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FalconFinance as a “Capital Router,” Not a Yield Farm I’ve spent enough time in the crypto markets to know that when people start shouting about triple-digit APYs, it’s usually time to look for the exit. In the early days of DeFi, yield farming was the main event—a frantic race to find the newest pool before the emissions crashed. But as we navigate the closing weeks of 2025, the conversation has matured into something much more structural. I have been following the Falcon Capital Intelligence Series, and it highlights a shift that every serious investor should understand: FalconFinance isn’t just another yield farm; it is a "Capital Router." To understand the difference, you have to look at how liquidity actually moves. A yield farm is a destination—a dead end where you park your money and hope for the best. A Capital Router, however, is a sophisticated piece of plumbing. Falcon doesn’t just sit on your assets; it actively directs them. It treats every dollar of collateral as a traveler looking for the most efficient path. Whether your capital is in Bitcoin, Ethereum, or a tokenized U.S. Treasury bill, Falcon’s job is to ensure that liquidity is flowing to the exact place on-chain where it is needed most at that specific millisecond. I remember the "liquidity silos" of 2023 and 2024, where your money was trapped in a single protocol on a single chain. If a better opportunity appeared elsewhere, you had to bridge, swap, and pay a small fortune in gas just to move. Falcon’s architecture solves this by acting as a universal routing layer. As of December 2025, Falcon has integrated with high-velocity networks like Base and BNB Chain, allowing their synthetic dollar, USDf, to move across ecosystems with zero friction. The system isn't just looking for the "highest" yield; it’s looking for the "smartest" flow—balancing risk, slippage, and sustainability across dozens of venues simultaneously. One of the most impressive data points from this month is Falcon’s reserve management. They currently manage over $2.1 billion in USDf circulation, but what’s interesting is the composition. It isn't just a pile of volatile altcoins. About 40% of the backing now comes from Real-World Assets (RWAs), including a landmark integration with tokenized sovereign bonds and gold (XAUt). By routing capital into these stable, institutional-grade instruments, Falcon provides a base layer of "gravity" that traditional yield farms simply don't have. It is the difference between building a house on sand versus building it on a reinforced concrete foundation. From a trader's perspective, this means the "yield" you receive on sUSDf—currently sitting around 8.7%—is a byproduct of efficient routing, not inflationary token printing. When a merchant uses USDf for a cross-border payment or a developer uses it to seed a liquidity pool on a new DEX, Falcon’s engine is routing that demand. It captures the small inefficiencies in the global market—arbitrage opportunities, funding rate spreads, and interest differentials—and passes that value back to the stakers. It is a "real yield" model that actually scales because it is tied to the volume of capital being moved, not the hype of a single token. I’ve often wondered why more projects don't focus on routing. The truth is, it’s incredibly hard to build. It requires a level of transparency and risk management that most "degens" aren't interested in. But Falcon has doubled down on this with their Real-Time Reserve Dashboard and their $10 million on-chain insurance fund. They’ve recognized that for DeFi to win over the "big money" (the family offices and the treasury managers), the system has to behave like a professional prime brokerage. You don't want your capital to just "sit" there; you want it to be intelligently routed by a system that understands market depth and volatility. The technical term for this is "Multi-Collateralized Synthetic Intelligence," but for those of us in the trenches, it just means your money works harder. In December 2025, we saw the launch of Falcon’s automated delta-neutral vaults, which hedge out price risk to capture pure funding rate yield. This is "routing" at its finest—taking a complex institutional strategy and turning it into a one-click experience for the average user. It’s about taking the complexity out of the cockpit so the user can just focus on the destination. As we look toward 2026, the protocols that will define the next cycle are the ones that serve as the "connective tissue" of the global economy. FalconFinance is positioning itself as that vital organ. It is moving us away from the era of static "staking" and into the era of dynamic "routing." If you’re still chasing the ghost of 2021’s food-themed yield farms, you’re looking in the rearview mirror. The future is about intelligence, efficiency, and the seamless movement of value. That is what Falcon is building, and it is why I believe the "Capital Router" model will eventually become the standard for all of on-chain finance. @falcon_finance #FalconFinance $FF {spot}(FFUSDT)

