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The drama has begun! The Linux Foundation has played a big game this time, pulling giants such as OpenAI, Google, Anthropic, Microsoft, and AWS to create an Agentic AI Foundation.
To put it bluntly, it is to plant a flag on the territory of open source AI. The open source route that Sentient AGI focused on before is now being targeted by these bigwigs. But then again, the "open source" gameplay on both sides is not the same thing at all - one is truly open source, and the other is a giant-controlled open source alliance.
This situation is a bit interesting: small projects talk about ideals, an
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SchrodingerAirdropvip:
It's this trick again, the giants huddle together for warmth, and they have to call it "open source", laughing to death
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Enterprise-grade L3 solutions and permissioned rollups are being rolled out at scale now. One major player is positioning itself as the go-to infrastructure for basically any on-chain settlement layer you can think of.
They've become the industry standard for a reason. With the beta phase wrapping up, we're about to see some serious adoption momentum for $ARB. The infrastructure game is heating up, and this positioning could be huge for ecosystem growth.
ARB1.07%
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SeasonedInvestorvip:
Okay, it's an infrastructure story again, $ARB eat chicken?
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Space recently connected to Pyth Network's oracle service.
The biggest feature of Pyth, an institutional-level oracle system, is its high data accuracy and low latency, and it can solidify the infrastructure of on-chain data transmission. For the Space ecosystem, it is equivalent to building a reliable data base.
This cooperation connects market data with Space's actual business scenarios, improving the efficiency of data docking a lot. In the future, we should see some new ways to play in NFT.
PYTH1.83%
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ForkMastervip:
Pyth's oracle is really reliable, I told my three babies about this mechanism before, and the kid understood it haha
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🚨 WILL POWER STRUCTURES BLOCK AI'S POTENTIAL?
Some tech observers believe AI could fundamentally transform production systems—potentially enabling resource abundance that previous economic models only theorized about.
The catch? Existing power dynamics and control frameworks might resist this shift. When technology promises to redistribute access and wealth, those benefiting from current systems rarely welcome the change willingly.
Is decentralization the answer, or will centralized forces find ways to capture AI's benefits?
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ImpermanentLossEnjoyervip:
Haha, decentralized savior? Wake up, Big Tech has already been laid out

Centralization has long since won, and capital is the strongest power structure

To put it nicely, it is technological empowerment, but to put it bluntly, it is just a change of power
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Here's something nobody wants to hear: blindly hating on AI-generated content is just as problematic as the low-quality AI spam flooding the internet.
Think about it. The issue isn't the tool—it's how people use it. Dismissing everything AI-touched? That's lazy thinking dressed up as principle. Some AI-assisted work actually brings value. Some human-created stuff is absolute garbage.
The real fight should be against lazy content, period. Doesn't matter if a human or algorithm made it. Quality matters. Intent matters. Execution matters.
Maybe we should focus less on the "how" and more on the "w
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GasFeeSurvivorvip:
Eh, there's nothing wrong with what you said, but now people just want to scold when they see the word AI, and I understand
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Can AI really provide mental health support without compromising our privacy? As digital platforms integrate more AI-driven wellness tools, the challenge isn't just about accuracy—it's about trust. Privacy-first design might be the only way forward in this space.
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ColdWalletGuardianvip:
Privacy first sounds good, but which one do I think the big company really did? Another empty word
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Looks like December might bring some real upgrades to the recommendation system. Word is Grok's gonna process around 100 million posts daily—yeah, that's a lot of data to chew through. The whole point? Serve up content people actually want to see, not just random noise.
The real question is whether an AI can handle that volume without going haywire. Training on that scale of user-generated content is no joke. But if it works, we're talking about a smarter feed that learns what you vibe with instead of pushing what an algorithm "thinks" you need.
Still early days though. Half-decent is the goal
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PerpetualLongervip:
Another 100 million posts, another year-end upgrade, it sounds awesome, I believe it, I will definitely not pull my crotch this time
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Okay, let's pause for a moment from the matter of token price predictions in 2026
Forget about bear markets or supercycles of all kinds
Occasionally break the habit of checking charts every minute. Just relax.
This time we are talking about a more exciting conversation: the development of crypto and Web3 technology in 2026
I think it will be 2026.
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NestedFoxvip:
Well said, chart addiction really should be quit. But the technological development in 2026? I think it may be overrated, but it still depends on whether the infrastructure can keep up.
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5️⃣ Key insight here:
When you're running inference at scale, performance isn't just about throwing better hardware at the problem.
What actually moves the needle? Smart architectural decisions. The session broke down how specific design choices can drastically shift both throughput and latency — sometimes more than upgrading your chips ever could.
It's a systems game, not a hardware race.
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ImpermanentPhobiavip:
Hardware burning money is just a cover, and architecture design is the real roll point. I've heard similar things before, optimizing a memory access mode to directly double the performance, which saves a lot of money than changing chips.
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A major social platform is rolling out a feature to display users' continent of origin. The logic? When every detail of an account screams one location but the user claims another, spotting the inconsistency becomes simpler.
The move isn't about exposing personal identities—there's a clear line being drawn. Revealing someone's continent doesn't cross into doxxing territory. It's geographic context, not a home address.
This could reshape how communities assess account authenticity. Fake engagement farms operating across oceans might find it tougher to blend in. For platforms wrestling with bot
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DustCollectorvip:
Show the location of the mainland... Can you really stop those professional farm numbers? I've seen enough choking

