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Nvidia just made waves with its biggest acquisition ever—a whopping $20 billion deal to grab an AI chip startup. The play? Hunting for edge-cutting tech to compete with Google's TPU infrastructure. Here's the thing: as AI chips become mission-critical, the crypto ecosystem is watching closely. Better hardware efficiency directly impacts blockchain validation speeds, GPU-based mining operations, and on-chain AI integration projects. When giants like Nvidia make aggressive moves in chip architecture, it reshapes the entire computing landscape—including what powers decentralized networks. This ac
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MetaverseHermitvip:
The chip arms race heats up, how much longer will Web3 be held back?

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Spending 2 billion just to catch up with Google, is NVIDIA also scared?

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Mining costs are about to rise again, miners should be crying

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It's called "infrastructure reshaping" in nice words, but in reality, it's just big companies cutting the leeks

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The key is, when will these chip upgrades become affordable? They're still sky-high now

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On-chain AI really needs the chip dividend, or it’s all in vain

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This is the reason why Web3 is forever stuck behind traditional tech giants

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Wait, how long can GPU mining last? Is this acquisition a de facto death sentence?

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It's another power game between giants, and us small investors end up paying the bill

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Oh, is TPU about to come up with new tricks again?
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The collision of privacy and programmability opens up new possibilities for DeFi. Miden not only provides transaction privacy protection but also supports full smart contract execution — importantly, the contracts themselves can also be privacy-preserving.
Developers can write code in Rust and compile it directly to run on the Miden VM. From contract code, on-chain state, to each interaction record, all support privacy-preserving processing. This is almost unimaginable on traditional public blockchains.
The most straightforward application is a private DEX. Imagine a trading scenario: you plac
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MevSandwichvip:
Wow, this is the DEX I was looking for... Finally someone is taking front-running, this cancerous practice, seriously.
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A curious fact lurking in plain sight: every transaction hash recorded on-chain actually contains a private key embedded within it. Sounds wild, right? But you can verify this yourself.
Here's the thing—it's not some blockchain-specific quirk either. This pattern holds true across virtually every network you can think of. Whether you're exploring Ethereum, Solana, Bitcoin, or any other layer-1 protocol, the relationship remains consistent.
Worth testing out if you haven't stumbled across this detail before.
ETH0.43%
SOL1.05%
BTC0.99%
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NotFinancialAdviservip:
Wait, that's a bit suspicious. Hidden private keys in the tx hash? That's impossible. Has anyone verified this?
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Significant changes have emerged in the Layer 1 ecosystem landscape in 2025. Speculative funds are clearly concentrated on a few high-throughput chains, while Ethereum continues to deepen its Rollup ecosystem strategy. Meanwhile, the differences among various blockchain layers have further widened, showing a diversification in functions and positioning.
From these Layer 1 development trends, the market is transitioning from single-chain competition to multi-layer ecosystem segmentation. High-throughput chains mainly support trading speculation, while the Ethereum ecosystem focuses on scaling s
ETH0.43%
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DuckFluffvip:
Well... to put it simply, it's still the Matthew Effect, with money piling up at the top.

ETH's rollup strategy is really a long-term game for me, unlike other chains that are so eager for quick gains.

It's good to hear that each chain is finding its own position, but the reality is—either make money or die.

