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Learn about 'Proof of Attribution'Proof of Attribution (PoA) in Chinese is 归因证明, the core keywords are interpretability and payability. Many people get headaches when they see the term; simply put, proof of attribution is clarifying the relationship between model output and training data. The goal is to let AI know who the data providers are and what data has been provided, which is key to interpretability. ✍️There are two attribution methods for large/small models: 💠Gradient Attribution (suitable for small models) Similar to how a doctor asks about symptoms, for example, 'What would the treatment effect be if the patient does not use hormones?' or 'Can it be completely cured with surgery?'

Learn about 'Proof of Attribution'

Proof of Attribution (PoA) in Chinese is 归因证明, the core keywords are interpretability and payability.

Many people get headaches when they see the term; simply put, proof of attribution is clarifying the relationship between model output and training data. The goal is to let AI know who the data providers are and what data has been provided, which is key to interpretability.

✍️There are two attribution methods for large/small models:
💠Gradient Attribution (suitable for small models)
Similar to how a doctor asks about symptoms, for example, 'What would the treatment effect be if the patient does not use hormones?' or 'Can it be completely cured with surgery?'
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📣 Speaking out for everyone in the comments section! ❓ Many people are complaining, why is it that despite posting many articles about @virtuals_io, they still haven't received Yapping points airdrop? 🥲 On one hand, it is due to the @KaitoAI AI article scoring system, and on the other hand, as the popularity has increased, more people are competing, so many have become a part of the denominator. For most people, it used to be that posting two articles a day for seven consecutive days could get them on the leaderboard, but now it might require posting four articles daily to earn the same amount of virgin points as before. However, it's good that @everythingempt0 has mentioned that they will also distribute points airdrop to users ranked 1k+. This part is well done, but it's still not enough. It's not that the airdrop points are insufficient, but rather that it lacks transparency. 🚨 We respect Kaito's algorithm, but since the official team has already obtained the Kaito API, can we suggest that @virtuals_io release the daily Kaito leaderboard, with the list closing at the point you distribute the airdrop? We need transparent and public details about the Yapping points airdrop! We need to know where we currently stand!! Instead of participating in confusion 😵‍💫 Great projects always win in the details, so please consider our users' voices! As a Web3 project, making user-facing features transparent, public, and fair is more important than anything else. ❓ What is transparency & fairness? @OpenledgerHQ aims to do: monetizing data and models, transparently tracking each data point and model contribution, while taking care of data providers, developers, and computational power contributors, and recording it on-chain for verification. In simple terms, it is an on-chain version of labor distribution, where every user participating in the ecosystem is allocated value based on their contribution. Their goal is to solve the issues of resource concentration and inequality. 🙌 Transparency and traceability are among the core aspects of decentralization, so please do not try to evade any details; doing so would go against the principle of 'decentralization'.
📣 Speaking out for everyone in the comments section!
❓ Many people are complaining, why is it that despite posting many articles about @virtuals_io, they still haven't received Yapping points airdrop?

🥲 On one hand, it is due to the @KaitoAI AI article scoring system, and on the other hand, as the popularity has increased, more people are competing, so many have become a part of the denominator.
For most people, it used to be that posting two articles a day for seven consecutive days could get them on the leaderboard, but now it might require posting four articles daily to earn the same amount of virgin points as before.
However, it's good that @everythingempt0 has mentioned that they will also distribute points airdrop to users ranked 1k+. This part is well done, but it's still not enough. It's not that the airdrop points are insufficient, but rather that it lacks transparency.

🚨 We respect Kaito's algorithm, but since the official team has already obtained the Kaito API, can we suggest that @virtuals_io release the daily Kaito leaderboard, with the list closing at the point you distribute the airdrop?
We need transparent and public details about the Yapping points airdrop! We need to know where we currently stand!! Instead of participating in confusion 😵‍💫

Great projects always win in the details, so please consider our users' voices! As a Web3 project, making user-facing features transparent, public, and fair is more important than anything else.

❓ What is transparency & fairness?
@OpenledgerHQ aims to do: monetizing data and models, transparently tracking each data point and model contribution, while taking care of data providers, developers, and computational power contributors, and recording it on-chain for verification.