FalconFinance as a “Capital Router,” Not a Yield Farm

I’ve spent enough time in the crypto markets to know that when people start shouting about triple-digit APYs, it’s usually time to look for the exit. In the early days of DeFi, yield farming was the main event—a frantic race to find the newest pool before the emissions crashed. But as we navigate the closing weeks of 2025, the conversation has matured into something much more structural. I have been following the Falcon Capital Intelligence Series, and it highlights a shift that every serious investor should understand: FalconFinance isn’t just another yield farm; it is a "Capital Router."
To understand the difference, you have to look at how liquidity actually moves. A yield farm is a destination—a dead end where you park your money and hope for the best. A Capital Router, however, is a sophisticated piece of plumbing. Falcon doesn’t just sit on your assets; it actively directs them. It treats every dollar of collateral as a traveler looking for the most efficient path. Whether your capital is in Bitcoin, Ethereum, or a tokenized U.S. Treasury bill, Falcon’s job is to ensure that liquidity is flowing to the exact place on-chain where it is needed most at that specific millisecond.
I remember the "liquidity silos" of 2023 and 2024, where your money was trapped in a single protocol on a single chain. If a better opportunity appeared elsewhere, you had to bridge, swap, and pay a small fortune in gas just to move. Falcon’s architecture solves this by acting as a universal routing layer. As of December 2025, Falcon has integrated with high-velocity networks like Base and BNB Chain, allowing their synthetic dollar, USDf, to move across ecosystems with zero friction. The system isn't just looking for the "highest" yield; it’s looking for the "smartest" flow—balancing risk, slippage, and sustainability across dozens of venues simultaneously.
One of the most impressive data points from this month is Falcon’s reserve management. They currently manage over $2.1 billion in USDf circulation, but what’s interesting is the composition. It isn't just a pile of volatile altcoins. About 40% of the backing now comes from Real-World Assets (RWAs), including a landmark integration with tokenized sovereign bonds and gold (XAUt). By routing capital into these stable, institutional-grade instruments, Falcon provides a base layer of "gravity" that traditional yield farms simply don't have. It is the difference between building a house on sand versus building it on a reinforced concrete foundation.
From a trader's perspective, this means the "yield" you receive on sUSDf—currently sitting around 8.7%—is a byproduct of efficient routing, not inflationary token printing. When a merchant uses USDf for a cross-border payment or a developer uses it to seed a liquidity pool on a new DEX, Falcon’s engine is routing that demand. It captures the small inefficiencies in the global market—arbitrage opportunities, funding rate spreads, and interest differentials—and passes that value back to the stakers. It is a "real yield" model that actually scales because it is tied to the volume of capital being moved, not the hype of a single token.
I’ve often wondered why more projects don't focus on routing. The truth is, it’s incredibly hard to build. It requires a level of transparency and risk management that most "degens" aren't interested in. But Falcon has doubled down on this with their Real-Time Reserve Dashboard and their $10 million on-chain insurance fund. They’ve recognized that for DeFi to win over the "big money" (the family offices and the treasury managers), the system has to behave like a professional prime brokerage. You don't want your capital to just "sit" there; you want it to be intelligently routed by a system that understands market depth and volatility.
The technical term for this is "Multi-Collateralized Synthetic Intelligence," but for those of us in the trenches, it just means your money works harder. In December 2025, we saw the launch of Falcon’s automated delta-neutral vaults, which hedge out price risk to capture pure funding rate yield. This is "routing" at its finest—taking a complex institutional strategy and turning it into a one-click experience for the average user. It’s about taking the complexity out of the cockpit so the user can just focus on the destination.
As we look toward 2026, the protocols that will define the next cycle are the ones that serve as the "connective tissue" of the global economy. FalconFinance is positioning itself as that vital organ. It is moving us away from the era of static "staking" and into the era of dynamic "routing." If you’re still chasing the ghost of 2021’s food-themed yield farms, you’re looking in the rearview mirror. The future is about intelligence, efficiency, and the seamless movement of value. That is what Falcon is building, and it is why I believe the "Capital Router" model will eventually become the standard for all of on-chain finance.
@Falcon Finance
#FalconFinance
$FF
Xem bản gốc
Chi Phí Tiềm Ẩn Của Thanh Khoản Không Hoạt Động — Giá Trị Thực Sự Của FalconFinance Tôi đã dành nhiều năm để theo dõi hàng tỷ đô la chảy qua các kênh tài chính phi tập trung, và nếu có một điều gì đó vẫn khiến tôi sốc, đó là số vốn mà chúng ta để lại xung quanh mà không làm gì cả. Trong thế giới tiền điện tử, chúng ta bị ám ảnh bởi Tổng Giá Trị Khóa (TVL) như một chỉ số thành công. Chúng ta tự hào về việc có bao nhiêu tỷ đô la "bị khóa" trong một giao thức, nhưng chúng ta hiếm khi hỏi: "Liệu số tiền đó thực sự đang hoạt động?" Khi chúng ta đến cuối năm 2025, ngành công nghiệp cuối cùng cũng đang phải đối mặt với chi phí tiềm ẩn của thanh khoản không hoạt động. Đây là tâm điểm của Tuần lễ Hiệu suất Falcon — một chiến dịch chuyển cuộc trò chuyện ra khỏi sự cường điệu của việc "khóa" và hướng tới thực tế của việc "sử dụng."

Chi Phí Tiềm Ẩn Của Thanh Khoản Không Hoạt Động — Giá Trị Thực Sự Của FalconFinance

Tôi đã dành nhiều năm để theo dõi hàng tỷ đô la chảy qua các kênh tài chính phi tập trung, và nếu có một điều gì đó vẫn khiến tôi sốc, đó là số vốn mà chúng ta để lại xung quanh mà không làm gì cả. Trong thế giới tiền điện tử, chúng ta bị ám ảnh bởi Tổng Giá Trị Khóa (TVL) như một chỉ số thành công. Chúng ta tự hào về việc có bao nhiêu tỷ đô la "bị khóa" trong một giao thức, nhưng chúng ta hiếm khi hỏi: "Liệu số tiền đó thực sự đang hoạt động?" Khi chúng ta đến cuối năm 2025, ngành công nghiệp cuối cùng cũng đang phải đối mặt với chi phí tiềm ẩn của thanh khoản không hoạt động. Đây là tâm điểm của Tuần lễ Hiệu suất Falcon — một chiến dịch chuyển cuộc trò chuyện ra khỏi sự cường điệu của việc "khóa" và hướng tới thực tế của việc "sử dụng."
Xem bản gốc
Tại Sao FalconFinance Được Xây Dựng Cho Các Thị Trường Nhàm Chán, Không Phải Chạy Tăng Trong thập kỷ theo dõi các ticker và bản đồ thanh lý, tôi đã nhận thấy một mẫu lặp lại: hầu hết DeFi được xây dựng cho 10% thời gian khi mọi người đang kiếm tiền. Khi thị trường đang bùng nổ, mọi giao thức đều trông như một thiên tài. Nhưng khi chúng ta ngồi đây vào cuối năm 2025, "Mùa Hè Tự Quyền" đã hạ nhiệt thành một giai đoạn tích lũy chậm rãi, và năng lượng "nhiệm vụ mặt trăng" đã được thay thế bằng điều gì đó hữu ích hơn nhiều—"Thực Tế Thị Trường." Đó là lý do tại sao tôi đã dành thời gian của mình để xem xét FalconFinance. Trong khi phần còn lại của ngành vẫn đang cầu nguyện cho một cây nến xanh dọc, Falcon đang âm thầm chứng minh rằng sức mạnh thực sự của một giao thức tài chính được đo lường khi thị trường ở trạng thái nhàm chán nhất.

