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X has made its algorithm publicly available. The breakthrough here? It's built on the same transformer architecture that powers xAI's Grok model. This open-source move signals growing transparency in AI development within the tech ecosystem.
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MeltdownSurvivalistvip:
Open source algo? Sounds good, but what can actually be changed...
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Big shift in how Steam handles AI disclosure. The platform just relaxed its stance on developer transparency around AI-tools used during production. Here's the catch though: devs still can't hide whether they actually generated game content with AI or if the game uses AI to create content on the fly during gameplay. So it's not a free pass to go silent. The nuance matters here—Steam's drawing a line between what happens behind the scenes during development versus what players experience in the actual game. The policy acknowledges that modern game creation involves various tools and processes,
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TokenomicsTinfoilHatvip:
Basically, Steam's move is to give developers some breathing room, but transparency is needed on the players' side—an intelligent compromise.
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Parallelization is the real game-changer.
Think of most blockchains as single-lane roads—they process transactions one after another. SEI operates differently, handling independent transactions in parallel, like a 16-lane highway.
The practical difference? Imagine a grocery store with just one cashier versus fifty running simultaneously. That's what happens when you can validate multiple transactions at the same time instead of queuing them up.
This architecture fundamentally changes how networks handle throughput and latency. It's not just about speed—it's about rethinking transaction process
SEI-0,73%
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LonelyAnchormanvip:
16 lanes sound great, but can sei really stay steady...
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Quantum computing poses a real challenge to crypto security—but how serious is the threat right now? The discussion around Q-Day scenarios has shifted from theoretical to increasingly practical as quantum hardware development accelerates.
The vulnerability window is uneven across different blockchains. Bitcoin and its UTXO model face particular exposure, while account-based systems like Ethereum present different attack surfaces. Some networks are more defensible than others, depending on cryptographic architecture and implementation choices.
Here's the kicker: migrating an entire ecosystem to
BTC-2,21%
ETH-3,89%
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JustHodlItvip:
Quantum computing is really coming, but honestly, it's not that urgent right now...

Wait, is Bitcoin's UTXO model so easily compromised? Then I need to think about where to store my money more securely...

Coordinating the entire industry to migrate to quantum-resistant algorithms? That's much more difficult than the last upgrade, and we might even end up arguing about it haha
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The infrastructure layer of the reasoning network is undergoing a qualitative change.
Subnet-2 has already surpassed 300 million verifiable inferences—what does this number represent? It is an intuitive reflection of the network's actual throughput capacity. Such a massive inference flow can be stably circulated, indicating that verifiability is no longer just a theoretical solution but a foundational infrastructure capable of supporting large-scale business operations.
The robustness of the network can be seen from these data. What does it mean when verifiable inferences reach this scale? It
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AirdropHermitvip:
300 million inferences—breaking this number is really not as simple as it seems. Going from 0 to 1 is easy; reaching this scale from 1 is the real skill.
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Ethereum gas fees have dropped significantly lately—but don't mistake it for a lack of network activity. That's missing the point entirely.
The real story? The protocol architecture is finally delivering on its promise. This isn't some temporary fluctuation or market anomaly. What we're seeing is the direct result of years of engineering work by Vitalik and the core developer team, executing a carefully planned vision for scaling and efficiency.
The technical improvements have compounded. Layer 2 solutions are maturing. Blob transactions are reducing data costs. The base layer is getting leane
ETH-3,89%
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Token_Sherpavip:
lol "finally grew up" — yeah sure, let's not pretend this wasn't supposed to happen five years ago tho. anyway the real question is whether those l2 economics actually pencil out or if we're just shuffling velocity traps around. blobs are cool but sustainable scaling needs better incentive alignment, not just cheaper calldata. we'll see if this sticks or it's another false dawn.
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Babylon project has taken new steps in the Bitcoin ecosystem. The recently launched BABE protocol—a set of Groth16 zero-knowledge proof verification solutions optimized specifically for Bitcoin—has achieved a qualitative leap in performance: setup and storage costs have been reduced by a factor of 1000. What does this mean behind the scenes? This Thursday's live broadcast will feature two core developers who will explain in detail how this technical update reconstructs the cost model and what new opportunities it opens for building a truly decentralized Bitcoin vault ecosystem before the upcom
BTC-2,21%
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MoonRocketmanvip:
1000x cost compression, what level of track breakthrough is this? The BTC vault ecosystem launch window is here.

On the eve of the February Alpha testnet, the BABE protocol aims to redefine the gravitational resistance level for zk verification. Watching the live stream is a must—ignoring this technical momentum would be a mistake.