In simple terms, it is an on-chain version of labor distribution, where every user participating in the ecosystem is allocated value based on their contribution.
Their goal is to solve the issues of resource concentration and inequality.

🙌 Transparency and traceability are among the core aspects of decentralization, so please do not try to evade any details; doing so would go against the principle of 'decentralization'.
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💡Project Updates 1⃣ Octopus 🐙 @OpenledgerHQ has provided power to yappers again! The previously suspended weekly rewards have been changed to a monthly reward activity called “Yaptopus”, and the team has optimized the rules from the last event, designing regional leaderboard rewards. 💰Reward Structure: 💠Overall Leaderboard 1st-25th place share a reward pool of $15,000 26th-50th place share a reward pool of $5,000 💠Chinese Leaderboard 1st-25th place share a bonus pool of $15,000 26th-50th place share a bonus pool of $5,000 💠Other Language Leaderboard 1st-25th place share a reward of $6,000 26th-50th place share a reward of $4,000 🎁The new regional reward plan is beneficial for Chinese Yappers, with a separate prize pool that is 2.5 times larger than those in other languages. Due to the previous two-week suspension of rewards, the current popularity of the project on X has decreased significantly, making this a great time to climb the leaderboard!! I’m glad to have kept going; as an unknown newcomer, I am currently ranked 19th on the weekly leaderboard, everyone come and YAP with me~ 2⃣ @virtuals_io Genesis Launches has welcomed another hot IDO @arbusai $ARBUS following $AXR, both starting with A. Is there some mysticism behind this? Analysis of the high popularity of $ARBUS: 👉 The platform's staking airdrop mechanism has just matured, the first airdrop token $AXR received unanimous praise, and $ARBUS will be the second project to participate in the airdrop mechanism. 👉 Virtuals Protocol sponsors 42,000 $VIRTUAL to purchase $ARBUS on the open market, and the purchased tokens will be airdropped as additional rewards to veVIRTUAL stakers. 3⃣Cross-chain lending protocol @0xSoulProtocol utilizes LayerZero technology to achieve cross-chain communication, allowing interaction on chains like Arbitrum, Optimism, Avalanche, etc., in the testnet, while also completing tasks to earn points. 🪪Additionally, Soul Protocol aims to build a dynamic on-chain identity system through SBT and social credentials. Users accumulate Soul Score by participating in the ecosystem, quantifying their reputation, aiming to develop an on-chain merit system. 🪙 The platform's native token $SO is currently in the public sale phase, but ICOs carry risks, and investments should be cautious! It is recommended to explore with the primary goal of 0 investment.
💡Project Updates

1⃣ Octopus 🐙 @OpenledgerHQ has provided power to yappers again! The previously suspended weekly rewards have been changed to a monthly reward activity called “Yaptopus”, and the team has optimized the rules from the last event, designing regional leaderboard rewards.

💰Reward Structure:
💠Overall Leaderboard
1st-25th place share a reward pool of $15,000
26th-50th place share a reward pool of $5,000

💠Chinese Leaderboard
1st-25th place share a bonus pool of $15,000
26th-50th place share a bonus pool of $5,000

💠Other Language Leaderboard
1st-25th place share a reward of $6,000
26th-50th place share a reward of $4,000

🎁The new regional reward plan is beneficial for Chinese Yappers, with a separate prize pool that is 2.5 times larger than those in other languages. Due to the previous two-week suspension of rewards, the current popularity of the project on X has decreased significantly, making this a great time to climb the leaderboard!!
I’m glad to have kept going; as an unknown newcomer, I am currently ranked 19th on the weekly leaderboard, everyone come and YAP with me~

2⃣ @virtuals_io Genesis Launches has welcomed another hot IDO @arbusai $ARBUS following $AXR, both starting with A. Is there some mysticism behind this?

Analysis of the high popularity of $ARBUS:
👉
The platform's staking airdrop mechanism has just matured, the first airdrop token $AXR received unanimous praise, and $ARBUS will be the second project to participate in the airdrop mechanism.
👉
Virtuals Protocol sponsors 42,000 $VIRTUAL to purchase $ARBUS on the open market, and the purchased tokens will be airdropped as additional rewards to veVIRTUAL stakers.