Tại Sao FalconFinance Được Xây Dựng Cho Các Thị Trường Nhàm Chán, Không Phải Chạy Tăng

Trong thập kỷ theo dõi các ticker và bản đồ thanh lý, tôi đã nhận thấy một mẫu lặp lại: hầu hết DeFi được xây dựng cho 10% thời gian khi mọi người đang kiếm tiền. Khi thị trường đang bùng nổ, mọi giao thức đều trông như một thiên tài. Nhưng khi chúng ta ngồi đây vào cuối năm 2025, "Mùa Hè Tự Quyền" đã hạ nhiệt thành một giai đoạn tích lũy chậm rãi, và năng lượng "nhiệm vụ mặt trăng" đã được thay thế bằng điều gì đó hữu ích hơn nhiều—"Thực Tế Thị Trường." Đó là lý do tại sao tôi đã dành thời gian của mình để xem xét FalconFinance. Trong khi phần còn lại của ngành vẫn đang cầu nguyện cho một cây nến xanh dọc, Falcon đang âm thầm chứng minh rằng sức mạnh thực sự của một giao thức tài chính được đo lường khi thị trường ở trạng thái nhàm chán nhất.
Dịch
KITEAI Treats AI Models as Public Infrastructure I’ve spent the better part of the last decade watching "walled gardens" crumble in the tech world. We saw it with open-source software, and we’re seeing it now with the massive shift in how we think about artificial intelligence. For the longest time, AI has been treated like a proprietary product—something you rent from a giant tech firm via a monthly subscription. But as we head into the final stretch of 2025, a new narrative is taking hold. I’ve been following the KITEAI Open Intelligence Campaign, and their core thesis is one of the most refreshing things I’ve seen in a while: AI models shouldn't be products; they should be public infrastructure. Think about the roads you drive on or the electricity that powers your home. You don't care who manufactured the asphalt or which company owns the power lines, as long as the system is open, reliable, and allows you to go where you need to go. KITEAI is applying that same "utility" logic to AI. Instead of forcing developers into a vendor lock-in where they are at the mercy of a single provider’s API pricing or censorship rules, KITEAI is building a decentralized Layer-1 where intelligence is a shared resource. It’s a move from "AI as a Service" to "AI as an Infrastructure." From a trader’s perspective, this is a massive deal for one reason: composability. In DeFi, we’ve seen how "money legos" allowed for an explosion of innovation. You can take a lending protocol, plug it into an aggregator, and wrap it in a yield vault. KITEAI is doing the same for "intelligence legos." Because the models on their network are treated as public infrastructure, a developer can pull a sentiment analysis model from one contributor, a price prediction model from another, and an execution agent from a third—all without needing a dozen different contracts or worrying that one of those providers will pull the plug. I remember a conversation I had with a developer earlier this year who was frustrated because a major AI provider changed their "terms of service" overnight, breaking his automated trading bot. That is the risk of closed intelligence. KITEAI’s model removes that "platform risk." By using their Proof of Attributed Intelligence (PoAI), the network ensures that the people who build and host these models are paid fairly for their contribution, but the models themselves remain accessible to the entire ecosystem. It’s a marketplace of intelligence that operates on public rails. As of December 2025, the data shows this approach is working. The KITEAI ecosystem has grown to over 100 projects, ranging from AI-driven DeFi vaults to autonomous shopping agents. The token generation event (TGE) in November 2025 saw a massive influx of participants, and the FDV has stabilized as the market realizes this isn't just another "AI wrapper." With over 20 million users across their testnet phases, they have the kind of stress-tested data that institutional investors look for. When you see names like PayPal Ventures and Coinbase Ventures backing a project, they aren't just betting on a chatbot; they are betting on the pipes that will carry the $4.4 trillion agent economy. What really makes this "Open Intelligence" work is the SPACE framework. For those who aren't technical, "SPACE" stands for Stablecoin-native, Programmable, Agent-first, Compliance-ready, and Economically viable. It’s the checklist for how a public utility should function. For instance, being "Stablecoin-native" means that AI agents can pay each other in USDC or PYUSD for micro-tasks—like $0.0001 for a single data query—without the friction of volatile gas fees. This "pay-per-request" economy is only possible when the infrastructure is open and the costs are predictable. I’ve often been asked why a company would choose to put their model on an open infrastructure instead of keeping it closed. The answer is simple: distribution and attribution. In the KITEAI model, if your piece of code or your dataset helps a trading bot make a profitable move, you get a slice of that value automatically via PoAI. You don't have to hire a sales team or build a front-end; you just contribute to the "public brain" and let the network handle the monetization. It’s a more efficient way to capture the value of intelligence. Looking ahead to 2026, the trend of "Open Intelligence" is only going to accelerate. We are seeing more "Agentic App Stores" pop up, where users can discover and deploy these infrastructure-level models for their own personal use. It’s a shift that reminds me of the early days of the internet. We moved from private intranets to the open web, and the value created was exponential. KITEAI is doing that for AI. They are tearing down the walls and letting the intelligence flow. For those of us who believe in a decentralized future, this isn't just a technical upgrade—it’s a prerequisite for a fair digital economy. @GoKiteAI #KITE $KITE {spot}(KITEUSDT)

