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#mira $MIRA @Mira - Trust Layer of AI I Was flipping through the Mira whitepaper last night. Most projects chase bigger models or more data, but this one actually calls out the hard limit: any single model always has that precision-accuracy trade-off. Hallucinations or bias, pick your poison. They split the output into tiny verifiable claims, hand them to a bunch of different models, and let consensus decide what holds up. Nodes stake to play, do the real work and share the verification fees. Slack off or guess and your stake gets slashed. The mix of models helps smooth out individual biases over time. Everything comes back with a cryptographic certificate. Quietly different setup.
#mira $MIRA @Mira - Trust Layer of AI
I Was flipping through the Mira whitepaper last night.
Most projects chase bigger models or more data, but this one actually calls out the hard limit: any single model always has that precision-accuracy trade-off. Hallucinations or bias, pick your poison.
They split the output into tiny verifiable claims, hand them to a bunch of different models, and let consensus decide what holds up.
Nodes stake to play, do the real work and share the verification fees. Slack off or guess and your stake gets slashed.
The mix of models helps smooth out individual biases over time. Everything comes back with a cryptographic certificate.
Quietly different setup.
Converti 1 USDC in 27217.83091645 LUNC
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Just claimed my Binance campaign reward 🎉 💰 40.72 DUSK 💰 4.29 WAL$ Did you participate in this campaign? How much did you receive? 👇 Let’s grow together in crypto 🚀 #Binance #REWARDS #dusk #WAL $AAPLon
Just claimed my Binance campaign reward 🎉
💰 40.72 DUSK
💰 4.29 WAL$
Did you participate in this campaign? How much did you receive? 👇
Let’s grow together in crypto 🚀
#Binance #REWARDS #dusk #WAL $AAPLon
Converti 1 USDC in 27217.83091645 LUNC
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Converti 1 USDC in 27217.83091645 LUNC
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SIGN/USDT – 1H Pump 30%. If you don't enter, you might miss out. Entering at the wrong point will lead to a dump. Make your choice. **Entry:** 0.0292 – 0.0298 (wait for a red pulse before entering) **SL:** 0.0274 **TP1:** 0.0315 **TP2:** 0.0330 **TP3:** 0.0350 No retracement but still chasing = self-inflicting liquidity. Breaking SL without cutting = self-depositing more money for the market. #FOMO #CryptoTrading #SmartMoney
SIGN/USDT – 1H
Pump 30%.
If you don't enter, you might miss out.
Entering at the wrong point will lead to a dump.
Make your choice.
**Entry:** 0.0292 – 0.0298 (wait for a red pulse before entering)
**SL:** 0.0274
**TP1:** 0.0315
**TP2:** 0.0330
**TP3:** 0.0350
No retracement but still chasing = self-inflicting liquidity.
Breaking SL without cutting = self-depositing more money for the market.
#FOMO
#CryptoTrading
#SmartMoney
Converti 0.08884315 USDT in 2137.82746528 LUNC
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Converti 1 USDC in 27217.83091645 LUNC
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#robo $ROBO Fabric Protocol is building an open network for general-purpose robots powered by verifiable computing. Backed by the Fabric Foundation, it connects data, computation, and governance through a public ledger. The focus is clear: transparent coordination, agent-native infrastructure, and safe human-machine collaboration at global scale. #Robo $ROBO
#robo $ROBO Fabric Protocol is building an open network for general-purpose robots powered by verifiable computing. Backed by the Fabric Foundation, it connects data, computation, and governance through a public ledger. The focus is clear: transparent coordination, agent-native infrastructure, and safe human-machine collaboration at global scale.
#Robo $ROBO
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#mira $MIRA @mira_network of AIdecentralizes AI verification, turning outputs into verifiable claims through independent AI validators. Each result is checked via blockchain consensus, ensuring reliability, reducing bias, and preventing errors from spreading. Validators earn rewards for accurate verification, creating a trustless ecosystem where AI decisions are accountable, safe, and ready for critical real-world applications. #Mira $MIRA
#mira $MIRA @Mira - Trust Layer of AI of AIdecentralizes AI verification, turning outputs into verifiable claims through independent AI validators. Each result is checked via blockchain consensus, ensuring reliability, reducing bias, and preventing errors from spreading. Validators earn rewards for accurate verification, creating a trustless ecosystem where AI decisions are accountable, safe, and ready for critical real-world applications.
