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纪正光 Zhengguang Ji $M|🐜
Hobby Cryptocurrency|Focus on the Primary Market|Personal Opinion, Non-Investment Advice|Only One Number|No Accounts|On-Chain Position $GUA $FRUG $TPB $BIBI
Last night, the #KAITO platform algorithm underwent a major update, and for me personally, it's a mix of good and bad. Some projects that were previously unranked have now climbed to the top of the leaderboard. However, there are also some projects that I was previously ranked on, which have now been moved to the "broader community" section after the update.
At the same time, the platform will crack down on AI-generated content and volume manipulation, which I believe is the right decision; otherwise, it won't be long before this industry is completely wiped out!
After this update, I have been placed in the #Anoma "broader community" area, but this will not affect my ongoing contributions to @anoma. Every day, the first thing I do when I wake up is head to the #Anoma testnet to complete relevant tasks.
After more than half a month of relentless effort, my testnet points have approached 2 million, ranking me 700th. How are you all doing, brothers? #Anoma @KaitoAI #Yaps

6,34K
纪正光 Zhengguang Ji $M|🐜 kirjasi uudelleen
Today (in ~15 mins time) we're introducing the first step in a broader upgrade to Kaito’s leaderboards!
This update focuses on improving the quality and signal of our rankings - reducing spam, disincentivising gamification, and AI slop, while better recognizing real creators and community members who’ve grown their presence and social capital authentically over time.
These changes are vital to Kaito’s long-term vision and success, impacting both our partner projects and genuine participants.
Why this matters:
We’ve already seen strong results with our Yaps product, where the leaderboard signal is well-tuned and trusted as an open protocol widely used to measure account mindshare/influence.
However, project-specific leaderboards have, over time, become trickier, largely due to the conflict between universal inclusivity, financialization, and a diverse set of needs per project.
As with the majority of products/platforms that integrate monetization (especially in the age of AI) - bots, and gamification become a prevalent issue to solve for - with AI slop also an issue when it comes to content.
While we’ve always aimed to build an open and inclusive network - as opposed to the old model of elusive private deals - this openness has come with certain negative incidental impacts of lower quality content, and gamification - which in turn hurt the majority of real, high quality creators who grew significantly with the network since inception.
This trend is only likely to increase with evolving monetization models across every social media platform, including X and the rise of AI-generated content - both inside and outside of Kaito.
What’s changing:
Just like other platforms (e.g. X’s 5M impressions requirement), we’ll be introducing participation thresholds and stronger anti-spam filters to help protect the integrity of the system.
Without this, leaderboards risk becoming unsustainable - losing value for both real creators and the projects using them.
With improvements in place, like other platforms - the best, real creators who have developed their social presence, will be recognized most - as the system intends.
A more trustworthy and sustainable leaderboard experience helps the entire Kaito ecosystem grow, bringing along our community as we expand into new platforms and products - all with the same values at the core.
We also understand that different projects may have different goals when it comes to the types of creators and community members they want to highlight, so we'll work closely with them to tailor to their needs.
The changes rolled out today:
New Leaderboard Structure (UI):
- Creators: Featuring stronger reputation threshold requirements, built using a variety of data points and aspects - dynamically tailored to each leaderboard based on syncing with the project
- Wider Community: Showcasing voices who are at an earlier stage in growth, but still are contributing in a meaningful way to a project's content growth
Stronger Anti-Spamming and Anti-Farming Filters:
- Replies no longer count for leaderboard rankings, to stop reply-guy circles which we are consistently seeing flagged (a forward looking change from now)
- Reputation filters cutting out newly spun up accounts, people buying followers, or people paying for engagement
What’s to come:
- The gKAITO mechanism that not only brings all participants within the kaito eco together, but also attracting more high value creators to join in
- A self-alignment mechanism for creators to signal focused alignment
- Recategorization of smart followers, cutting out malicious accounts (i.e. follow for follow)
- Dedicated mechanism for spotting AI content
- Categorization of projects and creators into different verticals for exploration
- Integration of onchain activity, holdings, and investments
To emphasize, these are the first changes, and we will be treating the improvements going forward as a priority that requires iteration rather than changes all at once.
We hugely appreciate the constant interest and feedback that we get, and equally appreciate the patience given whilst we continuously work towards improvements!
612,49K
After more than half a month, I finally waited for the official update tweet from #HANA. From the meaning of this tweet, it seems that the TGE is coming soon. I just checked and I'm still ranked 43rd on the Yapper leaderboard. I will continue to contribute, and hopefully, I can reap the rewards when the TGE happens, right? @HanaNetwork


Hana8.8. klo 19.27
Let's make this Q3 legendary.
What's the next👀
2,96K
You can check the top 1000 participants of the #Theoriq airdrop sharing 1 million $THQ tokens. I've tweeted about @TheoriqAI a few times and was fortunate to rank 103rd. The reward for checking is 0.21%, which should allow me to receive 2100 tokens.
The total supply of $THQ is 1 billion tokens, with a financing valuation of 75 million USD. Based on a market cap of 150 million after the opening, 2100 tokens would be worth over 300 USD. Plus, I invested 1000 USD in the presale, so I can still make a profit. Feeling great! 🎉🎉

2,77K
What a surprise! What a surprise! A huge surprise!
Previously, when I was on 🍪, my #Sapien ranking was over 10, but after switching to #KAITO, I stopped writing about it, and recently my ranking has slowly dropped to outside the top 100!
Yesterday, @JoinSapien launched the leaderboard on KAITO, and I unexpectedly made it to the monthly ranking at number 10. So... the #KaitoAI platform is still beneficial for me; I was ranked over 100 on 🍪 but managed to reach 10th place on KAITO. 🎉🎉

17,71K
The first coin I bought in autumn, $X, has been stuck 😭😭 I just don't get it, all the single-letter coins are skyrocketing, yet $G and $X are just dragging down, and I happened to buy both of these, damn it!
It seems that the airdrop from #Binance Alpha can really only be approached with a laid-back attitude; you absolutely cannot spend money to buy it with high expectations. If I remember correctly, I've lost at least several thousand dollars on Alpha's coin 💸💸


11K
I just returned from Yunnan where I was escaping the heat for the past couple of days, and I've been busy drinking every day, hardly doing any mouth exercises. I just went to the #Anoma testnet to complete a task, and I was able to ride a bike 1760 times 🚲🚲. Has the rules been adjusted?
I also got really lucky, not only did I draw a golden ball once, but I also won 50,000 points while guessing the price fluctuations. I now have over 1.4 million points. Unfortunately, I haven't been recognized recently, so my mouth exercise ranking isn't improving.
This project raised over 60 million, and on the day of the TGE, I'm sure there will be a big feast. Brothers who haven't participated yet can take a look.


9,79K
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