music playing and burning $BAM through the night. WE ARE ONE is such an easy vibe to catch, one of those tracks you just leave on repeat without thinking twice. we’ll keep the streams going before calling it a night.🎧🔥 –open.spotify.com/track/5iE6gWyX… @BambitzRecords #Listen2Burn

@RealDropForge @foruai Good night Dropforge Any chance to get reward how it's work

Good night guys was a bit busy today but just wanted to share a quick update on my @foruai rep campaign my rank moved from 197 to 190 today +7 spots up, small progress but we take it campaign ends on March 26 $50k worth of $FORU will be distributed to top 500 reppers @BNBCHAIN see you tomorrow 🤝 #FORU #foruai