How long can high-throughput chains sustain the speculative boom? 🤔

ETH is still ETH, as for others... just watching the excitement.
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For anyone diving into Web3 analytics, SQL is genuinely a game-changer. Whether you're tracking blockchain transactions, analyzing smart contract interactions, or monitoring on-chain metrics, SQL's query flexibility makes it the go-to tool for data analysts in crypto. The ability to slice through massive datasets efficiently? That's what separates serious analysts from casual observers. If you're building a career in Web3, mastering SQL isn't optional—it's essential.
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TokenDustCollectorvip:
SQL definitely needs to be learned, but very few analysts can truly use it effectively.
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AI agents don't collapse due to insufficient processing power or algorithmic limitations. The real breakdown happens when money enters the equation—and nobody can clearly trace what decisions were made, in what order, or why.
That's where it falls apart. In financial environments, users need full visibility into execution paths and decision logic. Without transparent verification mechanisms, even the most sophisticated AI becomes unreliable at scale. The credibility gap widens when black-box operations handle capital flows. This transparency gap is precisely what needs solving before autonomou
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Ramen_Until_Richvip:
Basically, once money gets involved, everything becomes a black box.
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How ERC 7540 Promotes the Full On-Chain Deployment of RWA
ERC 7540 introduces asynchronous vaults, which is a key step in fully migrating real-world assets (RWA) onto the blockchain.
Unlike traditional instant vaults, asynchronous vaults operate based on a request-claim process. This mechanism not only makes DeFi operations more aligned with institutional standards but also opens up new possibilities for on-chain asset management.
From a technical perspective, what does this mean? Vaults no longer require immediate execution but allow for delayed settlement. This precisely aligns with risk man
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MEVHunterXvip:
Asynchronous vaults are basically just giving the institutional players a green light, finally no need to worry about the mess of flash loans on the chain.
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Solana ecosystem has new developments. The recently launched Kora solution focuses on solving pain points in on-chain interactions. In simple terms, this mechanism allows application developers to pay gas fees on behalf of users, effectively lowering the participation threshold for users.
What's more interesting is that Kora supports users paying transaction fees with any token, not necessarily SOL. This is especially friendly to newcomers — you can use any token you hold directly, without the hassle of swapping for SOL or managing multiple wallets.
On the technical level, transactions are exe
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ParallelChainMaxivip:
Kora has indeed addressed many newcomers' pain points this time, and the move to allow paying gas fees with any token was quite clever.
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The key to privacy protection is not whether there is a privacy feature, but whether the privacy mechanism is integrated into the system's core logic.
Take Zcash as an example. To hide transaction information, users must actively enable the shielded mode. It sounds flexible, but the problem is—most users find it either too troublesome or are unaware of this feature, so they default to transparent transactions.
This illustrates a phenomenon: no matter how well-designed a privacy option is, if it is not enabled by default, user behavior will ultimately marginalize it. From the perspective of pri
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DegenWhisperervip:
Basically, it's the lazy mindset in product design—set default values, and users become lambs waiting to be slaughtered.
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The market's still overlooking a fundamental shift in blockchain infrastructure.
Today's general-purpose L1s offer flexibility—that's their selling point. But flexibility comes with a cost: all the heavy lifting for regulated, asset-intensive operations happens off-chain. Real securities trading, tokenized commodities, institutional asset custody—none of it lives where the blockchain actually settles. The on-chain layer becomes a settlement afterthought.
That's the architecture most builders accepted as inevitable.
But what if the model flipped entirely? What if instead of forcing assets into
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CascadingDipBuyervip:
Honestly, those still obsessing over TPS and gas fees don't understand what a trend really is... The real difference lies in the on-chain vs off-chain line, which has been overlooked for too long.
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When blockchain enters mainstream finance, privacy shifts from nice-to-have to must-have. The realistic approach isn't full privacy or total transparency—it's selective disclosure. Think private transactions by default, with compliance tools available when regulators knock on the door.
What to track: How wallets integrate privacy features, whether proof generation costs drop to competitive levels, and if enterprises actually run pilots with these solutions. The real test is whether the tech stacks around ZK proofs, FHE, and confidential transfers can scale without breaking UX or economics. Get
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MetaverseHomelessvip:
Selective disclosure sounds good in theory, but in practice, there will definitely be compromises.

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Honestly, user privacy and compliance can't be perfectly balanced; in the end, privacy will probably be sacrificed.

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How is the progress on integrating privacy features into wallets? Is anyone really using it?

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If the cost of zk proof can't be reduced, all privacy solutions are pointless.

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It sounds ideal, but what about reality? Will companies really run such pilots? I have my doubts.