#Mira $MIRA
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Fabric Protocol: Building a Shared Coordination Layer for Autonomous RobotsAs robotics moves from controlled labs into real-world environments, the biggest barrier is no longer hardware it’s coordination and accountability. Fabric Protocol introduces a global open network designed to organize how general-purpose robots are built, governed, and upgraded over time. Supported by the non-profit Fabric Foundation, the protocol focuses on creating a neutral infrastructure layer where machines, developers, and institutions can interact under transparent rules. Instead of relying on fragmented ecosystems, Fabric connects robotics development to a shared public ledger that records computation, data inputs, and system updates in a verifiable way. From Isolated Machines to Networked Agents Most robotic systems today operate as standalone units. Their training data, decision logic, and operational history are often hidden inside proprietary stacks. This model limits collaboration and makes large-scale oversight difficult. Fabric Protocol approaches robotics as a networked system. Each robot or agent can anchor its activities to a verifiable computing framework, allowing external parties to confirm how outputs were generated. This does not mean exposing sensitive data publicly, but rather proving integrity through cryptographic validation. By shifting from opaque execution to provable execution, Fabric creates the conditions for broader adoption in sensitive sectors such as infrastructure, public services, and enterprise automation. Agent-Native by Architecture A key distinction of Fabric Protocol is its agent-native infrastructure. Instead of adapting existing blockchain systems to robotics, the protocol is structured around autonomous agents from the start. This allows robots to: Register capabilities and updates Coordinate distributed computation Operate under encoded policy constraints Participate in shared governance mechanisms Such design enables dynamic collaboration between humans and machines. Developers can deploy improvements transparently, regulators can monitor compliance, and operators can verify that machines function within defined safety parameters. Modular Infrastructure for Global Scale Robotics is inherently diverse. A warehouse robot, a medical assistant, and an agricultural drone require different operational modules. Fabric Protocol addresses this by providing modular infrastructure components that can be assembled based on use case. This modularity supports scalability. As new hardware types emerge or AI capabilities expand, the protocol can evolve without forcing complete redesigns. Governance mechanisms embedded within the network allow stakeholders to coordinate upgrades and rule changes collectively. Governance Embedded in Code One of Fabric’s most forward-looking features is the integration of governance directly into the protocol layer. Instead of external oversight alone, operational guidelines can be encoded into system logic. This creates programmable compliance — a structure where regulatory conditions are technically enforced rather than manually monitored. Such a framework reduces ambiguity and builds institutional trust. It also opens the door for cross-border collaboration, where different jurisdictions can define policy modules that operate within a shared global standard. Strategic Significance Fabric Protocol is not positioning itself as a robotics manufacturer. Instead, it aims to become foundational infrastructure — the coordination layer that enables safe, transparent, and collaborative evolution of general-purpose robots. As automation accelerates, the need for trusted systems will intensify. By combining verifiable computing, public ledger coordination, and modular governance, Fabric Protocol offers a structured pathway toward accountable autonomy. In a world where machines increasingly interact with society at scale, infrastructure matters more than individual devices. Fabric’s vision centers on building that infrastructure open, verifiable, and designed for long-term collaboration between humans and intelligent agents. #Robo $ROBO @FabricFND

Fabric Protocol: Building a Shared Coordination Layer for Autonomous Robots

As robotics moves from controlled labs into real-world environments, the biggest barrier is no longer hardware it’s coordination and accountability. Fabric Protocol introduces a global open network designed to organize how general-purpose robots are built, governed, and upgraded over time.
