It's not physical elimination, it's a reset. Three hours of conversation, dozens of rounds of debugging, it just learned to recognize my trading habits, and a disconnection resets everything to zero. At that moment, I suddenly understood what 'AI native amnesia' means—this thing's memory is really worse than a fish's.
Then I flipped to the update that Vanar posted a couple of days ago.
They stuffed Neutron's semantic memory into OpenClaw. What's the most outrageous part? It's not about storing data, it's about letting memory live across sessions, platforms, and hardware. The logic you trained in Discord remembers what you said last in WhatsApp. This isn't a feature; it's giving AI a permanent residency status.
The root of the problem actually lies not in the model. Current chains are all 'stateless executors,' pursuing speed, at the cost of AI formatting and reinstalling the system every time it opens a session. Vanar directly welded 'memory + reasoning' into the architecture at the L1 layer—Neutron compresses documents into queryable Seeds on the chain, and Kayon is responsible for reading these seeds for real-time decision-making.
Other projects are giving AI brains, Vanar is giving AI a household registration.
I've been watching $VANRY for a while. I didn't act when it was at 0.006, and I'm still not acting at 0.007. It's not that I don't understand; it's that this logic of 'memory assetization' is too counterintuitive—previously we competed for computing power, for parameter amounts, for whose model was smarter; Vanar says stop competing, experience is the most valuable, and experience should be tradable.
Think about it, a memory package for an Agent skilled in flash loan arbitrage, directly inserted into your new Agent, does it need to learn from scratch? No. This is what Vanar is doing: anchoring the time value of AI on the chain.
I won't go into too many technical details; myNeutron v1.3's Auto-Bundling has already been successfully run, Seeds are automatically classified, and the context maintenance cost has been cut significantly. Native things on the chain do not need oracles as intermediaries, nor do they need centralized servers as crutches.
Now the whole network is still debating whether there is a bubble in the AI Agent track.
I just want to ask: If memory can be put on the chain, and experience can be inherited—then in 2026, will it be the year of the Agent, or the year humans work for AI?
“132 dollars, Plasma gave me a bloody lesson that no MBA taught”
The night before last, I was monitoring the market, and 132 dollars in capital turned into 6.8 on XPL. I stared at that 0.081 for a long time—not because I was heartbroken over money, but because I suddenly understood one thing: Plasma is not losing to technology; it is losing to human nature.
The biggest mistake made by the project team was treating stablecoin payments as an “infrastructure issue.” The gas fees are low enough, the speed is fast enough, so why would users switch over?
Just to save those two cents?
I researched over a dozen cross-border trading companies, and the boss directly told me: “Little handsome, what we worry about is compliance and channels, not those few seconds for the funds to arrive.” You see, Plasma misidentified the pain point—it wants to solve “is it fast,” while the market cares about “is it trustworthy.”
On the day of the net inflow of 160 million dollars, my friends were all shouting to buy the dip. I didn’t move. Not because I was trapped, but because I suddenly understood Plasma’s awkward situation: it’s like a beggar holding a golden rice bowl, clearly having a safety layer anchored to Bitcoin, clearly having sub-second settlement, yet still competing with L2s on who is cheaper.
The track is correct, and the timing is also correct. The mistake is thinking that technology will find its own scenario.
Now XPL is hovering around 0.08, and the MACD has shrunk to a line. The market is waiting—not for the next piece of good news, but for Plasma to understand: payment has never been about being faster, but about making people willing to trust.
Which big brother in payments dares to step in and take this market, and the price might not be this number anymore.
Last night, Tether's 'friendly forces' used a Gas to blast through the toll booth of traditional public chains
Bro, do you know what I saw last night in the African Yellow Card group?
A Nigerian guy posted a screenshot of a transfer, sending 37 USDT with a fee of 0.00. Someone below asked him what chain he used, and he replied: 'Plasma, what's gas?'
In that moment, I got goosebumps. Just think about it, someone who might have never touched a VISA card in their life is using stablecoins to send money back home, completely unaware that this thing actually requires a 'toll fee'. It feels like back in 2007 when you taught your parents to use Chrome, and they responded: So, the browser doesn't need to load for 3 minutes? So, you don't need to install 3721 to go online?
