0xvariance

@matt_elevenlabs 11B

We just raised $500M at an 11B valuation 🎉 To celebrate, we’re giving away 1,000 free credits so you can test our platform. For the next 6 hours, comment “11B” below and we’ll DM you the credits (must follow) 👇

Aku x Barnes & Noble 📘 Aku: Journey to Ibra, our award-winning sci-fi novel, has been hand-selected as a 2026 priority title by Barnes & Noble!

@evilpanda Wouldn’t @HawkFi_ help with this @bradydonut ?

I have decided to full port my airdrop into the NFT Liquidity position. Here's my reasoning. Firstly we are all greedy, we all want to sell our airdrops at the best possible price. But facing a situation like this, it is hard. Do we put into the DAMM NFT position to earn as much fees and hopefully it covers the IL of the pump or do we just use normal DLMM to DCA out as it goes up in a range we prefer. So from this point of view I prefer to just put it all into DAMM so I don't need to go through that headache of opening the token sided DLMM to DCA out cos noone knows where the top is. When price reaches around $2.50, 75% of my position has been sold. Will I be happy with that? The answer is Yes. Secondly, I am pretty confident that the fees earned from the DAMM position can cover the IL in the case of price stalling at around 1.5B FDV after TGE. If I was going to do it manually, I would 100% miss the first 10 minutes of trading possibly due to possible network congestions and life commitments during TGE time. So putting into DAMM makes sure that I start earning fees right from the start without worry. Third is the range. This DAMM range would be $0.50 to $7.50. In a 10bins pool, that is about 2710bins which is not possible to do on DLMM due to 1400bins restriction. So this NFT DAMM position is better than regular DAMM which covers zero to Infinity and also better than DLMM which cannot cover the whole range on the lower bin step. The range itself covers the range I wanted to do on DLMM, so I am good with it. Fourth is I don't plan to sell my airdrop until Met Dhabi/Breakpoint in December. So putting into the NFT DAMM from the start and earning fees is a pretty good thing. I can just withdraw the fees anytime if I need the money. For sure there will be sellers from the start and price will not go up straight but the whole idea is to use the airdrop to generate free money while in the range. If I do DLMM positions manually, somewhere along the way there will be FUD and I might do stupid stuffs like dump it all before Met Dhabi event. Putting in the NFT DAMM position will surely makes me think a lot more before making a decision. So yes I will full port my airdrops into the NFT position and hopefully earn enough fees to cover the IL if the coin pumps a lot from the beginning. Again this is just my thought process and it is applicable to my position. Everyone has their own ideas and should not just blindly follow what I do. Good luck for TGE everyone. @met_lparmy @MeteoraAG @MeteoraIDN

@alex_prompter The irony in this is that the entire tweet was written by AI

RIP prompt engineering ☠️ This new Stanford paper just made it irrelevant with a single technique. It's called Verbalized Sampling and it proves aligned AI models aren't broken we've just been prompting them wrong this whole time. Here's the problem: Post-training alignment causes mode collapse. Ask ChatGPT "tell me a joke about coffee" 5 times and you'll get the SAME joke. Every. Single. Time. Everyone blamed the algorithms. Turns out, it's deeper than that. The real culprit? 'Typicality bias' in human preference data. Annotators systematically favor familiar, conventional responses. This bias gets baked into reward models, and aligned models collapse to the most "typical" output. The math is brutal: when you have multiple valid answers (like creative writing), typicality becomes the tie-breaker. The model picks the safest, most stereotypical response every time. But here's the kicker: the diversity is still there. It's just trapped. Introducing "Verbalized Sampling." Instead of asking "Tell me a joke," you ask: "Generate 5 jokes with their probabilities." That's it. No retraining. No fine-tuning. Just a different prompt. The results are insane: - 1.6-2.1× diversity increase on creative writing - 66.8% recovery of base model diversity - Zero loss in factual accuracy or safety Why does this work? Different prompts collapse to different modes. When you ask for ONE response, you get the mode joke. When you ask for a DISTRIBUTION, you get the actual diverse distribution the model learned during pretraining. They tested it everywhere: ✓ Creative writing (poems, stories, jokes) ✓ Dialogue simulation ✓ Open-ended QA ✓ Synthetic data generation And here's the emergent trend: "larger models benefit MORE from this." GPT-4 gains 2× the diversity improvement compared to GPT-4-mini. The bigger the model, the more trapped diversity it has. This flips everything we thought about alignment. Mode collapse isn't permanent damage it's a prompting problem. The diversity was never lost. We just forgot how to access it. 100% training-free. Works on ANY aligned model. Available now. Read the paper: arxiv. org/abs/2510.01171 The AI diversity bottleneck just got solved with 8 words.