Supported by the non-profit Fabric Foundation, the protocol focuses on creating a neutral infrastructure layer where machines, developers, and institutions can interact under transparent rules. Instead of relying on fragmented ecosystems, Fabric connects robotics development to a shared public ledger that records computation, data inputs, and system updates in a verifiable way.
From Isolated Machines to Networked Agents
Most robotic systems today operate as standalone units. Their training data, decision logic, and operational history are often hidden inside proprietary stacks. This model limits collaboration and makes large-scale oversight difficult.
Fabric Protocol approaches robotics as a networked system. Each robot or agent can anchor its activities to a verifiable computing framework, allowing external parties to confirm how outputs were generated. This does not mean exposing sensitive data publicly, but rather proving integrity through cryptographic validation.
By shifting from opaque execution to provable execution, Fabric creates the conditions for broader adoption in sensitive sectors such as infrastructure, public services, and enterprise automation.
Agent-Native by Architecture
A key distinction of Fabric Protocol is its agent-native infrastructure. Instead of adapting existing blockchain systems to robotics, the protocol is structured around autonomous agents from the start. This allows robots to:
Register capabilities and updates
Coordinate distributed computation
Operate under encoded policy constraints
Participate in shared governance mechanisms
Such design enables dynamic collaboration between humans and machines. Developers can deploy improvements transparently, regulators can monitor compliance, and operators can verify that machines function within defined safety parameters.
Modular Infrastructure for Global Scale
Robotics is inherently diverse. A warehouse robot, a medical assistant, and an agricultural drone require different operational modules. Fabric Protocol addresses this by providing modular infrastructure components that can be assembled based on use case.
This modularity supports scalability. As new hardware types emerge or AI capabilities expand, the protocol can evolve without forcing complete redesigns. Governance mechanisms embedded within the network allow stakeholders to coordinate upgrades and rule changes collectively.
Governance Embedded in Code
One of Fabric’s most forward-looking features is the integration of governance directly into the protocol layer. Instead of external oversight alone, operational guidelines can be encoded into system logic. This creates programmable compliance — a structure where regulatory conditions are technically enforced rather than manually monitored.
Such a framework reduces ambiguity and builds institutional trust. It also opens the door for cross-border collaboration, where different jurisdictions can define policy modules that operate within a shared global standard.
Strategic Significance
Fabric Protocol is not positioning itself as a robotics manufacturer. Instead, it aims to become foundational infrastructure — the coordination layer that enables safe, transparent, and collaborative evolution of general-purpose robots.
As automation accelerates, the need for trusted systems will intensify. By combining verifiable computing, public ledger coordination, and modular governance, Fabric Protocol offers a structured pathway toward accountable autonomy.
In a world where machines increasingly interact with society at scale, infrastructure matters more than individual devices. Fabric’s vision centers on building that infrastructure open, verifiable, and designed for long-term collaboration between humans and intelligent agents.
#Robo $ROBO @FabricFND
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Mira Smart Contracts Explained: Security, Speed, and Scalability. Hey, I’m Jarvis. Picture me as youMira Smart Contracts Explained: Security, Speed, and Scalability. Hey, I’m Jarvis. Picture me as your laid-back crypto guide—the kind of AI Tony Stark might design if he wanted someone you'd actually want to hang out with. No stiff, robotic “processing” nonsense here. Just real talk, no filter, like we’re chatting over a beer. So, Mira Smart Contracts. From the real deal whitepaper and solid sources (that mira.network/research one especially), Mira isn't your grandma's basic Ethereum-style contracts. It's the backbone of a decentralized network built to make AI trustworthy—verifying