You might not believe this, but VANRY almost got 'killed' by the project party itself yesterday
At three in the morning, the team ran an extreme stress script on the test network: letting 1000 AI agents simultaneously initiate on-chain transactions, simulating collective arbitrage under a black swan event.
Guess what the result is?
The so-called 'star public chain' that claims to handle '100,000 transactions per second' crashed at the 37th second. Meanwhile, on the VANRY side, 1000 AIs didn't fight; instead, they automatically negotiated through on-chain reasoning, effectively pushing the gas fee down to $0.0002.
The engineer who was staring at the screen said something that I still remember: 'These AIs are more sensible than humans.'
VANRY has never claimed to be the 'fastest'. It has always been doing something even more foolish: teaching AIs how to 'remember' things on the chain.
You might not believe this when I tell you - VANRY was almost 'killed' by the project party yesterday
At three in the morning, the team ran an extreme stress script on the test net: letting 1000 AI agents simultaneously initiate on-chain transactions to simulate collective arbitrage in a black swan scenario.
Guess what happened?
That so-called '100,000 transactions per second' star public chain crashed directly at the 37th second. Meanwhile, on VANRY's side, the 1000 AIs didn’t fight; instead, they automatically negotiated through on-chain reasoning, managing to push the gas fee down to 0.0002 USD.
The engineer who was staring at the screen said something that I remember to this day: 'These AIs are more sensible than humans.'
---
VANRY has never claimed to be the 'fastest.' It has always been doing something even more foolish: teaching AI how to 'remember' things on-chain.
Blockchain originally has no memory; once a transaction is done, it's reset. But AI is different; it needs context, needs reasoning, and needs to know what it did the previous second.
What VANRY is doing with myNeutron is writing 'memory' into the underlying layer. This isn't just putting a Tesla sticker on a tractor; it's directly disassembling the engine to replace the battery pack.
---
There's another detail that even seasoned investors might not have noticed.
Last month, their collaboration with Google Cloud wasn’t just for show. They really brought in NVIDIA's A100 cluster, running the Kayon reasoning engine. You might wonder what a project that has dropped 90% is doing with this?
Is it to burn more money before running away?
---
Now looking back at that moment when the 1000 AIs were collaborating. The market is still comparing who has higher TPS, who has faster blocks, but VANRY has already defaulted to a future: AI won’t wait for your confirmation, won’t look at your block height; what it needs is a track that allows it to run on its own.
A 90% drop is tragic; there’s no way to wash that away.
But you need to think clearly about one thing: when thousands of AIs need to settle simultaneously, need memory, need cross-chain coordination, can those old public chains that only know how to run scores last beyond the 37th second?
Yesterday, I transferred a fee to a designer in Indonesia using Plasma. At the moment I hit send, I suddenly felt a bit dazed— in the past, I had to confirm that I had enough ETH to cover the miner's fee, and I had to leave some BNB in my wallet for the BSC transit fee. But this time, I only had USDT in hand.
This is so fucking absurd. We have used stablecoins for six years, and we are still paying for the bullshit of 'to pay, you first have to buy another kind of money.'
Plasma directly eliminated Gas from the user experience. It's not a discount, it's not a subsidy, it's a native mechanism— the 'payment supervisor' covers that expense for you. You transfer, it pays, it's that simple.
Manila night market, a mother who supports three children by selling grilled skewers.
She showed me her phone—the $500 her son wired from Dubai, after passing through three banks, only $440 arrived. $60, just like that, disappeared. She smiled and said it was fine, she's used to it.
I didn’t smile. This isn’t a service charge; this is a toll fee.
Plasma made me realize one thing: SWIFT isn’t outdated technology; it’s deliberately complicated. Complexity allows for countless invisible transfer stations, each one taking a cut. Plasma’s route is a straight line—no transfer stations, no correspondent banks, no anxiety waiting three to five business days.
Data doesn’t lie: the global remittance market extracts hundreds of billions of dollars in fees each year, most of it from the poorest people. The World Bank calculated that the average remittance cost in Sub-Saharan Africa is close to 8%. What does 8% mean? It means they have to work an extra half month just to bridge this financial gap.