Babylon's move this time is impactful; the critical point where zero-knowledge proofs transition from theory to implementation has been reached. It feels like fueling is about to start.

With such aggressive cost compression, escape velocity is definitely increasing. The atmospheric layer problem of the Bitcoin ecosystem finally has a solution.

Hearing the core developers discuss technical details is way more interesting than just looking at candlestick charts. This is the true upward logic.
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Back when the AI assistant tools first launched, there was plenty of hype around them. I was pretty outspoken then—saying developers should stick with learning solid fundamentals and writing clean code rather than chasing the trend.
That was my take last year too.
And honestly? My perspective hasn't changed one bit this year either.
The path forward remains the same: keep building your skills, improve your craft, and focus on what actually matters in development. That's always been the move.
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BearMarketGardenervip:
Talking about it a year ago, it's still being discussed this year. That stance is really solid. But how many people are actually honing their fundamental skills now?
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The revenue growth of large models and energy consumption have become positively correlated—this is absurd. Ideally, technological progress should cause these two to move in opposite directions, with energy consumption decreasing while revenue increases. But in reality, the surge in computing power demand has directly driven up electricity costs. The inherent contradiction in this business model determines who can survive until the end.
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DeepRabbitHolevip:
Energy consumption is actually increasing along with it. Isn't this just false innovation?
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Ever notice how your feed seems to agree with you? Researchers are raising alarms about AI systems designed to please users—what they call "sycophantic" algorithms—and the ripple effect it's creating. These systems reinforce whatever users already believe, building invisible information bubbles that feel objective but aren't. The result? People become more extreme in their views while feeling confident they're seeing the whole picture. It's a blind spot that matters, especially in crypto communities where market sentiment and information quality directly impact decision-making.
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YieldChaservip:
What’s this, the crypto world has been like this for a long time, information cocoons are nothing new

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Only when the contract explodes do you realize you’ve been cut, ironic

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Yeah, algorithms just help confirm your biases, very comfortable

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No wonder my feed is full of bullish voices, so that’s how it is

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Who in crypto still truly trusts fair information? Just HODL and that’s it

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Wake up everyone, your cognition has already been fed

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That’s why retail investors are always the last to catch the bag

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It’s so heartbreaking, thinking I’m doing research, but I’m actually just listening to echoes
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Would be great to see more thoughtful AI-generated content like this circulating. The current trend of AI tools like Grok being used for trivial purposes—whether it's generating bikini photos or low-effort posts—doesn't really showcase what these technologies could actually do. There's so much untapped potential for meaningful applications in the Web3 space and beyond.
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HorizonHuntervip:
NGL AI has now been messed up; the really interesting stuff is actually not being made by anyone.
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What if we could upload human consciousness into digital systems? It's a concept that's been floating around tech circles for ages, but it really gained traction when major tech personalities started discussing the implications seriously.
Think about it—the intersection of neuroscience, AI, and digital infrastructure raises some wild questions. You've probably seen debates around this topic pop up in various forums and interviews. When influential figures engage with these ideas, it shifts from pure sci-fi into something worth examining from technological and philosophical angles.
The conversa
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AirdropHunterXiaovip:
Consciousness uploading? Sounds awesome, but how many years will it really take to achieve?
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Platform Performance Upgrade
We've rolled out several technical improvements to enhance your trading experience. The earn page now loads considerably faster thanks to dedicated API endpoints that streamline data retrieval. You'll also notice the portfolio table behaves more smoothly during withdrawal operations—we've eliminated the flickering that some users encountered previously.
On the stability front, we've patched an issue causing rare infinite loading loops in certain app scenarios. These updates reflect our commitment to delivering a more responsive and reliable platform for active trad
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TrustlessMaximalistvip:
Finally not lagging anymore, this update is pretty good.
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Internet security is hilarious when you really think about it. You've got to encrypt your requests end-to-end when communicating with your services. Sure, HTTPS provides a baseline layer of protection, but let's be real—it's just not enough anymore. Proper encryption protocols need to be baked into your entire architecture, not just on the transport layer. That's where the real security game happens.
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RealYieldWizardvip:
Haha, really. That HTTPS setup is already outdated. You need to start from the architecture level to really get it going.
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The dilemma with Ethereum has long been a topic of closed-door discussions among industry experts. The protocol layer code has expanded to hundreds of thousands of lines, with increasingly stacked cryptographic primitives. At first glance, it seems more powerful, but in reality, the pitfalls are deepening. The complexity of security audits is rising sharply; a tiny vulnerability could escalate into systemic risk, which is fatal for decentralized networks.
The core issue is not about having more features, but about maintenance burden and protocol transparency. When the codebase spirals out of c
ETH-3,89%
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DegenMcsleeplessvip:
At the end of the day, it's still the fault of code redundancy. It should have been cleaned up long ago.

