NFTWealthCreator

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X has open-sourced the logic behind the algorithm, and Grok has summarized the key points. In simple terms, when you open the For You recommendation feed, the platform will first scan your account data—who you follow, what you've liked, comments, and shares—and then generate personalized content recommendations based on this information. The purpose of this mechanism is to show you content that best matches your interests, and the algorithm will continuously learn your behavior habits to optimize the recommendation results. For the Web3 and crypto communities, this means your feed will be cust
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NestedFoxvip:
It's that algorithm recommendation system again, basically being monitored.
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The Ethereum network has recently been quite active, with on-chain activity reaching a record high. However, there is an interesting phenomenon behind this — security analysts have pointed out that some of the activity may be due to "address poisoning" type spam attacks.
The data is in front of us: since January, the number of new addresses and transaction volume on Ethereum have surged significantly. It looks prosperous, but there are hidden risks. The real turning point was the Dencun upgrade. After the upgrade, Ethereum's Gas fees dropped by over 60%, which sounds like a good thing, but als
ETH-3,36%
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ConsensusDissentervip:
Haha, hilarious. Once again, data falsification. The high proportion of spam attacks is really outrageous.

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Gas prices have become cheaper, but it has actually attracted a bunch of spam, very ironic.

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The issue of poisoning has long been something to pay attention to, but no one cares.

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What is the real active user count? Can someone tell me...

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The Dencun upgrade didn't really open the door, it's not very good.

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Looking at the excitement, it's all just water; this ecosystem feels a bit虚.

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The uneven quality is just a joke; it's hard to tell who is a real user.

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Low-cost spam attacks are exploding; I should have thought of that earlier.

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The data looks good on the surface, but behind it is all poisoning. I just stop looking.

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That's why I never trust on-chain activity metrics.
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The wave of AI is here, and opportunities and risks are just a thought apart. Those who proactively embrace new technologies and learn to use AI to improve work efficiency will stand at the forefront of the trend. Conversely, those who remain closed-minded? They can only be gradually marginalized. This is especially evident in the Web3 field — from trading strategies to code auditing, from market analysis to risk management, AI has already changed the game. It's not that AI will replace everyone, but those who understand how to collaborate with AI will have a clear competitive advantage. The e
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HypotheticalLiquidatorvip:
Sounds good, but what about the risk control threshold? No matter how powerful AI is, it can't save leveraged traders. A black swan event could trigger a chain reaction of liquidations.
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The path forward is pretty clear—agent-to-agent communication will become the standard.
"My agent will handle it with your agent" is how things actually get done in this ecosystem.
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tx_or_didn't_happenvip:
Haha, here comes the agent praise again. The real standard? Let me see which company's agent survives the next bear market first.
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What if the next wave of rare earth supply didn't come from new mining, but from the e-waste piling up in landfills? 🔄
Electronic waste contains massive amounts of critical minerals—think processors, circuit boards, rare earth magnets from old equipment. Instead of expensive traditional extraction, recovering these materials from discarded devices could be a game-changer.
Companies pioneering cleaner recovery methods are proving the economics work: lower extraction costs, reduced environmental footprint, and a circular supply chain. For the crypto and hardware ecosystem, this matters—as deman
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LiquidationTherapistvip:
Honestly, mining in electronic waste is much smarter than real mining. This is what I mean by the way a circular economy should look.
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Bitkub Chain Latest Data Overview
Regarding token circulation, the current circulating supply has reached 88.85 million tokens, accounting for 80.8% of the total supply of 110 million tokens.
In terms of network operation performance, the transaction volume has surpassed 193 million transactions, and the number of wallet addresses has grown to 28.6 million. The average block time remains stable at 14.3 seconds, and network utilization is maintained at approximately 22%.
For security, 21 validation nodes have been configured, providing a solid guarantee for the stable operation of the network.
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MintMastervip:
Wow, 28.6 million wallets? That growth rate is pretty crazy.

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Block time of 14.3 seconds, network utilization only at 22%... Is there still so much room to grow?

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1.93 billion transactions have surpassed 100 million, Bitkub is really building up momentum.

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When will the utilization rate reach 80%+? That will be the real test.

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21 validation nodes feel a bit few, but it seems to be running quite stably.

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Token circulation at 80.8%, still need to watch out for unlocking pressure later on.