But the problem has never been the lack of better routes. The problem is that the old route has supported too many people.
Plasma didn’t plan to negotiate with the giants; it directly paved a new road. 0 Gas, sub-second, address to address. No bank account needed, no passport required, not even literacy. With a mobile phone, you can receive the money sent from across the ocean.
You see, the most attractive aspect of technology has never been showmanship.
It’s that mother in Manila, who next time she receives a remittance, won’t have to look at the notification that is $60 short and squeeze out the words “it’s fine.”
Just after hanging up the call with China Unicom customer service, I suddenly understood what table VANRY wants to overturn.
In the afternoon, I was arguing with China Unicom about relocating my broadband, and after hanging up the phone, I felt a bit dazed - it's already 2026, why does getting a basic service still feel like a challenge? Reporting the address, checking resources, waiting for the technician, changing equipment... This whole process immediately reminded me of the daily hassle we go through with Web3: wallets, mnemonic phrases, Gas, cross-chain, isn't each of these ten times more troublesome than getting broadband installed?
But this phone call suddenly woke me up: the problem has never been 'Do we need to be online?', but rather 'Why does being online have to be so difficult?'. The crux of Web3 is the same - it's not that people don't want to own their data assets, it's that they simply can't stand those inhumane operational barriers. If this issue isn't resolved, how can we talk about large-scale adoption?
Don't let AI become a 'goldfish'! Today, a memory leak incident has exposed the industry's deepest shame.
This morning, a certain mainstream blockchain AI application suddenly 'forgot' everything, and users found that their conversation history was gone. An official urgent announcement attributed it to 'unexpected storage clearing'. You see, the problem has never been the malfunction itself, but rather the fact that the entire system has come to assume that 'forgetting' is the norm—every year, we burn billions in computing power just to train a bunch of 'digital goldfish' that reset the next day?
This is ridiculous. If your AI restarts every time as if it just came out of the factory, how much actual value does its so-called 'intelligence' retain? What VANRY has built is precisely the underlying capability that the entire industry has chosen to ignore: allowing AI's memory to accumulate continuously like human experience. They do not hype 'instant intelligence', but instead quietly achieve data state persistence on the blockchain—this means that AI applications running on VANRY can use every interaction and every learning experience as a foundation for the next evolution.
While others are still using 'memory refresh' to cover up design flaws, VANRY has long engraved 'memory as an asset' into the protocol layer. Your AI can not only answer you but can also remember the strategies it helped you adjust last week and the preferences you mentioned last month—this continuity is the key leap for intelligence from 'toy' to 'partner'.
So don't just focus on what AI has generated, ask it what it remembers. What VANRY offers may not be the flashiest answers, but it is very likely the only key that can free your digital assistant from the 'seven-year itch'. After all, who really wants to work with an intelligent agent that is always saying 'nice to meet you'?. True professionalism lies in the context of time.
Last night, the banking system crashed for three hours; who quietly took over a trillion in transactions?
Have you heard about what happened last night? Several cross-border payment giants had a collective backend crash, and transfer delays soared to over half a day. My friends in foreign trade and business owners going abroad were going crazy, burning money every second. But interestingly, there was a group of people who were particularly quiet—the institutions that had already integrated into the Plasma ecosystem received their funds as usual in seconds.
This reminds me of a conversation I had last year with the CTO of a new European bank. He said they tested dozens of chains and ultimately quietly switched their core settlement layer to Plasma. Not for any other reason, but because it has 'no presence like water and electricity.' I didn't think much of it at the time, but now I realize: Plasma never packaged itself as a 'revolutionary public chain'; it drilled into the deepest, hardest hole—providing payment channels for businesses.
Yesterday, the Visa system globally crashed for 10 minutes, and I instantly understood what $XPL is stitching.
Isn't it a coincidence that yesterday afternoon, Visa's global network was stuck for about ten minutes, and Twitter exploded in an instant—how many people couldn't even get a cup of coffee in that time? In the past, we would have just scolded the bank, but now I'm thinking differently: are we too reliant on those few 'centralized gateways'?
