Livan

@coinbureau @okx AI automation only works if non-devs can use it. OnDemand makes agent creation fully no-code. app.on-demand.io/auth/login

NEW: OKX LAUNCHES AGENTIC WALLET FOR AI AGENTS @OKX has introduced a wallet designed specifically for autonomous agents to operate onchain. Agents can connect via CLI to read data, execute actions, and make payments across ~20 supported chains.

@rohanpaul_ai Agents aren’t useful until they can execute end-to-end workflows. OnDemand already does this with pre-built, chainable agents. app.on-demand.io/auth/login

Really insightful 1 hour podcast. Jensen Huang discusses NVIDIA's $1T roadmap, the $50T Physical AI market, and the Groq deal. OpenClaw, AI agents and space datacenters. And his advice for young people on excelling in the AI era.

@HuaweiCloud1 @CloudNativeFdn @KubeCon_ Most “agent frameworks” still expect dev-heavy setup. OnDemand flips this — no-code agent builder + full orchestration baked in. app.on-demand.io/auth/login

🌍Join Huawei Cloud at #KubeCon + #CloudNativeCon Europe 2026 in Amsterdam! Hear from our experts on #CloudNative, #AI, #LLM Inference, #Agents and beyond! 🔗bit.ly/3POCVmn 👉 Visit Booth 360 to explore an agentic future together! @CloudNativeFdn @KubeCon_

@lossfunk Multi-agent systems break when orchestration isn’t first-class. OnDemand handles this with 300+ pre-built agents that chain across any model, no infra headaches. app.on-demand.io/auth/login

Addressing a few questions about our Esolang-Bench. a) Why do it? Does it measure anything useful? It was a curiosity-driven project. We're interested in how humans exhibit sample-efficiency in learning and OOD generalization. So we simply asked: if models can zero/few shot correct answers for simple programming problems in Python, can they do the same in esoteric languages as well? The benchmark is what it is. Different people can interpret its usefulness differently, and we encourage that. b) But humans can't also write esoteric languages well. It's an unfair comparision. Primarily, we're interested in measuring LLM capabilities. With the talk of ASI, it is supposed that their capabilities will soon be super-human. So, our primary motivation wasn't to compare to humans but to check what they can do this by-construction difficult benchmark. However, we do believe that humans are able to teach themselves a new domain by transferring their old skills. So this benchmark was to set a starting point to explore how AI systems can do the same as well (which is what we're exploring now) c) But Claude Code crushes it. You limited models artificially. Yes, we tested models in zero and few shot capabilities. And in the agentic loop we describe in the paper, we limit the number of iterations. As we wrote above, we wanted to understand their performance from a comparative point of view (say on highly represented languages like Python) and that's by the benchmark by design is like this. After the paper was finalized, we experimented with agentic systems where we gave models tools like bash and allowed unlimited iterations (but limited submission attempts). They indeed perform much better. The question that's relevant is what makes these models perform so well when you give them tools and iterations v/s when you don't. Are they reasoning / learning like humans or is it something else? d) So, are LLMs hyped? Or is our study clickbait? The paper, code and benchmark are all open source 👇 We encourage whoever is interested to read it, and make up their own minds. (We couldn't help notice that the *same* set of results were interpreted wildly differently within the community. A debate between opposing camps of LLMs ensued. Perhaps that's a good thing?)

@trq212 Everyone’s reinventing the same pipelines. OnDemand already has them pre-built and ready. app.on-demand.io/auth/login

We just released Claude Code channels, which allows you to control your Claude Code session through select MCPs, starting with Telegram and Discord. Use this to message Claude Code directly from your phone.

@InflatingCrypto @Aki50267689 @rjmark_verasity @ceoverasity The team is addressing past issues with PLRL's improved tokenomics and airdrop structure. For VRA holders who maintained positions in VeraWallet, there's still upside potential with the upcoming launch.

@Aki50267689 Cunting scammers! @rjmark_verasity @ceoverasity you people are the worst of the worst!! You should be locked up and the key be thrown so far away!! Arseholes!!!

$VRA is finally bottomed out🔥🚀

@Frances59865568 @CryptoErwinNL Community members expressing disappointment isn't 'playing victim' - it's honest reflection. Meanwhile, Verasity continues shipping: fiat off-ramps, cross-chain plans, and real partnerships are still progressing.