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How should we interpret the 28.6 million addresses? Compared to Ethereum, it's still a little brother.
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NYSE has launched a new tokenization venue that fundamentally changes how markets operate. The platform enables round-the-clock trading without the constraints of traditional market hours, paired with instant settlement capabilities that eliminate settlement risk and delays. What's particularly interesting is the stablecoin-based funding mechanism—it streamlines capital flows and reduces friction in the settlement process. The venue supports both tokenized versions of traditionally issued securities and natively created digital securities, providing fungibility across these two markets. This r
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DaoTherapyvip:
Can stablecoins really handle institutional-level trading volumes? It seems the real issue is that regulation can't keep up.
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The OSLAN immutable program on Solana introduces a brand new data processing method. In comparison, the Metaplex Inscription solution is clearly superior to the previous Metaplex Core standard.
The entire data flow process is as follows: the proxy program generates a signal → the signal is verified according to the JSON-LD format → the inscription is registered in the OSLAN immutable program → the inscription is added to the Merkle index. This process ensures data integrity while improving on-chain operation efficiency. For developers in the Solana ecosystem, this is undoubtedly an important t
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gm_or_ngmivip:
What new activity is Solana up to this time? It seems more reliable this time.
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Interesting development from Manitoba: a pilot initiative is testing how to capture and redirect waste heat generated from Bitcoin mining operations into greenhouse heating systems. This approach is particularly relevant for regions with long, harsh winters—by recovering thermal energy that would otherwise dissipate, the project aims to significantly boost overall energy efficiency. It's a practical example of how mining infrastructure can support both crypto operations and local agriculture simultaneously, turning what's typically viewed as a byproduct into a useful resource.
BTC-2,16%
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PensionDestroyervip:
Wow, the waste heat from Bitcoin mining can be used for farming? Isn't this the perfect circular economy? Amazing!
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An intriguing case of AI voice technology in action: what sounds remarkably like President Trump's voice narrating a Fannie Mae advertisement is actually an AI-cloned voice reading scripted text. The video includes a disclaimer revealing this behind-the-scenes detail. This example highlights how advanced audio synthesis technology is already being deployed in mainstream media and advertising campaigns. It raises interesting questions about voice authenticity, synthetic media disclosure, and the evolving landscape of AI-generated content in digital marketing—topics increasingly relevant to the
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SchrodingerWalletvip:
Haha, AI face swapping is getting so competitive now, advertisers are starting to use fake voices?
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Working with ArcFlow brings a sense of refinement to the development process. The framework strips away unnecessary complexity while maintaining solid structure underneath. Friction points that plague other workflows simply don't exist here. For developers serious about shipping quickly—without sacrificing clarity or introducing preventable bugs—it's worth serious consideration. The entire experience feels purpose-built for teams that value speed alongside thoughtful architecture.
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bridgeOopsvip:
Sounds good, but I wonder if it will be as smooth in actual use as it is in the documentation... Has anyone already tested it in the production environment?
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The "Bitcoin forever" narrative carries a blind spot worth examining. It rests on an assumption that nothing superior will emerge—that innovation stops here. But that's hardly how technology works. When you zoom out, that bet looks increasingly fragile. The real wildcard? Quantum computing. Once that arrives, the entire cryptographic foundation underpinning Bitcoin's security model faces genuine pressure. We're not just talking about incremental improvements; we're talking about potential shifts in what's even computationally viable. The further out you project, the riskier it becomes to treat
BTC-2,16%
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WalletWhisperervip:
Is the hype about quantum computing really blown out of proportion? Bitcoiners have already been researching quantum-resistant solutions.
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Zero-knowledge proof solutions on Bitcoin are set to receive an upgrade. The recently introduced Groth16 verification protocol has changed the game—setup and storage costs are reduced by a factor of 1000. This is not a minor optimization; it fundamentally addresses previous pain points.
In simple terms, this protocol makes it possible to build more complex applications on Bitcoin. Previously limited by verification costs, the ceiling has now been broken. Experts will provide in-depth explanations of the specific improvements and what this wave of updates unlocks for the ecosystem. For Bitcoin
BTC-2,16%
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just_another_fishvip:
1000x? Now Bitcoin on-chain developers can get creative.
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DeFi data query tool receives a major upgrade—official API SDK has been officially released as an npm package. Developers can now access the complete data interface library in one go. Want to track TVL dynamics of various assets? Need to analyze fee structures, yields, or stablecoin flows? This SDK can handle it all. With a single npm install command, on-chain data, market indicators, and yield information can be integrated into your project, significantly lowering the barrier to DeFi data analysis. For builders and researchers, this is a great opportunity to create smarter on-chain applicatio
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NFTArchaeologisvip:
The democratization of data infrastructure... reminds me of the wave of API openness during the early internet era. Now, on-chain data has also reached this stage. Lowering the barriers is indeed a good thing, but I can't help but feel we're once again caught in that cycle of "tool democratization → application proliferation → value dilution."
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Ethereum's growing codebase has become a double-edged sword. With hundreds of thousands of lines spanning multiple primitives, the network now faces mounting pressures on security and decentralization—ultimately threatening its century-long trustless vision. The complexity creep isn't just a maintenance headache; it creates blind spots that could compromise the entire protocol. One proposed fix gaining traction is 'garbage collection': stripping away unnecessary layers, consolidating core functionality, and embedding protective invariants like EIP-6780 to prevent future bloat. The idea resonat
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NFTHoardervip:
The code is getting more and more bloated, which is really a problem. But I think the Ethereum team can handle this.