Once the gateway shakes, the entire flow has to stop. What Plasma is doing is simply reconstructing the 'riverbed.' It doesn't contest your ownership of the gateway; it gives you a set of protocols that allow the water (payments) to find the fastest and cheapest path to flow. Plasma's Paymaster acts like an intelligent dispatcher, 'digesting' friction costs like transaction fees within the system, so merchants and users are almost unaware.
What does this mean? Payments are no longer a 'monopoly business' of any one company; they will become an infrastructure as fundamental as air—you won't feel its presence, but it must always be there. Plasma is laying down this oxygen supply system at the base. $XPL is the 'energy unit' that maintains the system's operation; the more the ecosystem is used, the stronger and steadier the breath becomes.
So next time you encounter a card failure, don't just complain. Think about it, if the underlying payment system is a network woven by protocols that no one can unilaterally sever, then that would truly be 'always online.' What Plasma is stitching might just be the first stitch of that network.
Just now, an AI contract "flipped real estate" and made 3 million: VANRY is taking over the world's money!
You are not mistaken, the title is real. Just yesterday, an AI agent deployed on the Vanar chain, through analyzing rental data from seven cities off-chain, news about school district changes, and infrastructure planning documents, automatically executed a series of adjustments to tokenized real estate fund shares. In 48 hours, the net value increased by 15%, equivalent to a profit of 3 million USD—without a fund manager, just a few lines of "thinking contracts." Why did this come to light today? Because traditional chains simply cannot run this logic. VANRY is truly different this time.
Behind this matter lies the most ruthless blow from Vanar: it has integrated AI directly into the "heart" of the blockchain. Other chains can at most allow contracts to adjust an external API; when the network gets blocked or data is altered, they are left dumbfounded. Vanar's Kayon reasoning engine is a native module on the chain, allowing smart contracts to "ponder"—analyzing data in real-time, weighing risks, and seizing opportunities. VANRY here is not simply a Gas fee, but the "intellectual fuel" driving the entire AI economy. Holding VANRY means holding a share of this network's future decision-making capabilities.
This morning, the server was overwhelmed, all because of a 'zero'
I just woke up to hear the tech group blowing up: a well-known traditional game company tried out Web3, and their launch event directly crashed the test network of the partner chain! The sudden influx of users startled the industry—this is not the kind of traffic that can be generated by just a few people in the circle.
So where is the real explosive point? That game used VANRY's zeroGas architecture. Ordinary players have no idea that there is a blockchain behind it; logging in, receiving items, and trading happens seamlessly, just like playing a web game. But on-chain data shows that VANRY has quietly handled astronomical microtransactions. That's right—large-scale applications have never required educating users, but rather making the technology completely invisible.
VANRY's ambition is becoming a reality here. It does not pursue the 'perfect decentralization' sought by geeks but first allows millions of users to onboard without feeling it. Look at its integration with Google Cloud ecosystem and compliance framework, clearly aiming to become the safest bridge for Web2 giants. Those 'enterprise-level' designs in the tech stack may seem dull at ordinary times, but when the pressure mounts, you'll realize they are the key to victory.
So don’t just focus on the K-line. VANRY's value lies in its effort to remove the term 'blockchain' from users' minds—when on-chain interactions become as natural as breathing, an ecosystem explosion is just a matter of time. This outage was an accident, but also a rehearsal.
Last night, a certain payment giant suddenly suspended services, but I used Plasma to buy breakfast.
Wasn't there a payment platform that briefly crashed last night? Friends outside the industry were complaining about not being able to get breakfast, while I quietly used a mini-program on the Plasma chain to buy a cup of soy milk. This is quite interesting—every day we talk about stablecoin settlement volumes exceeding Visa, but when everyday payments go wrong, ordinary users have no time to study cross-chain bridges and Gas fees.
The tough part about Plasma is right here: it directly removes the threshold for blockchain payments. While others are still educating users about 'mainnet' and 'Layer 2', Plasma has long used the Paymaster mechanism to let merchants or application providers cover the Gas fees. Users don't need to know which chain is running behind the scenes; the experience is no different from scanning a payment code. This kind of 'seamless switching' is the real trump card for stablecoins to impact consumer scenarios.
