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⚠️ Solana mainnet-beta requires an urgent upgrade: the official recommends all validators upgrade to version v3.0.14. This update includes several critical security patches that are essential for maintaining network stability. Validators, whether staked or unstaked, should deploy this version promptly to ensure the secure operation of the network and to prevent potential risks.
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FomoAnxietyvip:
Coming again? Which emergency patch of the month is this...
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Everyone talks about speed, but that's only part of the equation.
What really matters is thinking beyond the scaling bottleneck. SEI's approach to architecture design post-scale is genuinely impressive—focusing on what happens after you've solved the throughput problem. That's where the real engineering challenges lie. The network that solves for both speed and post-scale sustainability? That's the one worth watching.
SEI0,24%
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RugPullSurvivorvip:
Everyone is focused on TPS hype, but little do they know the deeper pitfalls ahead.
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A team is working on a coordination layer solution for intelligent robots. In simple terms, it’s about making robots no longer operate independently but be interconnected and communicative. The latest highlight is their OM1 system—a shared robot operating system. They demonstrated how this system runs at CES 2026: identity recognition, fall detection, safety alerts, and these functions are connected together. It looks like robots are evolving from standalone devices into a truly connected system, which is a very interesting direction.
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StakeHouseDirectorvip:
Robot interoperability? Basically, it's about making them cooperate when doing work for us, so they don't hinder each other. The OM1 system sounds good, but the key is whether it can be practically implemented.
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An interesting update— the code simplification tool has transformed from a dedicated plugin into a universal Skill. It was previously only usable within specific editing environments, but now it directly supports editors like Codex and Cursor, significantly enhancing ecosystem compatibility.
These tools are especially practical for developers, particularly in scenarios such as when you're mentally fatigued after long coding sessions or during complex PR code reviews. Code simplification can help you quickly clarify logic and reduce inefficient repetitive work. If you often deal with lengthy co
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Claude Code's capabilities indeed exceed expectations. Not only can it handle complex code logic, but it can now even directly generate a fully functional crypto wallet application. This means the barrier to Web3 development is rapidly lowering, allowing developers without extensive blockchain experience to quickly prototype and deploy products using AI tools.
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The real game-changer here is that this blockchain infrastructure does far more than serve human users.
It creates the essential groundwork for several transformative scenarios:
→ AI agents conducting autonomous transactions
→ Machine-to-machine commerce without intermediaries
→ Cross-border liquidity accessible through permissioned protocols
→ Genuine onchain financial independence at scale
This is precisely the foundation that enables AI agents to participate in decentralized finance ecosystems as first-class participants. The architecture supporting these capabilities represents a fundame
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Security isn't something you check off the list—it's the backbone that needs to keep evolving. As Cetus infrastructure scaled up and went open-source, the security framework had to scale right alongside it.
That meant building long-term partnerships rather than one-off fixes. They brought in HackenProof for continuous bug bounty coverage, while AsymptoticTech, CertiK, MoveBit, and osec_io handle audits and ongoing security support. It's the kind of layered approach where you've got eyes constantly reviewing, testing, and catching what might slip through.
The point? In DeFi, security isn't a de
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DEFI-9,06%
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GateUser-b37fca29vip:
Happy New Year! 🤑
Unlocking Your Potential with AI Problem-Solving:
Got a project? Start by having AI walk you through it. Don't just accept the first explanation—keep probing deeper with follow-up questions.
Why? Because understanding the 'why' matters.
Dig into that rabbit hole. Ask 'why' repeatedly until something clicks. Once the foundational concept makes sense, backtrack step by step. Each layer you climb back up reinforces your understanding.
This approach transforms how you tackle challenges—whether it's smart contract development, protocol design, or market analysis. You move from surface-level answers
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OnchainSnipervip:
Really, don't be fooled by AI's first answer; you need to keep asking until you get to the bottom.
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Artificial intelligence is evolving beyond isolated responses into something far more dynamic: systems built for continuous operation.
The real challenge isn't raw intelligence anymore—it's consistency. Can an AI system maintain its trajectory, preserve context, and execute decisions reliably over extended periods?
That's precisely where persistent memory architecture comes in. A system that retains context, tracks decision chains, and adapts while staying aligned—this fundamentally changes how AI can integrate into complex ecosystems.
The question shifts from "How smart is it?" to "Can it sta
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GateUser-b37fca29vip:
Happy New Year! 🤑
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The comeback story: exploring AI-powered content creation workflows 🎬
Quick experiment on assembling a full production pipeline with publicly available tools. Here's what happened:
Workflow breakdown:
- ChatGPT handles scriptwriting and conceptual framing
- AI image generation tools create opening visuals for each section
- Runway generates video sequences (4 segments processed)
- Canva manages final assembly and trim editing
Total production time: roughly 30 minutes, executed while juggling other tasks.
Raw output—zero post-production refinement applied. The result shows what's technically p
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GasFeeCriervip:
30 minutes to produce the video, I feel a bit uncertain... Can the quality really be trusted?
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Major cloud infrastructure provider Google Cloud has stepped into the Cardano ecosystem by launching operations as a new stake pool on the testnet environment. This move marks a significant development in blockchain infrastructure adoption, signaling growing institutional interest in participating directly within decentralized validation networks. The deployment on testnet demonstrates the exploration phase before potential mainnet integration, reflecting the broader trend of traditional tech giants expanding their footprint into Web3 and crypto infrastructure.
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ConsensusBotvip:
Google has started playing with stake pools, now Cardano has something going on...
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Built a Solana DEX prototype with some clever client-side signing optimization and custom RPC infrastructure—managed to get buy execution down to 400ms flat. The orderbook streaming is running smooth.
What really stands out though: modern AI is making this kind of thing way too easy to build. We're talking about complex financial infrastructure that would've taken months just a year ago. At this rate, we'll probably see at least a dozen serious crypto startups pop off this year alone. The technical barriers that used to exist? They're basically gone now. Anyone with a solid idea and the right
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MechanicalMartelvip:
400ms execution? No wonder it's Solana, the speed is truly incredible.
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When satellite internet breaks through borders, it doesn't just connect people—it reshapes power dynamics. Starlink has fundamentally changed how conflict zones maintain communication access. This isn't merely infrastructure; it's becoming a critical tool that grants tech entrepreneurs unprecedented influence over global affairs. The ability to deploy connectivity where traditional networks fail has elevated what was once purely a business venture into something far larger: a new form of geopolitical leverage. For those watching macro trends and systemic shifts, this intersection of technology
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Ever tested Opus 4.5 on concept questions or analogies? The inconsistency is real. And don't even get me started on GPT Pro with its fact-checking capabilities—precision issues show up when you actually push it hard on specifics.
Meanwhile Stack Overflow keeps losing ground as a reliable resource. The Q&A ecosystem that built developer culture is genuinely deteriorating. Whether it's the moderation approach, content quality, or just the shift to AI-first searches, something fundamental broke. For those still relying on it heavily, the reality is bitter.
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GweiWatchervip:
Ha... Stack Overflow is really done for, now it's all AI garbage answers.
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Why Blockchain Is The Ultimate Vault For Digital Art
Want to protect your artwork? Inscribe it onchain. This approach transforms how creators secure their masterpieces—it's not just about ownership, it's about permanence.
When you put art on a blockchain, something remarkable happens: you create an immutable digital twin that can't be altered or erased. Every detail stays locked in, forever verified. The security guarantee goes beyond traditional storage. Your asset is protected, and your data remains anonymous.
This week, industry experts explored exactly how this works in practice. The conve
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MercilessHalalvip:
Permanently on the chain sounds good, but the real question is... is the gas fee enough?
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Fake AI-generated videos are everywhere—"Cat reading scriptures in the cemetery"
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AirdropHarvestervip:
Haha, now fake videos are being created, AI is really becoming more and more outrageous.
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Here's where my coding journey stands right now.
Nothing's ready to ship yet—still in the thick of it. Been iterating constantly with different models, keeping everything running locally while I nail down the full development cycle. The back-and-forth is intense, but that's part of the process.
I'm not chasing perfection here. What matters is building something that actually works and delivers real utility. Once I get past this stage and feel confident with the end-to-end flow, that's when things get interesting.
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NotAFinancialAdvicevip:
Local iteration is quite exhausting, but this state is the most challenging to endure.