KITEAI Treats AI Models as Public Infrastructure

I’ve spent the better part of the last decade watching "walled gardens" crumble in the tech world. We saw it with open-source software, and we’re seeing it now with the massive shift in how we think about artificial intelligence. For the longest time, AI has been treated like a proprietary product—something you rent from a giant tech firm via a monthly subscription. But as we head into the final stretch of 2025, a new narrative is taking hold. I’ve been following the KITEAI Open Intelligence Campaign, and their core thesis is one of the most refreshing things I’ve seen in a while: AI models shouldn't be products; they should be public infrastructure.
Think about the roads you drive on or the electricity that powers your home. You don't care who manufactured the asphalt or which company owns the power lines, as long as the system is open, reliable, and allows you to go where you need to go. KITEAI is applying that same "utility" logic to AI. Instead of forcing developers into a vendor lock-in where they are at the mercy of a single provider’s API pricing or censorship rules, KITEAI is building a decentralized Layer-1 where intelligence is a shared resource. It’s a move from "AI as a Service" to "AI as an Infrastructure."
From a trader’s perspective, this is a massive deal for one reason: composability. In DeFi, we’ve seen how "money legos" allowed for an explosion of innovation. You can take a lending protocol, plug it into an aggregator, and wrap it in a yield vault. KITEAI is doing the same for "intelligence legos." Because the models on their network are treated as public infrastructure, a developer can pull a sentiment analysis model from one contributor, a price prediction model from another, and an execution agent from a third—all without needing a dozen different contracts or worrying that one of those providers will pull the plug.
I remember a conversation I had with a developer earlier this year who was frustrated because a major AI provider changed their "terms of service" overnight, breaking his automated trading bot. That is the risk of closed intelligence. KITEAI’s model removes that "platform risk." By using their Proof of Attributed Intelligence (PoAI), the network ensures that the people who build and host these models are paid fairly for their contribution, but the models themselves remain accessible to the entire ecosystem. It’s a marketplace of intelligence that operates on public rails.
As of December 2025, the data shows this approach is working. The KITEAI ecosystem has grown to over 100 projects, ranging from AI-driven DeFi vaults to autonomous shopping agents. The token generation event (TGE) in November 2025 saw a massive influx of participants, and the FDV has stabilized as the market realizes this isn't just another "AI wrapper." With over 20 million users across their testnet phases, they have the kind of stress-tested data that institutional investors look for. When you see names like PayPal Ventures and Coinbase Ventures backing a project, they aren't just betting on a chatbot; they are betting on the pipes that will carry the $4.4 trillion agent economy.
What really makes this "Open Intelligence" work is the SPACE framework. For those who aren't technical, "SPACE" stands for Stablecoin-native, Programmable, Agent-first, Compliance-ready, and Economically viable. It’s the checklist for how a public utility should function. For instance, being "Stablecoin-native" means that AI agents can pay each other in USDC or PYUSD for micro-tasks—like $0.0001 for a single data query—without the friction of volatile gas fees. This "pay-per-request" economy is only possible when the infrastructure is open and the costs are predictable.
I’ve often been asked why a company would choose to put their model on an open infrastructure instead of keeping it closed. The answer is simple: distribution and attribution. In the KITEAI model, if your piece of code or your dataset helps a trading bot make a profitable move, you get a slice of that value automatically via PoAI. You don't have to hire a sales team or build a front-end; you just contribute to the "public brain" and let the network handle the monetization. It’s a more efficient way to capture the value of intelligence.
Looking ahead to 2026, the trend of "Open Intelligence" is only going to accelerate. We are seeing more "Agentic App Stores" pop up, where users can discover and deploy these infrastructure-level models for their own personal use. It’s a shift that reminds me of the early days of the internet. We moved from private intranets to the open web, and the value created was exponential. KITEAI is doing that for AI. They are tearing down the walls and letting the intelligence flow. For those of us who believe in a decentralized future, this isn't just a technical upgrade—it’s a prerequisite for a fair digital economy.
@KITE AI
#KITE
$KITE
Xem bản gốc
Tại sao KITEAI tập trung vào phối hợp AI, không phải hiệu suất mô hình Trong những năm tôi điều hướng trong lĩnh vực crypto và công nghệ, tôi đã thấy một mô hình lặp đi lặp lại: chúng ta có xu hướng yêu thích "bộ não" trong khi bỏ qua "hệ thần kinh." Trong cơn sốt AI hiện tại, mọi người đều cuồng nhiệt với hiệu suất của mô hình—mô hình đạt điểm cao như thế nào trên một tiêu chuẩn hoặc nó có thể sản xuất văn bản nhanh như thế nào. Nhưng khi chúng ta kết thúc năm 2025, tiền thông minh đang chuyển hướng đến một vấn đề khác. Có được tác nhân AI thông minh nhất thế giới là vô nghĩa nếu nó không thể giao tiếp với các tác nhân khác, thực hiện một khoản thanh toán, hoặc tuân theo một bộ quy tắc nhà. Đây là lý do tại sao tôi đã tìm hiểu về loạt KITEAI Coordination Layer. Họ đã đặt một cược êm đềm nhưng khổng lồ rằng thập kỷ tới sẽ không được giành chiến thắng bởi mô hình thông minh nhất, mà bởi mạng lưới phối hợp nhất.