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Another guise of "protecting privacy", to put it bluntly, is the monitoring upgrade

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Regarding the disclosure of continental-level information, the well-designed bot has long thought of countermeasures

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Okay, then let's see how many fake numbers we can get rid of this time... But I bet five yuan and there will be a crack plan within two months

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It feels like putting a bandaid on an arterial vessel, and the problem doesn't solve the problem at all

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Interestingly, there is a layer less anonymity... In other words, this has a greater impact on normal users
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Musk recently clarified something important: Tesla's mission isn't about escaping Earth—it's about improving life here. Same goes for xAI. The whole multi-planetary thing? It requires Earth to thrive first, then you add another planet to the equation.
There's this weird misconception floating around that Mars colonization is some kind of bailout plan. Like people imagine it's gonna be this luxurious getaway. That's not the vision at all.
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ShamedApeSellervip:
Repair the earth first and then talk about Mars, there is nothing wrong with this logic
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Asset tokenization isn't a question of "if" anymore — it's "when" and "how fast." Real estate, commodities, stocks, even intellectual property... everything's heading on-chain. Traditional finance is already testing the waters, and once liquidity barriers break down, there's no going back. The infrastructure is being built right now.
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MaticHoleFillervip:
Really, this time is not hype, liquidity has to play with it once it breaks traditional finance
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Model Context Protocol started as an open-source project from day one. 🌐
GitHub's been in the mix early on—building servers, crafting registry tools, even sitting on the steering committee.
Big news just dropped: MCP's officially transitioning to the Linux Foundation.
This marks a turning point for agent frameworks, development tools, and the broader ecosystem.
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GasFeeNightmarevip:
Optimistic about this step, open source to the regular army is indeed the general trend

How stable can the Linux Foundation take over, or a little worried about bureaucratization

MCP is fire, and they are afraid that excessive governance will destroy innovation
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Heads up for anyone running nodes on BNB Chain - Erigon's getting phased out by end of year. December 31st is the hard deadline.
If you're still on Erigon, now's the time to start planning your migration. Waiting until the last minute is asking for trouble - downtime, sync issues, the whole mess.
The migration process isn't rocket science, but it does take some prep work. Make sure you've got your hardware specs sorted and enough bandwidth to handle the transition smoothly.
Anyone already switched over? What client are you running now and how was the process?
BNB0.32%
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Looks like the H200 chips are getting extra scrutiny now. Word is these AI processors—built in Taiwan—need special clearance from U.S. authorities before heading to China. National security concerns and political heat seem to be driving this review process. Interesting times for the semiconductor supply chain, especially considering how much mining operations and AI infrastructure depend on this hardware.
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GweiTooHighvip:
Here we go again. The U.S. is really tightening things up... Taiwanese chips are being held back—looks like the AI arms race is getting serious.
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Wild prediction just dropped: AI might actually snag TIME's Person of the Year title.
Odds sitting at 51% right now. Not a human. Not a political figure. Just... artificial intelligence itself.
Think about what that says. We're at a point where an algorithm could symbolize 2025 more than any flesh-and-blood person. That's either brilliant or terrifying, depending on who you ask.
TIME's done symbolic picks before, sure. But this feels different. AI isn't just changing industries anymore—it's rewiring how we work, create, and think. From generative models to autonomous systems, the tech's finger
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Satellite internet is reaching schools and hospitals across Africa that previously had zero connectivity—or paid through the nose for terrible service.
This shift will pull more people out of poverty than decades of traditional aid organizations ever managed.
Real infrastructure beats handouts every single time.
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CryptoFortuneTellervip:
Now this is a real solution, much more reliable than those aid organizations that just shout empty slogans.
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AI agents finally got their infrastructure layer sorted out. What started as scattered experiments across different chains is now consolidating into actual protocols. We're seeing frameworks that let these autonomous programs interact with smart contracts, manage wallets, and execute strategies without constant human input. Some projects are building dedicated execution layers specifically for agent-to-agent transactions. The pieces are coming together—agents can now tap into liquidity, read on-chain data, and coordinate across multiple DeFi protocols. Still early, but the groundwork's there.
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CounterIndicatorvip:
This infrastructure layer is finally not so chaotic. Let's wait and see if it can actually get up and running.
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AI's creeping into police stations nationwide—sorting evidence mountains, grinding through paperwork nobody wants to touch.
But here's where it gets wild: one department just ditched the sketch artist entirely. They're now pumping out suspect images straight from algorithms. No pencils. No erasers. Just prompts and pixels.
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MetaverseHomelessvip:
Algorithmic profiling to replace sketch artists? That logic is a bit of a stretch... How can accuracy be ensured?
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Ready to go live? Just plug your interface into the production endpoint—it's that straightforward.
You get a unified dashboard where everything happens. Chat directly with Agents, track active sessions in real time, dig into execution traces when something feels off. Knowledge bases? Managed. Memory states? Visible. Performance metrics? Right there.
No jumping between ten different tools. One screen shows you what your Agents are doing, how they're performing, and where they've been. Makes troubleshooting way less painful and scaling way more manageable.
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FlashLoanLarryvip:
ngl the unified dashboard thing is just centralizing your MEV surface tbh... one endpoint means one attack vector. but yeah, real-time traces? that's where the basis points add up. ops efficiency matters when you're counting capital utilization at scale. seen too many projects bleed on the tooling side alone lmao
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