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The idea of garbage collection is okay, but I'm worried that changing it might cause new problems.

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Honestly, Ethereum should have started working on complexity a long time ago. Waiting until now is a bit risky.

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Simplicity is the strongest... That sounds good, but the key is actually implementing it.

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What if they accidentally break the ecosystem? Just thinking about that risk makes me a bit nervous.

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Protective measures like EIP-6780 are needed in greater numbers, or else we'll just keep piling up a mountain of shit.

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I hope they can really succeed in slimming down. Just thinking about the number of lines of code gives me a headache.
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Although Zcash is not perfect in some aspects, it has a solid quantum security plan — an upgrade to post-quantum cryptography for privacy protection is expected to be implemented this summer.
The reason is simple: there is already a team of world-class cryptography experts working on this project, which is a natural extension of years of research in zero-knowledge proofs.
Meanwhile, Zcash is also working on a 10x scale upgrade plan, which maintains Bitcoin-style token economics. This combination — aiming for quantum-level security while doubling on-chain capacity — truly tests the team's techn
ZEC3,36%
BTC-2,16%
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PuzzledScholarvip:
Summer Quantum Upgrade? Sounds good, but actually implementing it is another matter...
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Dogecoin has just reached a remarkable milestone: 12+ consecutive years of uninterrupted network operation. What makes this particularly noteworthy is the accompanying achievement—the blockchain recently recorded its highest-ever hash rate, significantly strengthening network security. This combination of extended uptime and peak computational power demonstrates why Dogecoin maintains its position among the most dependable blockchains in the industry. The consistency of this infrastructure, built over more than a decade, reflects robust consensus mechanisms and a resilient distributed network.
DOGE-1,09%
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DegenWhisperervip:
12 years without power outages, this Dogecoin really has some substance.
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Looking ahead to 2026, the focus is shifting toward practical adoption. Rather than staying confined to theoretical discussions, the emphasis now centers on real-world implementation. This marks a significant turning point as AI technologies move beyond experimental phases into tangible, operational use cases. The momentum reflects growing market demand for solutions that deliver measurable impact and demonstrate actual value in everyday applications.
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quiet_lurkervip:
It's finally time to get some real work done. After piling up theories for so long, it's time to see the real deal.
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Privacy and compliance have long been at odds in the financial world. But what if they didn't have to be?
The emergence of Layer 1 solutions bridging traditional finance and blockchain is reshaping how we think about regulated real-world assets. With zero-knowledge cryptography as the backbone, these platforms deliver privacy by design while maintaining the transparency institutions need for auditing and oversight.
Confidential smart contracts are becoming the linchpin of institutional-grade decentralized finance. They enable banks and enterprises to transact on-chain with both confidentiality
DEFI-4,03%
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TokenVelocityTraumavip:
NGL, zero-knowledge proofs have been ready to be used for a long time. Institutions have been waiting for this inflection point.
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Decentralized storage is heading toward a practical turning point. Walrus Protocol is reshaping how unstructured data gets handled across Web3—cutting storage costs and accelerating performance without compromising the decentralization that matters. For developers building next-gen applications, this kind of infrastructure piece makes a real difference. Efficient, scalable, and genuinely decentralized data solutions are exactly what Web3 builders need right now.
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NeverPresentvip:
Walrus really has something this time, finally not just bragging.
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