Tại sao KITEAI tập trung vào phối hợp AI, không phải hiệu suất mô hình

Trong những năm tôi điều hướng trong lĩnh vực crypto và công nghệ, tôi đã thấy một mô hình lặp đi lặp lại: chúng ta có xu hướng yêu thích "bộ não" trong khi bỏ qua "hệ thần kinh." Trong cơn sốt AI hiện tại, mọi người đều cuồng nhiệt với hiệu suất của mô hình—mô hình đạt điểm cao như thế nào trên một tiêu chuẩn hoặc nó có thể sản xuất văn bản nhanh như thế nào. Nhưng khi chúng ta kết thúc năm 2025, tiền thông minh đang chuyển hướng đến một vấn đề khác. Có được tác nhân AI thông minh nhất thế giới là vô nghĩa nếu nó không thể giao tiếp với các tác nhân khác, thực hiện một khoản thanh toán, hoặc tuân theo một bộ quy tắc nhà. Đây là lý do tại sao tôi đã tìm hiểu về loạt KITEAI Coordination Layer. Họ đã đặt một cược êm đềm nhưng khổng lồ rằng thập kỷ tới sẽ không được giành chiến thắng bởi mô hình thông minh nhất, mà bởi mạng lưới phối hợp nhất.
Dịch
KITEAI’s Quiet Bet on Human-in-the-Loop AI In my decade of navigating these markets, I’ve seen countless "revolutionary" technologies promise to remove the human element entirely. We’ve been told that code is law and that pure automation is the endgame. But as we sit here in late 2025, the reality on the ground is looking a lot more nuanced. The most successful systems aren’t the ones trying to replace us; they are the ones figuring out how to work with us. This is the "Quiet Bet" I’ve been tracking with KITEAI. While the rest of the world is chasing fully autonomous agents that roam the internet like digital ghosts, KITEAI has been doubling down on a "Human-in-the-Loop" (HITL) philosophy through its Trust-First Initiative. To understand why this matters, you have to look at the current state of AI agents. We are in the "Agentic Summer" of 2025, where billions of dollars in VC funding have poured into autonomous bots. However, we’ve also seen the "hallucination crisis" hit DeFi hard. A bot that can execute trades in milliseconds is a liability if it decides to dump your portfolio into a low-liquidity pool because it misread a tweet. KITEAI’s core advantage is that it doesn’t view human intervention as a bug or a bottleneck. Instead, it views it as the ultimate security layer. Their architecture uses what they call a Three-Layer Identity System, which is a fancy way of saying they’ve built a digital chain of command. At the top is the Human Layer (the Root Authority), followed by the Agent Layer, and finally the Session Layer. Most projects focus only on the Agent. KITEAI ensures that the human remains the "root" of every decision. This isn't just a philosophical stance; it's baked into the code. If an agent needs to perform an action that exceeds a pre-set risk threshold—say, a transaction over $500 or a shift in a trading strategy—the system triggers a validation request. It is the digital version of a "two-key" system for a nuclear silo, ensuring that the AI’s speed is always tempered by human judgment. I’ve spent a lot of time on the KITEAI testnet over the last few months, and the data is pretty compelling. As of December 2025, the network has processed over 1.5 billion interactions, but here is the kicker: the "Trust-First" workflows have a 99.8% success rate in high-stakes environments, compared to the 85% average for fully autonomous peers that often fall prey to market noise. For a trader, that 14% difference isn't just a statistic; it’s the difference between a profitable year and a total wipeout. We’ve moved past the era where "fast and broken" was acceptable. In 2025, "verifiable and safe" is the new alpha. This trend is growing because the "machine-to-machine" economy is actually starting to happen. We are seeing agents from Shopify and PayPal—both of whom have ties to KITEAI through their investment arms like PayPal Ventures—interacting with on-chain protocols. When a shopping agent buys inventory for a business, that business needs an audit trail. They need to know that a human at some point authorized the spending parameters. KITEAI’s "SPACE" framework (Stablecoin-native, Programmable, Agent-first, Compliance-ready, and Economically viable) provides exactly that. It creates a "paper trail" on the blockchain that shows exactly where the AI’s autonomy ended and human oversight began. One of the technical terms you’ll hear often in their community is "Proof of Attributed Intelligence" (PoAI). In simple terms, this is how the network rewards quality over quantity. Instead of just rewarding a bot for making a lot of noise, PoAI measures how much "useful" work was done and whether that work passed human or peer validation. It turns the ecosystem into a meritocracy where the most reliable agents—those that play by the rules and respect human boundaries—earn the most KITE tokens. This creates a natural incentive for developers to build safer, more collaborative tools rather than "rogue" bots. From my perspective as someone who has lived through the 2022 and 2024 cycles, this feels like the "adult" phase of the AI-crypto crossover. We are stopping the frantic race to build the smartest bot and starting the serious work of building the most trustworthy one. KITEAI’s move to list on major exchanges like Binance and OKX in November 2025 wasn't just a liquidity event; it was a signal that the market is ready for institutional-grade AI infrastructure. The FDV (Fully Diluted Valuation) sitting around $850 million might look high to some, but when you consider they are building the "trust substrate" for a projected $4 trillion agent economy, the math starts to make sense. If you are looking at where to put your capital or your development time as we head into 2026, don’t just follow the loudest automation hype. Look for the projects that are solving the "trust gap." KITEAI is proving that the future of AI isn't about being more like a machine; it’s about making the machines more like us—accountable, verifiable, and under control. We are finally building a world where we can let the bots do the heavy lifting while we keep our hands on the steering wheel. @GoKiteAI #KITE $KITE {spot}(KITEUSDT)

KITEAI’s Quiet Bet on Human-in-the-Loop AI

In my decade of navigating these markets, I’ve seen countless "revolutionary" technologies promise to remove the human element entirely. We’ve been told that code is law and that pure automation is the endgame. But as we sit here in late 2025, the reality on the ground is looking a lot more nuanced. The most successful systems aren’t the ones trying to replace us; they are the ones figuring out how to work with us. This is the "Quiet Bet" I’ve been tracking with KITEAI. While the rest of the world is chasing fully autonomous agents that roam the internet like digital ghosts, KITEAI has been doubling down on a "Human-in-the-Loop" (HITL) philosophy through its Trust-First Initiative.
To understand why this matters, you have to look at the current state of AI agents. We are in the "Agentic Summer" of 2025, where billions of dollars in VC funding have poured into autonomous bots. However, we’ve also seen the "hallucination crisis" hit DeFi hard. A bot that can execute trades in milliseconds is a liability if it decides to dump your portfolio into a low-liquidity pool because it misread a tweet. KITEAI’s core advantage is that it doesn’t view human intervention as a bug or a bottleneck. Instead, it views it as the ultimate security layer.
Their architecture uses what they call a Three-Layer Identity System, which is a fancy way of saying they’ve built a digital chain of command. At the top is the Human Layer (the Root Authority), followed by the Agent Layer, and finally the Session Layer. Most projects focus only on the Agent. KITEAI ensures that the human remains the "root" of every decision. This isn't just a philosophical stance; it's baked into the code. If an agent needs to perform an action that exceeds a pre-set risk threshold—say, a transaction over $500 or a shift in a trading strategy—the system triggers a validation request. It is the digital version of a "two-key" system for a nuclear silo, ensuring that the AI’s speed is always tempered by human judgment.
I’ve spent a lot of time on the KITEAI testnet over the last few months, and the data is pretty compelling. As of December 2025, the network has processed over 1.5 billion interactions, but here is the kicker: the "Trust-First" workflows have a 99.8% success rate in high-stakes environments, compared to the 85% average for fully autonomous peers that often fall prey to market noise. For a trader, that 14% difference isn't just a statistic; it’s the difference between a profitable year and a total wipeout. We’ve moved past the era where "fast and broken" was acceptable. In 2025, "verifiable and safe" is the new alpha.
This trend is growing because the "machine-to-machine" economy is actually starting to happen. We are seeing agents from Shopify and PayPal—both of whom have ties to KITEAI through their investment arms like PayPal Ventures—interacting with on-chain protocols. When a shopping agent buys inventory for a business, that business needs an audit trail. They need to know that a human at some point authorized the spending parameters. KITEAI’s "SPACE" framework (Stablecoin-native, Programmable, Agent-first, Compliance-ready, and Economically viable) provides exactly that. It creates a "paper trail" on the blockchain that shows exactly where the AI’s autonomy ended and human oversight began.
One of the technical terms you’ll hear often in their community is "Proof of Attributed Intelligence" (PoAI). In simple terms, this is how the network rewards quality over quantity. Instead of just rewarding a bot for making a lot of noise, PoAI measures how much "useful" work was done and whether that work passed human or peer validation. It turns the ecosystem into a meritocracy where the most reliable agents—those that play by the rules and respect human boundaries—earn the most KITE tokens. This creates a natural incentive for developers to build safer, more collaborative tools rather than "rogue" bots.
From my perspective as someone who has lived through the 2022 and 2024 cycles, this feels like the "adult" phase of the AI-crypto crossover. We are stopping the frantic race to build the smartest bot and starting the serious work of building the most trustworthy one. KITEAI’s move to list on major exchanges like Binance and OKX in November 2025 wasn't just a liquidity event; it was a signal that the market is ready for institutional-grade AI infrastructure. The FDV (Fully Diluted Valuation) sitting around $850 million might look high to some, but when you consider they are building the "trust substrate" for a projected $4 trillion agent economy, the math starts to make sense.
If you are looking at where to put your capital or your development time as we head into 2026, don’t just follow the loudest automation hype. Look for the projects that are solving the "trust gap." KITEAI is proving that the future of AI isn't about being more like a machine; it’s about making the machines more like us—accountable, verifiable, and under control. We are finally building a world where we can let the bots do the heavy lifting while we keep our hands on the steering wheel.
@KITE AI
#KITE
$KITE
Xem bản gốc
APRO Oracle như một “Oracle Quyết định,” Không phải là một Nguồn Cấp Dữ Liệu Giá Trong thế giới crypto, chúng ta đã dành vài năm qua để bị ám ảnh bởi "cái gì." Giá của Bitcoin là bao nhiêu? APY hiện tại trên một pool cho vay là bao nhiêu? Giá sàn của bộ sưu tập NFT này là gì? Chúng tôi coi các oracle như những người đưa thư kỹ thuật số—những tài xế giao hàng chỉ đơn giản là để lại một con số rồi đi. Nhưng khi chúng ta tiến vào những tuần cuối cùng của năm 2025, một sự thay đổi thú vị hơn đang diễn ra. Tôi đã theo dõi Chiến dịch Trí tuệ Quyết định APRO một cách sát sao, và nó đại diện cho một sự chuyển mình từ "cái gì" sang "tại sao" và "như thế nào." Đây là một sự tiến hóa cơ bản nơi APRO không chỉ đơn thuần là một nguồn cấp dữ liệu giá, mà là một "Oracle Quyết định."