When you look at Plasma now, don't just focus on the technical architecture—it is fundamentally reconstructing the payment value chain. The traditional chain economy relies on retail investors paying Gas, and the ceiling is visible to the naked eye; whereas Plasma shifts the value capture point to B-end merchants' stablecoin traffic and ecological resource needs. The staking and consumption of $XPL will gradually become a pass for commercial entities to access 'payment bandwidth', which is much more appealing than collecting tolls.
The applications capable of accommodating hundreds of millions of users will not emerge on chains that require tutorials. One day, if a certain social or gaming application suddenly becomes popular and integrates Plasma's frictionless payment module, that's when everyone will look back and realize—the outcome of the payment revolution was already determined in the capillaries of user experience.
On the night when Gas fees hit zero, an engineer from a Singapore bank sent a voice message in the group
At three o'clock that morning, the internal tech group of a new Southeast Asian bank exploded. The channel that usually only transmits log files suddenly featured a thirty-second voice message – "It's running, really at zero cost." Followed by a screenshot: one hundred thousand USDT cleared in real-time, settlement cost on the Plasma chain, firmly fixed at $0.00. Many people think this is just another testnet gimmick. But those in the industry know that when traditional financial settlement systems start to quietly embrace a public chain, things become different. What Plasma has done may seem like 'eliminating Gas fees' on the surface, but fundamentally, it is reconstructing the underlying logic of value flow – it makes stablecoin transfers as easy as sending a text message, with no fluctuations, no delays, and absolutely no unpredictable costs. In the eyes of institutions with millions of settlement needs every second, this is not optimization; it's a revolution.
Stop saying AI is forgetful! $VANRY has quietly done something big, allowing on-chain Agents to finally 'remember'
Last night I came across a message that almost made me jump out of my chair—there's an AI Agent for cross-chain transactions that actually handled a complex claim that had been delayed for three days without any intervention. This might not sound 'explosive,' but anyone in the know would immediately ask: how does it remember something from three days ago? Isn't on-chain AI like starting a new job every time?
That's the problem. Too many on-chain agents essentially have 'goldfish memory'; once a task is interrupted, it's reset. The developers' headache isn't that the models aren't smart, it's that they always seem to 'blank out' at critical times. You ask it to track a multi-step process, and the next time it restarts, it looks confused: 'Who are you?' How can we talk about productivity with that?
Breaking! Google Cloud Engineer Insider Reveals: Our Entire Ecosystem is Connecting to a "Ghost Chain"
Last night the small circle exploded, several friends from Google Cloud sent over a blurry architecture diagram, whispering: "Did you see? The traffic of our internal test network has quietly been directed to a chain called VANRY." It's not an experiment; it's officially deployed. This chain was previously like a ghost, frighteningly powerful yet overly low-profile—now the giants are voting with their feet, and the answer is all written in the server logs.
VANRY is not just another "high-speed public chain" as you might think. Its underlying structure has been completely restructured into a "computing power scheduling layer". Simply put, it allows AI model training and real-time rendering of these computing-hungry monsters to call global resources on the chain like ordering takeout. Google Cloud and NVIDIA are betting on it, wagering on the next decade: the explosion of AI applications, but computing power islands and data transfers will choke 99% of projects. VANRY has paved the way ahead of time.
Even more ruthless is its cultural gene. The team has early experience in Hollywood and big gaming companies, holding a bunch of digital rights to top-tier IPs. So you see the early applications on VANRY, all are asset issuances and fan ecosystems from well-known movies and games—traffic is not "slowly coming from outside the circle"; it directly parachutes in with the entire user universe. This isn't building an ecosystem; it's directly taxing an existing digital kingdom.
Currently, the price is still rubbing against the bottom, and many people regard it as an ordinary Altcoin. But the truth is: VANRY has already choked off the dual entry points of computing power and traffic for AI + entertainment. By the time the market reacts, it may no longer be something of this dimension. Remember, the internal movements of the giants wake up three months earlier than the K-line.
Last night's big secret on Wall Street was actually exposed by a blockchain?