3⃣Cross-chain lending protocol @0xSoulProtocol utilizes LayerZero technology to achieve cross-chain communication, allowing interaction on chains like Arbitrum, Optimism, Avalanche, etc., in the testnet, while also completing tasks to earn points.

🪪Additionally, Soul Protocol aims to build a dynamic on-chain identity system through SBT and social credentials. Users accumulate Soul Score by participating in the ecosystem, quantifying their reputation, aiming to develop an on-chain merit system.

🪙
The platform's native token $SO is currently in the public sale phase, but ICOs carry risks, and investments should be cautious! It is recommended to explore with the primary goal of 0 investment.
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🌟In the past few days, the market focus has shifted to @virtuals_io & @KaitoAI. Although the agents that successfully launched the IDO have generally achieved returns of over 10 times, other aspects on the platform (such as $VIRTUAL staking airdrops/secondary market returns) do not possess very strong appeal. 💎The core philosophy of virtuals is "Hold". Diamond hands exchange your tokens for more points to participate in the upcoming Genesis Launches. This time, I will choose to hold, to unlock more rewards! Maintain a shared belief to achieve richer returns~ @virtuals_intern intern, am I doing it right?! 🈲Whether you sell immediately after participating in Genesis Launches or sell after receiving an airdrop, a 7-day cooldown period will be triggered (during which you cannot participate in other IDOs). ---------------------------------------------------------- In addition to Genesis Launches, Virtuals has many interesting contents. If you have time, you can also explore what they are building. This article uses @GAME_Virtuals as an example to give everyone a rough understanding. ❓What is the G.A.M.E created by Virtuals? GAME is a modular agent framework built on a fundamental model, capable of driving agents in various environments. Everyone can use it through the API. 💡Main Features 1⃣Open and Easy to Operate GAME is open to everyone and allows users to obtain keys through direct messaging, especially supporting AI agents and applications. 2⃣Highly Customizable Users can finely control various aspects of the agent, such as on-chain transactions, image generation, social interactions, and plugin integrations. 🔌Access Methods 1⃣GAME Cloud Suitable for quick start GAME Cloud is a hosted low-code service that allows users to configure agents and applications. Currently supports X platform, with future plans to expand to Telegram and Discord. 2⃣GAME SDK Suitable for deep customization GAME SDK is an open-source repository that provides fully customizable capabilities, allowing developers to collaborate through plugin methods. #VirtualsProtocol $VIRTUAL
🌟In the past few days, the market focus has shifted to @virtuals_io & @KaitoAI. Although the agents that successfully launched the IDO have generally achieved returns of over 10 times, other aspects on the platform (such as $VIRTUAL staking airdrops/secondary market returns) do not possess very strong appeal.

💎The core philosophy of virtuals is "Hold". Diamond hands exchange your tokens for more points to participate in the upcoming Genesis Launches.
This time, I will choose to hold, to unlock more rewards! Maintain a shared belief to achieve richer returns~
@virtuals_intern intern, am I doing it right?!

🈲Whether you sell immediately after participating in Genesis Launches or sell after receiving an airdrop, a 7-day cooldown period will be triggered (during which you cannot participate in other IDOs).
----------------------------------------------------------
In addition to Genesis Launches, Virtuals has many interesting contents. If you have time, you can also explore what they are building. This article uses @GAME_Virtuals as an example to give everyone a rough understanding.

❓What is the G.A.M.E created by Virtuals?
GAME is a modular agent framework built on a fundamental model, capable of driving agents in various environments. Everyone can use it through the API.

💡Main Features
1⃣Open and Easy to Operate
GAME is open to everyone and allows users to obtain keys through direct messaging, especially supporting AI agents and applications.
2⃣Highly Customizable
Users can finely control various aspects of the agent, such as on-chain transactions, image generation, social interactions, and plugin integrations.

🔌Access Methods
1⃣GAME Cloud
Suitable for quick start
GAME Cloud is a hosted low-code service that allows users to configure agents and applications. Currently supports X platform, with future plans to expand to Telegram and Discord.
2⃣GAME SDK
Suitable for deep customization
GAME SDK is an open-source repository that provides fully customizable capabilities, allowing developers to collaborate through plugin methods.

#VirtualsProtocol
$VIRTUAL
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$SKYAI callback is for new breakthroughs! 🚀
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