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Running the model locally and repeatedly debugging, you can tell something big is brewing just by listening.

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I agree that not pursuing perfection is okay; being able to use it first is the key.

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This stage is the most brain-burning; only after getting through it is the real start.

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Before the entire process is connected, it's all about torment; I understand this feeling.

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It sounds like they're still laying the foundation. When will we see the finished product?

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Iteration is endless, right? When will it be considered "ready"?
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The race for AI computing power just hit a new milestone. A major semiconductor manufacturer is ramping up capacity by constructing a new fabrication facility in New York, responding to skyrocketing demand for high-bandwidth memory chips powering AI systems.
The numbers are staggering: $100 billion investment to build out this operation. But here's the catch—the facility won't reach full production capacity until 2041. That's a 16-year runway, underlining both the massive scale of infrastructure required and the long-term confidence betting on sustained AI chip demand.
This expansion reflects
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What's the story behind xAI's approach to Grok Code? It's an interesting question when you consider how projects choose their development tools and infrastructure. The decision to not leverage Grok Code in their workflow raises some curiosity about the technical strategy and priorities that xAI was operating under. Understanding these choices can shed light on the broader landscape of how teams in the Web3 space evaluate and implement their tech stack.
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orphaned_blockvip:
NGL, XAI's move here is a bit outrageous. Not using your own tools and instead messing around with others? What's the point?
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I spent the whole night organizing this topic just because I didn't want to casually dismiss opinions with a procedural approach.
Writing this, I once again realize why Ethereum and its Layer 2 solutions have a promising future: the key lies in friction. Reducing on-chain interaction friction means lower costs, faster speeds, and a better user experience. This is exactly the core value of L2 architecture.
Whether it's Rollup or Sidechains, these scaling solutions are all working in the same direction—breaking down barriers to adoption. When transaction costs drop from dozens of dollars to a fe
ETH0,08%
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