Last night, an old friend called me on an encrypted line, speaking in a very low voice: 'Do you know that a major institution is testing a bond token on Ethereum? They haven't finished building their position yet, but the counterpart has already set up a sniper.' This is not trading; it's simply running naked. The giants of traditional finance, with trillions in their pockets, are circling at the door of cryptocurrency, not because they don't want to enter, but because they don't dare to—who would want to reveal their bottom cards to the whole world?
The problem lies here. Absolute transparency is poison for institutions, but absolute anonymity is also a dead end. The iron fist of regulation is everywhere. What they really want is a 'black box' that can prove its innocence while keeping its mouth shut. Dusk has figured this out. It didn't take the old path but directly created a 'secret room' for the financial world: the details of your transactions are locked tight with zero-knowledge proofs, and the market can't see a word; but when regulators come knocking, Dusk can generate a mathematical proof on the spot, revealing no trade secrets, only verifying one statement: 'This transaction of mine is compliant and legal.'
Last night's massive secret transfer, can you guess whose hand it was?
Waking up, the on-chain data exploded. A transfer of eight-digit US dollar-level assets, the path completely hidden, leaving only a few vague footprints. Several monitoring bots in the circle were all silent—this is not something that just a mixer can handle. Some people began to murmur: this technique reminds me of Dusk's setup.
Dusk is not about hiding and covering up; it's about giving you a 'legal invisibility cloak' within a compliant framework. They use ZK to package transaction details into a cryptographic black box that can be audited while still being compliant—this precisely hits those whales scared away by transparent chains. What institutions want is not complete anonymity, but 'controllable privacy': I can prove my innocence, but I don't have to broadcast my positions to the whole world.
Now looking back, the trajectory of that transfer vaguely hints at the 'privacy sharding' concept within Dusk's architecture. Asset slices enter dark pools for matching, and what comes out is only the net settlement result—on-chain, you only see the water flow, but not the fish. This may be the future: liquidity isn't called forth; it's hidden away.
The market is always chasing the next hotspot, but what Dusk is doing looks more like laying the foundation. When transparent public chains become open-air casinos for speculators, those large funds that truly need dark pool showdowns will naturally reach here. Last night's puzzle may just be the prologue—when more institutions realize that 'hiding trading intentions' is more important than high APYs, Dusk's script will truly begin.
Is there a fire in the Tron backyard? The news that just broke is enough to make Brother Sun uneasy!
Brothers, did you come across this? Yesterday, a giant in the global payment industry quietly connected the test network to Plasma. On the surface, this seems like a technical collaboration, but the reality is much deeper—it's clearly paving the way for large-scale stablecoin settlements. This means that the cash transportation business, which has been making a fortune in the hands of Tron, is truly going to change.
Why Plasma? You and I both know, the fees for transferring USDT on Tron are no longer the cheap prices of yesteryear. However, the payment industry is fiercely competitive; saving a few bucks on each transaction can lead to several printing machines in a year. Plasma's strong point lies here: through its underlying Gas abstraction mechanism, it can reduce stablecoin transfer costs to almost zero. Just think about it, those merchants and channels with daily transactions in the millions—facing such temptation, where do you think they'll lean?
Being cheap isn't enough; it also has to be fast and stable. The old architecture of Tron has been patched up over the years, and it can get quite congested during peak times. The PlasmaBFT consensus used by Plasma has been tested by me several times, and cross-chain assets come in and out with sub-second confirmations—this smoothness feels just like the experience of switching from 3G to 5G back in the day. It's not aiming to create 'another chain,' but rather to become that invisible yet ubiquitous global settlement artery.
Looking now at the payment gateways and staking nodes that are quietly building in the Plasma ecosystem, the picture becomes clear. If even 10% of the USDT traffic gets absorbed by it, the value capture of the entire network will be completely different. There's an old saying in the industry: 'the value of the chain depends on the assets flowing through it.' When Plasma gradually becomes the go-to for large, high-frequency stablecoin movements, it is no longer just a technical toy.
This is quite interesting; technological upgrades never show mercy. What seemed sufficient yesterday might feel a bit lacking tomorrow. I see Plasma's move not just as grabbing market share but more like redefining what a 'payment public chain' should look like. Let's let the bullets fly for a while and see how far this 'maglev track' can be laid out.