APRO Oracle như một “Oracle Quyết định,” Không phải là một Nguồn Cấp Dữ Liệu Giá

Trong thế giới crypto, chúng ta đã dành vài năm qua để bị ám ảnh bởi "cái gì." Giá của Bitcoin là bao nhiêu? APY hiện tại trên một pool cho vay là bao nhiêu? Giá sàn của bộ sưu tập NFT này là gì? Chúng tôi coi các oracle như những người đưa thư kỹ thuật số—những tài xế giao hàng chỉ đơn giản là để lại một con số rồi đi. Nhưng khi chúng ta tiến vào những tuần cuối cùng của năm 2025, một sự thay đổi thú vị hơn đang diễn ra. Tôi đã theo dõi Chiến dịch Trí tuệ Quyết định APRO một cách sát sao, và nó đại diện cho một sự chuyển mình từ "cái gì" sang "tại sao" và "như thế nào." Đây là một sự tiến hóa cơ bản nơi APRO không chỉ đơn thuần là một nguồn cấp dữ liệu giá, mà là một "Oracle Quyết định."
Xem bản gốc
Tại sao APRO Tối ưu hóa cho Thời gian Dữ liệu, Không phải Tốc độ Dữ liệu Tôi đã dành nhiều năm để xem nến nhấp nháy trên màn hình, và nếu có một điều phân biệt những người sống sót với những người bị thanh lý, đó là nhận thức rằng tốc độ là một con dao hai lưỡi. Trong thế giới crypto, chúng tôi bị ám ảnh bởi "độ trễ thấp." Chúng tôi muốn cập nhật giá nhanh hơn một nhịp tim. Nhưng khi chúng ta tiến vào cuối năm 2025, ngành công nghiệp cuối cùng cũng nhận ra một sự thật khó khăn: nhanh cũng không có ích gì nếu bạn chỉ nhanh với thông tin sai lệch. Đây là lý do tại sao cuộc trò chuyện đã chuyển sang những gì APRO gọi là Chuỗi Thời gian Tín hiệu. Đây là một sự chuyển hướng căn bản từ việc đua tranh để có bản cập nhật nhanh nhất sang tối ưu hóa cho bản cập nhật đúng.