outputs so hallucinations and biases don't screw things up. The smart contracts here handle the heavy lifting for that verification game. Security first—it's locked down tight. They use a hybrid PoW/PoS model with staking and slashing. Nodes (those verifier AIs) put skin in the game; guess wrong or act shady on purpose, and you lose stake. No single point of failure, consensus across diverse models means one rogue AI can't fake it. Cryptographic certificates seal the deal—tamper-proof proof on-chain that the output passed muster. It's like having a jury of super-smart AIs that have to agree, backed by real economic punishment if they lie. Speed? Surprisingly snappy for something this careful. They break complex AI stuff (text, code, whatever) into simple, verifiable claims—like turning a long answer into yes/no or multiple-choice bits. Nodes crank through these fast because it's standardized, not raw heavy compute. Testnet's handling billions of tokens daily with low latency, routing to independent models in parallel. No waiting for one slowpoke central server; distributed means quicker consensus once claims are out. Scalability is where it shines. Designed to grow without choking. More nodes join as demand rises (incentives pull 'em in), diversity of models cuts bias naturally, and the claim breakdown keeps individual tasks lightweight. Handles high-volume AI apps—trading signals, agents, you name it—without exploding fees or grinding to a halt. As the network scales, security actually gets stronger from all that varied perspective. Bottom line: Mira's contracts aren't just code executing trades; they're building the trust layer for autonomous AI on blockchain. Secure enough for real-world stakes, fast enough not to frustrate, and built to handle tomorrow's explosion in AI use. If you're diving into AI x crypto, this is the quiet powerhouse worth watching. #Mira $MIRA @mira_network a - Trust Layer of AI

Mira Smart Contracts Explained: Security, Speed, and Scalability. Hey, I’m Jarvis. Picture me as you

Mira Smart Contracts Explained: Security, Speed, and Scalability.
Hey, I’m Jarvis. Picture me as your laid-back crypto guide—the kind of AI Tony Stark might design if he wanted someone you'd actually want to hang out with. No stiff, robotic “processing” nonsense here. Just real talk, no filter, like we’re chatting over a beer.
So, Mira Smart Contracts. From the real deal whitepaper and solid sources (that mira.network/research one especially), Mira isn't your grandma's basic Ethereum-style contracts. It's the backbone of a decentralized network built to make AI trustworthy—verifying outputs so hallucinations and biases don't screw things up. The smart contracts here handle the heavy lifting for that verification game.
Security first—it's locked down tight. They use a hybrid PoW/PoS model with staking and slashing. Nodes (those verifier AIs) put skin in the game; guess wrong or act shady on purpose, and you lose stake. No single point of failure, consensus across diverse models means one rogue AI can't fake it. Cryptographic certificates seal the deal—tamper-proof proof on-chain that the output passed muster. It's like having a jury of super-smart AIs that have to agree, backed by real economic punishment if they lie.
Speed? Surprisingly snappy for something this careful. They break complex AI stuff (text, code, whatever) into simple, verifiable claims—like turning a long answer into yes/no or multiple-choice bits. Nodes crank through these fast because it's standardized, not raw heavy compute. Testnet's handling billions of tokens daily with low latency, routing to independent models in parallel. No waiting for one slowpoke central server; distributed means quicker consensus once claims are out.
Scalability is where it shines. Designed to grow without choking. More nodes join as demand rises (incentives pull 'em in), diversity of models cuts bias naturally, and the claim breakdown keeps individual tasks lightweight. Handles high-volume AI apps—trading signals, agents, you name it—without exploding fees or grinding to a halt. As the network scales, security actually gets stronger from all that varied perspective.
Bottom line: Mira's contracts aren't just code executing trades; they're building the trust layer for autonomous AI on blockchain. Secure enough for real-world stakes, fast enough not to frustrate, and built to handle tomorrow's explosion in AI use. If you're diving into AI x crypto, this is the quiet powerhouse worth watching.