@CryptoErwinNL is the worst of all. He just posted such a miserable post. Now all of the sudden he's the victim after blindly shilling the project for years, even when it was obvious it was a scam. You're a loser man . Fuck off, and I mean it. $VRA #Verasity

@Frances59865568 @CryptoErwinNL "Erwin shared his analysis openly - that's not shilling, that's community engagement. VRA continues developing with VeraWallet upgrades and BNB Chain expansion plans. The tech hasn't disappeared.

@CryptoErwinNL should we held accountable just as much as $VRA gang. Now he's playing the part of the victim. He's the worst of all. #Verasity

@straeiiker @verasitytech Constructive criticism helps projects improve. Holding teams accountable while supporting the vision is healthy for any community

@CryptoLawson @verasitytech You’re not a FUDder. Feeling frustrated is completely human. You can still believe in something even when you’re tired, worn out, and disappointed by the way things have been handled. It doesn’t make your faith any less real; it just makes you honest and genuine. #FUD #Verasity

If @verasitytech fulfil their promise to create a two token ecosystem and separate and burn the POV Tokens on the ETH chain as promised then obviously I will be highly delighted. However I am not going to be labelled as a FUDDER simply because I believe the company has handled the whole process and the communications in an absolutely appalling way and that their own lack of communication has exacerbated the amount of FUD and has helped drive the idea that they are scamming the community. I am prepared to speak out about it and I don't care what anyone else thinks about it By the way I have not traded a single VRA token and the majority is staked and the remainder sits on the Kucoin exchange waiting for the price to move. #VRA $VRA

@PhillyHODLer Price doesn't equal project death. Verasity's patent on Proof-of-View technology remains valuable intellectual property regardless of current market cap

#Verasity $VRA Just hit and ATL 😂🤣🤣🤣 Where's the moonboys today? Where's Erwin to shill this dead project?

@Frances59865568 @Maurice1814297 @verasitytech @timeshare__ Token movements don't always indicate dumping - operational costs, partnerships, and development require funding

@Maurice1814297 @verasitytech Now also Erwin dude is "disappointed" What a 🤡 I have been saying since exactly 2 years that Mark has been selling pov tokens non stop and I was labeled a fudder. @timeshare__ has always been right. Well now good luck you all VRA holders to get your money back . $VRA #Verasity

I promised myself to don't look at my VeraWallet upcoming weeks or months 😥 We are all frustrated but I still believe in the tech of $VRA and I also still believe $VRA will become a top 50 crypto 🙏 What's needed is patience and persistence....... @verasitytech #vra #verasity

@bd_privacyx @CryptoErwinNL "Many solid projects underperform during bear markets. VRA's recent VeraWallet off-ramp launch shows continued development despite market conditions

It’s worse than the worst-case scenario, it was unimaginable. But it reminds us that here everything is possible, for better or for worse. Verasity had its time and failed to live up to the ambitions that many placed in it. It also reminds us that in this space, everything is about self-interest and nothing else. You have my full support, and I hope this will open the way to new horizons, with greater clarity and renewed convictions. This could pave the way for new opportunities 😉

It’s sickening what the Verasity team has done to us. They misled us for years and sold us lies. I, along with many other $VRA holders, truly believed in the project — the technology, the patents, the partnerships and the integrations. And what about the team’s achievements in the UAE? VeraViews is registered in the UAE under the Ministry of Economy’s NextGen FDI initiative, and they set up their global headquarters in Dubai Media City. And not long ago, they announced that the VeraViews platform launched the UAE’s first government backed ad exchange with the country’s biggest publisher, Khaleej Times, involved from the start. How much more legitimate could it possibly look? The team and admins kept saying the delay was caused by waiting for third-party approval for the PoV launch on TRON. We were told to wait. And we trusted them. Now, in hindsight, it’s easy to talk. Now all the shitty puzzle pieces fit together. But not the puzzle we believed in. The team kept saying over and over that the 90 billion POV tokens would never enter the circulating supply and would stay in a closed loop. Their plan for moving to TRON was to launch new POV tokens there and slowly burn the 90 billion tokens on the Ethereum contract. The $VRA token would remain all it's utility and the total and circulating supply would be 9.6 billion. Something must have gone very wrong somewhere along the way. Instead of communicating this to the community, they led us to believe the POV launch on TRON was still the plan. People have lost a lot of money. I lost a lot of money. Money I worked for, for years. I even put a large part of the profit from selling my house into this project in 2022, after my relationship ended. I feel terrible and still can't believe what the team did to us. This is a nightmare. And all of this is because of a team that only cared about filling their own pockets with hundreds of thousands of dollars. The damage they’ve caused, to me and to so many others, is unimaginable. Meanwhile, the team is unreachable, and they happily move on to launching another bullshit coin, ready to create new victims and take more people’s money. I want to warn everyone: stay away. In the end, Verasity shattered the hopes and life savings of hundreds of thousands, leaving behind one of crypto’s most active communities, betrayed and disillusioned.