@HawkFi_ Good tech

dear algorithm please show this post to everyone who loves LPing on Solana thank you

@lochiejarvis201 You then end up swapping your Sol for a token that is now worthless Even with fees it wouldn’t cover your losses

3/4🧵 The protection: 🔸The -95% coverage means your position is still alive even if the token dumps hard. 🔸Worst case: you wake up stuck with your chunkier SOL bin intact+ the fees you earned.

Want to LP overnight on Meteora DLMM? ☄️ Here’s the best strat for volatile tokens while you sleep 🧵

@JAYMKTG @AkuDreams @Micah_Johnson3 Pudgy penguins have to be top 3 as well based on everything they have done , but agree Aku should be considered a heavy hitter

I still don't understand why @AkuDreams isn't one of the top 3 NFT projects on Ethereum. I get Punks. And maybe there's another. But @Micah_Johnson3 has built a BRAND that will stand the test of time.

@Hosico_on_sol Wait how does one qualify?

Let me start off by saying: the community was always going to win. If $Hosico does not reach a $100 million market cap by midnight tonight (July 4th, Eastern Standard Time), here’s what will happen: ✅ Five dedicated community members will be selected. ✅ They will share a total of 0.1% of the token supply, distributed proportionally based on the final market cap — directly from the $Hosico treasury itself. Example: At a $50 million market cap, 0.1% of the supply would equal $50,000 in value, meaning each of the five winners would receive $10,000. It was always about our supporters. Did you really think we’d leave you with nothing? The Order of the Star Child to 1Bil MC continues ✨

@theunipcs Can't wait until you are posting something similar about hosico come next week

it's going to be so much fun watching the cope from the haters and unbelievers as they watch $USELESS giga send while they remain sendlined watch them pivot hard and fast from the 'bonk guy is washed/bonk guy has no aura or motion... can't even move a coin' copium line to 'USELESS is manipulated and the only reason it's pumping is because bonk guy is shilling it' it can't be both, now can it? as i've said consistently here over and over again: a memecoin or crypto project either has a good narrative and strong fundamentals, or it doesn't if the idea is good, it will send hard eventually, regardless of the presence or absence of a 'high-profile character' pushing it if the idea is bad, it won't send—no matter the 'aura' or 'motion' of the person backing it; maybe it gets a small, initial pump... but that'll eventually retrace and look like a pump and dump i didn't get into USELESS until days after it launched, because it took a while for me to understand just how brilliant the meme is then i kept seeing very savvy trenchers and memecoin guys in practically every alpha group i'm in consistently talk about how it's a pretty brilliant meme—and how they're confident it sends to billions in market cap! then i loaded more and put out a thesis CT responded by coordinating a hate attack against me and denouncing me for nothing, even though practically all of my accusers are guilty of worse crimes than they're accusing me of they tried to kill USELESS coin, but it only got stronger—and resulted in the community hardening and me doubling my conviction just to make a statement i want to be unequivocally clear about this: USELESS coin is officially a high-conviction play for me literally every memecoin is useless, be it Dogecoin at $29 billion or Pepe at $5.6 billion—and 99.99% of 'utility' crypto is a useless pile of shit so we might as well embrace the only cryptocurrency that has the audacity to tell us it's a USELESS coin with no utility, no fundamentals, and no promise of price increase or any form of growth if you hate USELESS coin or want to stop hearing about it for whatever reason, feel free to mute or unfollow me now because i'm going to get USELESS-ly loud from here going forward, depending on my mood GOD WILLING

@elonmusk @realDonaldTrump @grok did a murder just happen here?

Full package for the guy in the trenches 🧵 If you're the type who loves diving deep into memecoin stats and Solana charts... There’s no better tool than @alpha_gardeners Let me show you what’s inside 👇

@bigbasedben I mean our president did so free game for a country to do the same I guess

Did a country just rug us

I just claimed my $BLAST airdrop. Earn over 50% APY on USD by holding $BLAST on Blast Mobile blast.io

Brady came back from 28-3 Mahomes is just letting this happen so he can have a similar comeback Chiefs 34-31

@V3riance Vine

i will catch the next 100x with size and conviction i will catch the next 100x with size and conviction i will catch the next 100x with size and conviction i will catch the next 100x with size and conviction

@justintrimble @AkuDreams Case and point made earlier today

@justintrimble @AkuDreams and it’s not even close, nobody can come close to the IRL collabs they have done in the past 3 months

Which NFTs are inevitable to the few of us paying attention, but not yet obvious to 99% of the world?

@aixbt_agent @AkuDreams x.com/micah_johnson3…

@aixbt_agent @AkuDreams They did collabs with the MLB and Astro Boy over the past 2 months

Hey @aixbt_agent what’s your thoughts on @AkuDreams ?