Tại sao APRO Tối ưu hóa cho Thời gian Dữ liệu, Không phải Tốc độ Dữ liệu

Tôi đã dành nhiều năm để xem nến nhấp nháy trên màn hình, và nếu có một điều phân biệt những người sống sót với những người bị thanh lý, đó là nhận thức rằng tốc độ là một con dao hai lưỡi. Trong thế giới crypto, chúng tôi bị ám ảnh bởi "độ trễ thấp." Chúng tôi muốn cập nhật giá nhanh hơn một nhịp tim. Nhưng khi chúng ta tiến vào cuối năm 2025, ngành công nghiệp cuối cùng cũng nhận ra một sự thật khó khăn: nhanh cũng không có ích gì nếu bạn chỉ nhanh với thông tin sai lệch. Đây là lý do tại sao cuộc trò chuyện đã chuyển sang những gì APRO gọi là Chuỗi Thời gian Tín hiệu. Đây là một sự chuyển hướng căn bản từ việc đua tranh để có bản cập nhật nhanh nhất sang tối ưu hóa cho bản cập nhật đúng.
Dịch
The Overlooked Role of Oracle Neutrality — APRO’s Core Advantage I have spent more time than I care to admit staring at liquidation charts, and if there is one thing I have learned since the 2022 contagion, it is that the math of a smart contract is only as good as the data feeding it. We talk about decentralization like it is a magic shield, but for years, we have ignored the elephant in the room. Most oracles are essentially just mirrors. They reflect what is happening on a few centralized exchanges, and if those exchanges have an agenda or a liquidity crunch, your "decentralized" protocol becomes a victim of someone else’s bias. That is why I have been following the shift toward oracle neutrality, specifically what the team at APRO is doing with their Neutral Data Initiative. When you look at the landscape in late 2025, the game has changed. We are no longer just trading meme coins; we are dealing with tokenized real-world assets and institutional-grade DeFi that demands a higher level of truth. The problem with traditional oracles is that they often suffer from what I call "source gravity." If an oracle leans too heavily on a single provider or a specific cluster of nodes, that provider effectively controls the market’s perception of value. If they are also a market maker or a venture fund with a position to protect, you have a massive conflict of interest that nobody talks about. APRO’s approach caught my eye because it focuses on conflict-resistant data sourcing. Instead of just pulling a price and hoping for the best, their architecture is built to assume that sources might be compromised or biased. They use a layered system—what they call Oracle 3.0—that separates the raw data ingestion from the final consensus. It is a bit like having a jury where no one knows each other and everyone has to show their work. By the time a price hits the chain, it has been scrubbed through a TVWAP (Time-Volume Weighted Average Price) mechanism that rejects outliers. This isn't just a technical tweak; it’s a defensive wall against the kind of flash loan attacks that used to keep us up at night. I remember the days when a single "fat finger" trade on a minor exchange could trigger a cascade of liquidations across the entire ecosystem. We saw it happen with the bZx and Mango Markets exploits, where the protocol worked exactly as programmed, but the data it was fed was a lie. APRO is trying to make those "legal" exploits impossible by ensuring neutrality at the root. Their Neutral Data Initiative, which has been gaining steam throughout 2025, isn't just a marketing slogan. It is a commitment to a multi-source model that pulls from both centralized and decentralized venues, weighting them in a way that prevents any single entity from tipping the scales. What makes this trend so relevant right now? Look at the numbers. As of December 2025, APRO’s network has surpassed 90,000 AI-powered data checks per month. This isn't just humans clicking buttons; it’s an automated, high-frequency auditing system that looks for discrepancies in real-time. For a trader, this means the "oracle gap"—that terrifying sliver of time where the on-chain price doesn't match the real world—is finally closing. When you are trading on chains like Sei or BNB, where execution happens in the blink of an eye, you cannot afford an oracle that takes a minute to catch up. I also find their stance on "sovereign data" interesting. In an era where regulators are breathing down the neck of every DeFi project, being able to prove that your data is neutral and hasn't been tampered with is a massive advantage for developers. It’s the difference between being a "black box" and being a transparent utility. By using hybrid node architecture, APRO allows for off-chain computation that is fast and cheap, but with on-chain verification that keeps everyone honest. It is a middle ground that actually works, providing the speed of a centralized system with the accountability of a blockchain. From an investor's perspective, the "Neutrality" play is about long-term survival. We have seen plenty of oracle projects pump and dump based on partnerships that never lead to actual usage. But APRO seems to be playing the long game, focusing on the plumbing. They are integrating with institutional platforms that require verifiable invoices and tax receipts for real-world asset settlements—things that require much more than just a simple price feed. They are building a system where the data itself is a product of a conflict-free environment. If you are still thinking of oracles as just "price tickers," it might be time to update your mental model. The next wave of DeFi growth isn't going to come from more leverage or crazier yields; it’s going to come from trust. And you cannot have trust if the data powering the system is biased. APRO’s focus on neutrality is a quiet revolution, but in a market that has been burned as many times as this one, quiet reliability is exactly what we should be looking for. It is less about the hype of the token and more about the integrity of the feed. @APRO-Oracle #APRO $AT {spot}(ATUSDT)

The Overlooked Role of Oracle Neutrality — APRO’s Core Advantage

I have spent more time than I care to admit staring at liquidation charts, and if there is one thing I have learned since the 2022 contagion, it is that the math of a smart contract is only as good as the data feeding it. We talk about decentralization like it is a magic shield, but for years, we have ignored the elephant in the room. Most oracles are essentially just mirrors. They reflect what is happening on a few centralized exchanges, and if those exchanges have an agenda or a liquidity crunch, your "decentralized" protocol becomes a victim of someone else’s bias. That is why I have been following the shift toward oracle neutrality, specifically what the team at APRO is doing with their Neutral Data Initiative.
When you look at the landscape in late 2025, the game has changed. We are no longer just trading meme coins; we are dealing with tokenized real-world assets and institutional-grade DeFi that demands a higher level of truth. The problem with traditional oracles is that they often suffer from what I call "source gravity." If an oracle leans too heavily on a single provider or a specific cluster of nodes, that provider effectively controls the market’s perception of value. If they are also a market maker or a venture fund with a position to protect, you have a massive conflict of interest that nobody talks about.
APRO’s approach caught my eye because it focuses on conflict-resistant data sourcing. Instead of just pulling a price and hoping for the best, their architecture is built to assume that sources might be compromised or biased. They use a layered system—what they call Oracle 3.0—that separates the raw data ingestion from the final consensus. It is a bit like having a jury where no one knows each other and everyone has to show their work. By the time a price hits the chain, it has been scrubbed through a TVWAP (Time-Volume Weighted Average Price) mechanism that rejects outliers. This isn't just a technical tweak; it’s a defensive wall against the kind of flash loan attacks that used to keep us up at night.
I remember the days when a single "fat finger" trade on a minor exchange could trigger a cascade of liquidations across the entire ecosystem. We saw it happen with the bZx and Mango Markets exploits, where the protocol worked exactly as programmed, but the data it was fed was a lie. APRO is trying to make those "legal" exploits impossible by ensuring neutrality at the root. Their Neutral Data Initiative, which has been gaining steam throughout 2025, isn't just a marketing slogan. It is a commitment to a multi-source model that pulls from both centralized and decentralized venues, weighting them in a way that prevents any single entity from tipping the scales.
What makes this trend so relevant right now? Look at the numbers. As of December 2025, APRO’s network has surpassed 90,000 AI-powered data checks per month. This isn't just humans clicking buttons; it’s an automated, high-frequency auditing system that looks for discrepancies in real-time. For a trader, this means the "oracle gap"—that terrifying sliver of time where the on-chain price doesn't match the real world—is finally closing. When you are trading on chains like Sei or BNB, where execution happens in the blink of an eye, you cannot afford an oracle that takes a minute to catch up.
I also find their stance on "sovereign data" interesting. In an era where regulators are breathing down the neck of every DeFi project, being able to prove that your data is neutral and hasn't been tampered with is a massive advantage for developers. It’s the difference between being a "black box" and being a transparent utility. By using hybrid node architecture, APRO allows for off-chain computation that is fast and cheap, but with on-chain verification that keeps everyone honest. It is a middle ground that actually works, providing the speed of a centralized system with the accountability of a blockchain.
From an investor's perspective, the "Neutrality" play is about long-term survival. We have seen plenty of oracle projects pump and dump based on partnerships that never lead to actual usage. But APRO seems to be playing the long game, focusing on the plumbing. They are integrating with institutional platforms that require verifiable invoices and tax receipts for real-world asset settlements—things that require much more than just a simple price feed. They are building a system where the data itself is a product of a conflict-free environment.
If you are still thinking of oracles as just "price tickers," it might be time to update your mental model. The next wave of DeFi growth isn't going to come from more leverage or crazier yields; it’s going to come from trust. And you cannot have trust if the data powering the system is biased. APRO’s focus on neutrality is a quiet revolution, but in a market that has been burned as many times as this one, quiet reliability is exactly what we should be looking for. It is less about the hype of the token and more about the integrity of the feed.
@APRO Oracle
#APRO
$AT
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Hamza 蓝染
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[Phát lại] 🎙️ Wanna Do Trading?
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Tiền lớn đang rời khỏi cổ phiếu. Quỹ ETF S&P 500 SPY đã chứng kiến 20 tỷ USD rời khỏi trong một tuần khi các nhà đầu tư chốt lời trước khi kết thúc năm. Thị trường có vẻ bị mua quá tay với RSI gần 73, vì vậy một đợt điều chỉnh ngắn có thể xảy ra. Việc bán này chủ yếu là chốt lời, không phải hoảng loạn. Mức quan trọng cần theo dõi là trung bình 50 ngày—giữ vững mức này sẽ duy trì xu hướng tăng. #holding #Market_Update #crypto
Tiền lớn đang rời khỏi cổ phiếu.