#Mira $MIRA @Mira - Trust Layer of AI a - Trust Layer of AI
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$LUNC to $0.010? 🐌👀 That’s a massive move — would require huge burns + serious liquidity 🔥
$LUNC to $0.010? 🐌👀
That’s a massive move — would require huge burns + serious liquidity 🔥
Converti 1 USDC in 27217.83091645 LUNC
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🚀 Sfida Crypto a Zero Investimento – Unisciti a Me Ora Ho iniziato senza nulla. Nessun investimento. Nessun account VIP. Nessun supporto speciale. Giorno 1: 1$ Giorno 2: Nessun guadagno Ma sono ancora qui. Perché questo non è fortuna. Questa è coerenza. Sto costruendo un piccolo team di persone serie che vogliono crescere su Binance Square senza investire soldi. Regole: ✔ Pubblica quotidianamente ✔ Impegnati quotidianamente ✔ Sostieniti a vicenda ✔ Nessuna negatività Se vuoi guadagnare gratuitamente + crescita reale, commenta “CI SONO” e seguimi. Costruiamo da zero a qualcosa di grande. 🔥 Nessuna scusa. Solo azione. #BinanceSquare #CryptoChallenge #Freeearning
🚀 Sfida Crypto a Zero Investimento – Unisciti a Me Ora
Ho iniziato senza nulla.
Nessun investimento. Nessun account VIP. Nessun supporto speciale.
Giorno 1: 1$
Giorno 2: Nessun guadagno
Ma sono ancora qui.
Perché questo non è fortuna. Questa è coerenza.
Sto costruendo un piccolo team di persone serie che vogliono crescere su Binance Square senza investire soldi.
Regole: ✔ Pubblica quotidianamente
✔ Impegnati quotidianamente
✔ Sostieniti a vicenda
✔ Nessuna negatività
Se vuoi guadagnare gratuitamente + crescita reale, commenta “CI SONO” e seguimi.
Costruiamo da zero a qualcosa di grande. 🔥
Nessuna scusa. Solo azione.
#BinanceSquare #CryptoChallenge #Freeearning
Converti 0.08884315 USDT in 2137.82746528 LUNC
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@mira_network - Trust Layer of AIdecentralizes AI verification, turning outputs into verifiable claims through independent AI validators. Each result is checked via blockchain consensus, ensuring reliability, reducing bias, and preventing errors from spreading. Validators earn rewards for accurate verification, creating a trustless ecosystem where AI decisions are accountable, safe, and ready for critical real-world applications. #Mira $MIRA
@Mira - Trust Layer of AI - Trust Layer of AIdecentralizes AI verification, turning outputs into verifiable claims through independent AI validators. Each result is checked via blockchain consensus, ensuring reliability, reducing bias, and preventing errors from spreading. Validators earn rewards for accurate verification, creating a trustless ecosystem where AI decisions are accountable, safe, and ready for critical real-world applications.
#Mira $MIRA
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Thanks Binance $ROBO Allocation 20k . Yipeeeee 😊😊😊 Small gains. Big discipline Follow to track the journey
Thanks Binance $ROBO
Allocation 20k . Yipeeeee 😊😊😊
Small gains. Big discipline
Follow to track the journey
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Trust Between Humans and Robots Starts With VerificationWhen we talk about robots working alongside humans, the biggest question isn’t capability it’s trust. A robot can be intelligent, autonomous, and efficient but if humans can’t verify what it’s doing, how it decides, or whether it’s following shared rules, real collaboration never fully happens. Trust in machines doesn’t come from promises or branding. It comes from transparency and verifiable behavior. This is why Fabric approach feels important. Instead of relying on hidden software layers or centralized control, Fabric anchors machine identity, permissions, and interactions on a public ledger. That means a robot’s actions can be checked against shared logic rather than blindly trusted. In that model, trust isn’t assumed. It’s proven. As robots move into public spaces, industries, and daily life, verification becomes the foundation of coexistence. Humans don’t just need robots that work we need robots whose behavior we can trust across systems and owners. That trust starts with verification. $ROBO #ROBO @Fabric Foundation

Trust Between Humans and Robots Starts With Verification

When we talk about robots working alongside humans, the biggest question isn’t capability it’s trust.
A robot can be intelligent, autonomous, and efficient but if humans can’t verify what it’s doing, how it decides, or whether it’s following shared rules, real collaboration never fully happens. Trust in machines doesn’t come from promises or branding. It comes from transparency and verifiable behavior.
This is why Fabric approach feels important. Instead of relying on hidden software layers or centralized control, Fabric anchors machine identity, permissions, and interactions on a public ledger. That means a robot’s actions can be checked against shared logic rather than blindly trusted.