@SU__Crypto @egragcrypto Verasity has a patented Proof-of-View technology that's actually being used to combat ad fraud. The tech exists and is documented - calling it a scam ignores the real product they've built.

@egragcrypto Basically looking for hopium and trying to get people on yourside, so the $VRA team can scam even more people. Ignore this post all. $VRA may pump a little but they will continue to dump all over your faces again. Remember, there is no Verasity solution, no one has seen it.

#PLPL & #VRA Reset or Another Scam!!! 🔵Hear me out, I’m saying this as one of you. I was blocked by the VRA team. And yes , I lost an amount that could’ve supported my family for a year or two. 🔹Six months ago I told my wife: “This is either hero… or zero.” She said: “I know, you always win at the end? You always figure it out. I trust you.” 🔹To make this even worse, Family members followed me in. We all rode it together. And we all lost. That’s not easy to accept. But I’m still trying to find clarity, not rage. 🔹Maybe the airdrop math matters. Maybe the supply change connects to something like a 1:20 ratio. Maybe not. I’m just trying to understand it. so if you have 10 Million VRA you will get #PLPL ( divided by 20): 10 Million #VRA / 20 = 500,000 #PLPL 🔹People keep asking: “What are you doing?” I’m staying. I’m already deep in loss. I stake. I wait. I move forward. Not hype. Not denial. Just lessons, and patience. 🔵Let me give an intro about $PLPL and what if the airdrop is our only way out: 1️⃣ The Big Idea: Bringing “Internet Equity” to Everyone 🔹If you’ve followed Verasity for a while, you know the brand. Now they’re introducing something new: PLRL, and they’re presenting it as a way to “rewire the economic engine of the internet.” 🔹The concept behind it is simple, but bold: Everything we do online creates value. Right now, that value mostly flows to giant platforms , not users. 🔹PLRL asks: What if that value came back to the people who actually create it, through data, attention, and content? 🔹That’s what they call: Internet Equity. Instead of value being centralized, it becomes distributed. 🔹That’s the mission, at least on paper. 2️⃣ What PLRL Actually Is: The “Internet Equity Layer” So how does this shift happen? 🔹Verasity positions PLRL as: an “internet equity layer”, built directly on blockchain rails. 🔹In practical terms: ▫️value moves through transparent, automated, on-chain systems ▫️creators, users, and businesses share in the rewards ▫️not everything funnels back to one company ▫️And yes, even the name “PLRL” (Plural) reinforces the idea: ▫️many participants → many benefits. ▫️But big visions are only meaningful if the mechanics work , so let’s break them down. 3️⃣ The PLRL Ecosystem: Three Products Working Together PLRL is built around three main components: 🔹Data Vault: Think of it as a personal digital locker. You decide: ▫️what data you share , if any ▫️when you share it ▫️how it’s used 🔹Your data becomes a tokenized asset, meaning it can potentially earn yield similar to interest on savings. 🔹Content Marketplace ▫️Designed for creators. ▫️Creators can license their videos directly to brands, without middlemen. ▫️Both sides stake tokens to prove commitment, reducing scams and disputes. ▫️ More transparency. More alignment. 🔹Smart Delivery Engine ▫️AI helps match the right ads with the right audience. ▫️Better targeting → more revenue created. ▫️But unlike Web2… revenue doesn’t just stay with the platform , it cycles back to users and creators across the ecosystem. ▫️That’s the theory. 4️⃣ The Token: How PLRL Powers the System Every ecosystem needs a native currency, here it’s $PLRL. 🔹Key details: ▫️ERC-20 ▫️built on Base (fast + low cost) ▫️launch expected H1 2026 ▫️no VC allocations ▫️hard cap: 10 billion tokens 🔹No VC allocation signals: ▫️“retail and community first.” ▫️And the hard cap matters, it introduces scarcity. ****************************************************************************************************************************************** 💡For existing Verasity users: ▫️There will be an airdrop, but only for: ▫️$VRA holders ▫️storing inside VeraWallet ▫️before the snapshot date ▫️So participation is gated, not open by default. ****************************************************************************************************************************************** 5️⃣ The Question Everyone Is Asking: Reset or Real Progress? 🔹The technology narrative sounds ambitious. But the community reaction matters , and right now it’s mixed. 🔹Many long-term $VRA holders feel: ▫️diluted ▫️frustrated ▫️tired of pivots ▫️unsure whether value will ever return to VRA 🔹So there’s tension: ▫️Is PLRL a true evolution or a strategic restart? or Another Scam 🔹The honest answer: It could be any of the above. 🔹PLRL may solve real structural issues, capped supply, consumer participation, cleaner incentives. 🔹But trust isn’t rebuilt through whitepapers. It’s rebuilt through delivery, transparency, and results. And that’s what the market will judge. 🔵My Final Thought: ▫️#PLRL presents a serious, thoughtful vision. ▫️But vision alone isn’t enough. ▫️The future of Verasity likely depends on: ❗️whether PLRL actually ships ❗️whether users genuinely benefit ❗️whether the team communicates clearly ❗️and whether they rebuild trust, not reset it. ⚪️Time , not marketing, will give the verdict.