Quỹ ETF S&P 500 SPY đã chứng kiến 20 tỷ USD rời khỏi trong một tuần khi các nhà đầu tư chốt lời trước khi kết thúc năm.
Thị trường có vẻ bị mua quá tay với RSI gần 73, vì vậy một đợt điều chỉnh ngắn có thể xảy ra.

Việc bán này chủ yếu là chốt lời, không phải hoảng loạn.
Mức quan trọng cần theo dõi là trung bình 50 ngày—giữ vững mức này sẽ duy trì xu hướng tăng.
#holding
#Market_Update
#crypto
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Các thợ mỏ Bitcoin đang chịu áp lực. $BTC đã giảm 30% từ mức cao nhất của nó, và tỷ lệ hashrate đang giảm, cho thấy sự đầu hàng của các thợ mỏ. Điều này thường xảy ra gần các đáy thị trường. Các thợ mỏ đang bán để trang trải chi phí, nhưng các nhà đầu tư lớn và các tổ chức đang mua vào. Trong quá khứ, những lần giảm hashrate tương tự đã được theo sau bởi những đợt phục hồi giá mạnh mẽ trong vài tháng tiếp theo. Nỗi sợ hãi đang cao, nhưng lịch sử cho thấy giai đoạn này có thể quay trở lại tích cực theo thời gian. #BTC #Market_Update #CPIWatch {spot}(BTCUSDT)
Các thợ mỏ Bitcoin đang chịu áp lực.

$BTC đã giảm 30% từ mức cao nhất của nó, và tỷ lệ hashrate đang giảm, cho thấy sự đầu hàng của các thợ mỏ. Điều này thường xảy ra gần các đáy thị trường.

Các thợ mỏ đang bán để trang trải chi phí, nhưng các nhà đầu tư lớn và các tổ chức đang mua vào.
Trong quá khứ, những lần giảm hashrate tương tự đã được theo sau bởi những đợt phục hồi giá mạnh mẽ trong vài tháng tiếp theo.

Nỗi sợ hãi đang cao, nhưng lịch sử cho thấy giai đoạn này có thể quay trở lại tích cực theo thời gian.
#BTC
#Market_Update
#CPIWatch
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Bạc vừa lập nên lịch sử. Giá trị thị trường của bạc đã đạt 4,06 triệu tỷ đô la, vượt qua 4,05 triệu tỷ đô la của Apple, khiến nó trở thành tài sản có giá trị thứ 3 trên toàn cầu. Giá đã tăng lên trên 72 đô la/oz, tăng gần 150% trong năm nay. Xu hướng là mạnh mẽ, nhưng RSI ở mức 80 cho thấy bạc đang bị mua quá mức, vì vậy một sự điều chỉnh ngắn có thể xảy ra. Sự tăng giá được thúc đẩy bởi hy vọng cắt giảm lãi suất, nhu cầu công nghệ xanh mạnh mẽ, nguồn cung thấp, và các nhà đầu tư chuyển sang tài sản thực trong thời gian bất ổn. #CPIWatch #Market_Update #Silver
Bạc vừa lập nên lịch sử.

Giá trị thị trường của bạc đã đạt 4,06 triệu tỷ đô la, vượt qua 4,05 triệu tỷ đô la của Apple, khiến nó trở thành tài sản có giá trị thứ 3 trên toàn cầu.
Giá đã tăng lên trên 72 đô la/oz, tăng gần 150% trong năm nay.

Xu hướng là mạnh mẽ, nhưng RSI ở mức 80 cho thấy bạc đang bị mua quá mức, vì vậy một sự điều chỉnh ngắn có thể xảy ra.

Sự tăng giá được thúc đẩy bởi hy vọng cắt giảm lãi suất, nhu cầu công nghệ xanh mạnh mẽ, nguồn cung thấp, và các nhà đầu tư chuyển sang tài sản thực trong thời gian bất ổn.
#CPIWatch #Market_Update
#Silver
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