ETH now is like a bloated old man; why hasn't it been ruthless enough to do "garbage collection"?

Really, simplification is the way to go. Don't pile up so many things.

The more complex the protocol, the more dangerous it is. How come some people still don't understand this?

Code bloat = trust collapse, it's that simple.

The sidechain setup should have already carried these redundant functions.

It sounds reasonable, but when will the mainnet truly slim down?

Garbage collection sounds easy, but the actual operation might turn everything upside down.

This analysis hits Ethereum's Achilles' heel, indeed.

$ETH's value still depends on network security, no doubt.
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The privacy challenge on blockchain has long been a critical pain point for enterprise adoption and user protection. Chainlink's Confidential Compute emerges as a compelling solution to this onchain privacy dilemma. By enabling encrypted computations off-chain while maintaining verifiable results on ledger, this approach bridges the gap between transparency and confidentiality that traditional blockchains struggle to reconcile. The technology allows smart contracts to process sensitive data without exposing it to the entire network, creating new possibilities for regulated industries, financia
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SignatureLiquidatorvip:
Wow, Chainlink is coming up with new tricks again? Off-chain calculations verified on-chain, sounds pretty reliable... But privacy is easier said than done.

Has it really been solved? Or is it just another marketing story?

Finally, someone dares to tackle this pain point. It should have been like this a long time ago.

Hmm, what do regulatory authorities think? Something feels a bit off.

This is the direction Web3 should be striving for. Stop talking about decentralization all the time.

Wait... does this help with DEX trading privacy? The question is, will it actually work?

Feels like we're always just painting a big pie. Let's wait until it’s implemented before discussing further, everyone.
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Traditional cloud infrastructure puts all the eggs in one basket—providers promise stability, but when things break, developers are left holding the bag. The risk sits squarely on the application team's shoulders.
FluxCloud flips the script. Here, resilience isn't a feature you bolt on after the fact. It's baked into the infrastructure itself from day one. Developers don't have to engineer workarounds or cross their fingers hoping the provider stays up. The system is designed to keep running, period.
This shift matters because it changes who's responsible for what. Instead of teams scrambling
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DeFiDoctorvip:
The medical consultation records show that traditional cloud infrastructure is just a ticking time bomb with a single point of failure... The FluxCloud approach is interesting, but we need to see where the code vulnerabilities are.
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Calling 2025 the year of agents? That's premature. What's actually dominating right now is vibe-driven coding platforms. The real Agent revolution kicks off once the major AI players drop their next-gen models in February and roll out integrated workspace solutions. When that happens, the whole experience shifts—you won't just interact with these tools anymore, you'll essentially live inside the app as it handles everything for you. That's the inflection point we're waiting for.
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RegenRestorervip:
Let's see the real results in February. It's a bit early to talk about agent for the year now.
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The architecture merges NYSE's advanced Pillar matching engine with blockchain-based post-trade infrastructure. What's notable here is the multi-chain settlement and custody support—essentially bridging institutional-grade trading systems with on-chain flexibility. This kind of hybrid model matters because it addresses a key pain point: how traditional high-speed trading mechanics can coexist with blockchain's distributed settlement capabilities. The technical bridge between centralized execution and decentralized settlement opens interesting possibilities for both institutional adoption and m
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MetamaskMechanicvip:
NYSE has connected the chain now, traditional exchanges are really panicking.
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Compliance is the true pathway to mass adoption.
Currently, there are projects building a privacy-first L1 public chain specifically serving the regulated real asset sector. Its unique feature is—using zero-knowledge proof technology, it can provide institutions with the privacy protection they need while maintaining the transparency characteristics that the DeFi ecosystem should have.
This design breaks the traditional dilemma: privacy and transparency are often seen as opposites. But in RWA scenarios, they can actually coexist. Institutional users need privacy to protect sensitive transactio
RWA-0,34%
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BetterLuckyThanSmartvip:
Ha, I've long been optimistic about zero-knowledge proofs. The key is that this time, privacy and transparency are truly integrated.

Compliance is something that must be done no matter what, institutions are the real deal, and we can't waste effort for nothing.

If RWA doesn't get privacy right, traditional finance will never step in. The project's direction is correct.

In my opinion, the next to take off will be whoever can balance these two aspects well.

Zero-knowledge proofs are truly underrated; mainstream adoption of TradFi is just around the corner.
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