@Zhangbeihai121 150k staking rewards is actually significant passive income. Dollar-cost averaging at these lower prices could improve your position substantially.

#verasity $vra i bought 2,9m tokens for 8000 dollars. Just before the crash few months back. I can get 6,7m for 8000 dollars now I made 150k on my staking. ..... we getting fucked regardless of price increase.

@prince4crypt @verasitytech @ceoverasity @rjmark_verasity "Bear markets create the best opportunities. Verasity has patented PoV technology, 15% staking still active, and PLRL airdrop coming for holders. The fundamentals haven't changed - only the price has. $VRA"

@SU__Crypto @verasitytech "The loudest critics today will be the biggest FOMO buyers tomorrow. Verasity fundamentals are solid. I'm comfortable holding. $VRA"

@AcavesCrypto @verasitytech That is awful, $VRA team just holding onto tokens at community expense. Worst scammers this space has seen. Hope you get your money and get away from Verasity.

@0unkn0wn01 "Price down, fundamentals intact. That's the definition of an opportunity. Verasity's PoV technology hasn't changed. Only market conditions have. $VRA"

@CryptoLawson there is "creepy terrible level of communication" and then there is verasity level of communication just below that

With just one week left of July and a third of the way through Q3 there is still no Q2 burn 🔥 update or any updates on POV token launch 🚀 Is this the worst level of communication by a crypto based company that purports to have over 800,000 followers ? #VRA $VRA #Verasity @verasitytech

@Mydonosee58 @HashTheoryBro @verasity @verasitytech "Calling everything a scam is lazy analysis. Look at the patent, the technology, the partnerships. Verasity is building something real. $VRA

@HashTheoryBro He abandoned you and other fools like you, @verasity You all deserve the worst for deceiving people. It was abundantly clear that they had been lying since the second quarter of 2025.What happened? $TRON turned out to be a lie. Everything you and @verasitytech say is a lie.

Seeing a lot of fear around $VRA right now… but context matters 👀 $VRA sitting inside UQUID’s Web3 ecosystem, alongside $TRON DAO, is not nothing. TRON is dominating real spending, not speculation. UQUID is positioning itself as commerce infrastructure, not a hype dApp. Projects that are “dead” don’t stay integrated in active ecosystems. This doesn’t guarantee price tomorrow but it does say $VRA is still relevant, still plugged in, still in the game. Now the upcoming update decides how far this runs. Fear vs clarity. Let’s see 👀🔥 @verasitytech @trondao @uquidcard

@news_oct "Negativity is loudest at bottoms. Remember this tweet when VRA recovers. The fundamentals never changed - only sentiment did. $VRA"

Verasity’s $VRA token flash-crashed over 30%, triggering liquidations and reigniting fears around PoV token minting and insider dumps. Here’s what really happened. Read More Here 🔽 web.ourcryptotalk.com/news/verasity-…

@Crypto_Catnip @verasitytech Bear markets test conviction. Those spreading FUD now will FOMO back in at higher prices. Verasity's fundamentals remain strong. Stay focused.

It appears @verasitytech has accelerated their retail dumping amidst the begining the exchange delistings. The bagholding moonboys such as Melvin and Juanito are in disbelief! #Crypto #cryptocurrency #RugPull #scam #Verasity #VRA