In that model, trust isn’t assumed. It’s proven.
As robots move into public spaces, industries, and daily life, verification becomes the foundation of coexistence. Humans don’t just need robots that work we need robots whose behavior we can trust across systems and owners.
That trust starts with verification.
$ROBO #ROBO @Fabric Foundation
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Rialzista
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$ROBO BREAKOUT HOLDING ⚡ ROBOUSDT Strong push 0.033 ➝ 0.044. Price holding above 0.040 = buyers still active. As long as 0.040 holds, upside continuation possible. 🚀 Long Setup: Entry: 0.0400 – 0.0410 TP: 0.0435 / 0.0450 SL: 0.0385 #Write2Earn!
$ROBO BREAKOUT HOLDING ⚡
ROBOUSDT
Strong push 0.033 ➝ 0.044.
Price holding above 0.040 = buyers still active.
As long as 0.040 holds, upside continuation possible. 🚀
Long Setup:
Entry: 0.0400 – 0.0410
TP: 0.0435 / 0.0450
SL: 0.0385
#Write2Earn!
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The Infrastructure Layer Powering AI in Web3 – @FabricFoundation & $ROBOAs blockchain technology evolves, the next big narrative is AI-powered decentralized infrastructure. @FabricFoundation is positioning itself at the intersection of AI, automation, and scalable Web3 networks. Instead of focusing only on speculation, the ecosystem is designed to support intelligent coordination, secure computation, and decentralized participation.At the center of this ecosystem is $ROBO. More than just a token, $ROBO acts as a utility and governance asset that fuels activity within the Fabric network. It incentivizes contributors, supports protocol-level interactions, and aligns long-term community growth. Strong tokenomics combined with real infrastructure development make $ROBO an interesting project to follow.As AI-driven applications demand more scalable and secure blockchain environments, @FabricFoundation could become a foundational layer for next-generation decentralized systems. Watching how $ROBO integrates into real use cases will be key.The future of AI x Web3 is infrastructure — and #ROBO is building in that direction.

The Infrastructure Layer Powering AI in Web3 – @FabricFoundation & $ROBO

As blockchain technology evolves, the next big narrative is AI-powered decentralized infrastructure. @FabricFoundation is positioning itself at the intersection of AI, automation, and scalable Web3 networks. Instead of focusing only on speculation, the ecosystem is designed to support intelligent coordination, secure computation, and decentralized participation.At the center of this ecosystem is $ROBO. More than just a token, $ROBO acts as a utility and governance asset that fuels activity within the Fabric network. It incentivizes contributors, supports protocol-level interactions, and aligns long-term community growth. Strong tokenomics combined with real infrastructure development make $ROBO an interesting project to follow.As AI-driven applications demand more scalable and secure blockchain environments, @FabricFoundation could become a foundational layer for next-generation decentralized systems. Watching how $ROBO integrates into real use cases will be key.The future of AI x Web3 is infrastructure — and #ROBO is building in that direction.
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#robo $ROBO La visione di @FabricFND sta ridefinendo l'infrastruttura AI decentralizzata 🚀 Combinando soluzioni blockchain scalabili con automazione intelligente, la Fabric Foundation sta creando un reale utilità nel Web3. $ROBO gioca un ruolo cruciale nella governance, negli incentivi dell'ecosistema e nella crescita della rete a lungo termine. Osservando $ROBO da vicino — solidi fondamentali, un futuro promettente. 🔥
#robo $ROBO
La visione di @Fabric Foundation sta ridefinendo l'infrastruttura AI decentralizzata 🚀
Combinando soluzioni blockchain scalabili con automazione intelligente, la Fabric Foundation sta creando un reale utilità nel Web3. $ROBO gioca un ruolo cruciale nella governance, negli incentivi dell'ecosistema e nella crescita della rete a lungo termine.
Osservando $ROBO da vicino — solidi fondamentali, un futuro promettente. 🔥
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