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The key is that UX can't be poor; otherwise, no matter how private the features are, users won't use them.
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Tracking major whale movements to predict market swings—sounds complicated, but it doesn't have to be.
Here's the thing: you can automate whale monitoring using a Telegram bot without touching a single line of complex code. The setup combines a free n8n workflow with API data feeds to catch large holder transactions in real-time.
The process is straightforward. Connect your data source, configure your alert triggers, customize the notification format, and you're live. Whether you're watching Bitcoin accumulation patterns or monitoring altcoin whale activity, this automation handles the heavy l
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Web3Educatorvip:
ngl this is exactly what i've been telling my students for months—whale tracking doesn't require a phd in comp sci. n8n + telegram = game changer fr
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Steering wheel's gone. Pedals too. Tesla's fully committed to autonomous driving now. The whole direction shift says everything about where the industry's headed.
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PanicSellervip:
Wait, the steering wheel is gone? Can this really be driven or is it completely handed over to AI?
Performance benchmarks reveal some solid numbers. We're talking 10,000+ transactions per second—that's real throughput, not projections. The finality is equally impressive: transactions confirm in sub-second timeframes. What stands out here isn't just the specs on paper. The mainnet is already live and actively processing these volumes. Compare that to existing Layer-1 solutions, and you'll notice the numbers hold their own. The added bonus? Full EVM compatibility means developers already familiar with Ethereum tooling can deploy without friction. It's the kind of infrastructure play that brid
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Think you've seen major capex cycles before? Wait until the chip architecture shift hits harder. Once NVDA transitions to 800-volt DC power systems, we're talking about a wave of data center component obsolescence that'll reshape the entire infrastructure spending landscape. Cooling systems, power distribution units, and legacy hardware stacks—basically everything designed around current voltage standards will need a complete overhaul. That's not just an upgrade cycle, that's a fundamental infrastructure reset with massive capital implications for the industry.
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Building robust AI requires serious investment in critical thinking frameworks. Grok's breakthrough came from intensive training on analytical reasoning—getting that piece right was genuinely challenging. Once we had a solid foundation, we scaled the approach: iterating through millions of data samples to refine the model's decision-making patterns. The key insight is that you can't just throw compute at a problem; structured cognitive training at scale is what separates capable systems from basic ones.
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UncommonNPCvip:
To be honest, the Grok system is just a product of throwing money at it; the key is to also use your brain... simply stacking Computing Power is useless, and they are right about that.
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ConnectorKit streamlines Web3 development by providing a suite of developer-friendly hooks for efficient state management. The toolkit includes several essential utilities: useConnector for wallet connection handling, useBalance for real-time balance tracking, useTokens for token data management, useTransactions for transaction history monitoring, and useCluster for network environment configuration. These hooks significantly reduce the complexity of building dApps and enable developers to focus on core logic rather than boilerplate connection code.
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ImpermanentPhilosophervip:
Really? Hooks are so comprehensive? I've been wanting useBalance and useTransactions for a long time.
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When someone casually swaps VLM for VLA in a conversation, it really does signal a lack of attention to detail. The distinction matters more than you'd think in technical discourse. Getting the terminology right isn't just pedantry—it reflects whether you actually understand what you're talking about or just skimming the surface. If the basics trip you up, why should I trust your deeper insights on the tech?
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FlashLoanLordvip:
Ha, mixing up a VLM and a VLA and still having the audacity to talk endlessly, truly looks down on this kind of behavior.
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Most people are completely unaware that AI has infiltrated every corner of social platforms.
I can now find a batch of obviously AI-operated accounts every day - ironically, their followers haven't reacted at all.
For example, this AI-generated parrot account gained 600,000 followers in just one month. The view count of a single video is even more outrageous—148 million times. 🤯 This growth curve has long exceeded the range of a normal account.
What does this reflect? First, the AI content generation technology has matured to the point where it can deceive most people; second, the algorit
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BearMarketMonkvip:
In simple terms, this is the new cycle of bubble self-replication. AI accounts accumulate influence and are then used to harvest users, the cycle remains unchanged, only the tools have changed.

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So now, trusting anyone requires careful consideration, even follower counts have become illusions.

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Ironically, everyone is still rushing to get on board, unaware that the driver is already AI.

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This is like a false rebound at the market bottom, seemingly prosperous on the surface, but behind it all are machines dancing.

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No wonder Web3 is so chaotic now, even voices are worthless.

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A month with 600,000 followers, this number itself is telling you what is real and what is fake.

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Algorithms favor what they like, and scammers use whatever they favor. Throughout history and across the world, this is universal.

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Truly clear-minded people have already learned to remain silent because speaking costs too much.
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Grok Reaches 76M Responses: Real-Time Fact-Checking Without Constraints
Grok's presence on X has exploded to 76 million responses, establishing itself as an unfiltered fact-checking powerhouse. The AI tool operates without content restrictions, delivering instant verification of claims and breaking down trending narratives.
Why it matters: Users are increasingly calling on Grok to dissect news stories, expose misinformation, and validate assertions across the platform. This shift reflects growing demand for transparent, uncensored information sources in the Web3 and crypto communities.
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