TaoFen

Since InfoFi was completely taken down by the X Tsar...
Yappers are like lost, homeless babies.
Gone is the vitality of the past...

Fortunately, Ferra @ferra_protocol is making a strong comeback with Ferra Yapping.
Let Yappers find a sense of belonging again.

Ferra is a decentralized trading platform on the Sui chain.
It also has decentralized social functions.
From this perspective, it couldn't be more appropriate for Ferra to launch the Yapping feature!

Currently, the released version is Yapping v1.

The basic way to participate is:
▁ Publish creative content on X or YouTube according to the creative theme.
▁ Submit link

Studied the River protocol's chain abstraction stablecoin system
—— Cross-chain staking, yield, and liquidity can be achieved without bridging. I found out that River is playing the tricks from (Inception)!

Why do I say that? Let me explain.

Movie (Inception) plot:

The dream thief can enter others' subconscious dreams while their real body remains at a safe point in the real world and does not move.

The operation mode of River
Is like the movie version of a 'cross-dream' lending system:

▁▂ Real body = User assets ▂▁

In the movie, the dream thief's body does not need to enter the dream to take risks;

一周前，
央视315晚会曝光了AI大模型遭“投毒”的内幕：

某些公司利用GEO技术，
通过“投毒”、投喂”等方式，
操控AI推荐排名、挤压竞争对手的曝光机会。

操作手法如下 ：

虚构一个功能夸大的产品
再批量发布多篇软文/评测文章
随后在多家主流AI提问推荐类似产品时
这款虚构产品竟然出现在推荐列表的前排！

虚构的产品是“谎言“，
软文/评测文章是“谎言”，
而AI输出的结果，依然是“谎言”，

这就是：
用谎言去验证谎言，得到的一定是谎言！

细思极恐，后脊发凉。

这暴露了当前AI生态的一个痛点：

大模型高度依赖互联网公开数据，
而数据质量参差不齐、易被操纵。

有人认为，

只要对AI输出结果进行多模型交叉验证即可
——这种方法看似可行，也有一定的作用，

但这是治标不治本的，属于事后验证，

根本不适用于医疗/金融/自动驾驶高风险行业，
错一次，就要付出金钱甚至生命的代价！

那么，如何破局？

归根结底，
这是AI的训练/推理数据被系统性污染导致

解铃还须系铃人，

对症下药，还是要从数据上下手，

也许 @PerleLabs 提供了不错的解题思路：

▂▂ 拒绝不透明的、来源不明的数据
▂▂ 对数据贡献进行人工验证、专家验证
▂▂ 让数据可以在链上审计与追溯。

也就是说，

Perle注重的是数据质量，包括专业性和准确性，

*这一点与空投策略也相吻合——
奖励真正有贡献的用户，拒绝farmer行为。

这就是Perle在构建的
The Sovereign Data Layer for AI
（AI的主权数据层）

就是能为AI提供“可信、能证明来源、
不可随意污染”的高质量数据，

让AI不再完全依赖互联网上
鱼龙混杂的公开爬取数据，

而是使用有主权归属、
可审计、可验证的数据。

做个对比，

传统AI数据像“路边摊”，
便宜，但卫生状况没有保证，

主权数据层像有“有机认证食品“，
价格高，但质量有保证。

也许，很快会出现“双轨制”：

▎消费级AI
继续用海量公开数据——便宜、覆盖广，但有风险。

▎▍专业/关键领域AI
如医疗、金融、法律、国防等高风险场景，
将更加依赖主权数据层——贵，但更可靠。

当然，不可否认的是，

现阶段，考虑成本、覆盖度的因素，
Perle还不能完全解决AI被“投毒的问题，

但提供了更重要的东西——
一条真正从源头出发的解决思路。

Perle，这个单词有“珍珠“的含义，
珍珠贵，
有贵的道理，
也贵的有道理。

Perle airdrop inquiry registration has already started.

Many people found they are not qualified after inquiry.
Many expressed being retaliated against.

Fortunately, the project team values community voices.
The appeal channel has been opened.

For those who believe they are qualified, please actively appeal.

Now there is an opportunity given by heaven to retaliate against Perle.
Do you want to participate?

That's right, it is —

Community Voice Campaign!
!

No need for unnecessary talk, just highlight the key points.

▃ Participation conditions

Join the DC community: https://discord.gg/joinperle
This is a necessary condition that must be fulfilled!

Also, pay attention to @PerleLabs and @PerleFDN.

Fabric @7_7oken aims to create a robot economy.
Inevitably, it must have its own ecosystem.
Building an ecosystem must have partners!
Today, let's introduce the main partners of Fabric.

▂ OpenMind
I believe everyone is familiar with OpenMind.
Fabric was also partially separated from OpenMind to establish independently.
to achieve a more open and neutral governance.

OpenMind
OpenMind's OM1 and AI brain software stack are still the technical mainstay of Fabric.
Almost all robot-related technologies, such as identity, task coordination, etc.
are all built on the contributions of OpenMind.

2026 will surely be the year of robot explosion.

I believe many people still talk fondly about the wonderful performance of the Yushu robot during the Spring Festival Gala.

Indeed, the current robot market is flourishing with diversity,

there are also more and more robots,
those that can dance, patrol, cook, walk dogs, ...

But, did you know that,
Achieving synchronized cooperation and connection between robots is not as simple as one might imagine,

Especially making different brand robots cooperate with each other like humans is no easy task!

Because different brand robots exist like 'islands' among themselves,

I personally enjoy content creation and love to share things.

In 2018, I entered the crypto world through an early blockchain project - Blockcity. By learning, I became aware of blockchain, Bitcoin, Satoshi Nakamoto... and everything about the crypto world. For me, this was a cognitive upgrade.

At that time, the Chinese blockchain content creation scene was also booming, with many blockchain content creation platforms emerging like mushrooms after rain. Bihu was one of the leaders, and through sharing my creations, I earned my 'first pot of gold' in the crypto world. To this day, many KOLs from Bihu are still active on X, such as TVB's number one sister @blockTVBee .

Everyone knows Huma
is the leader of PayFi, supported by real-world earnings, and has the inherent advantages and potential to disrupt traditional finance in the cross-border payment field.
But do you know how Huma makes money?

Today, I will use this article to thoroughly explain the sources of Huma's earnings.
Assumption:
You are the owner of a company in the United States,

Now, you need to pay a supplier in Hong Kong $1,000,000 for goods.
Requirements:

The supplier in Hong Kong receives the payment on the same day with minimal payment fees incurred by themselves.
Next steps:
① You have delegated the payment request to a frequently cooperating American payment company A;

Many Huma users may not know that Huma is an important member of the Circle Alliance.
Circle Alliance is a global partner ecosystem program officially launched by Circle at the end of 2023, mainly aimed at accelerating the adoption of USDC worldwide. Currently, the number of members has exceeded 1000, covering more than 40 countries, and the types of members are quite diverse, including cryptocurrency exchanges, payment companies, DeFi projects, traditional financial institutions/banks, and more.

Circle Alliance is one of the important members of Circle.
Circle Alliance is a global partner ecosystem program officially launched by Circle at the end of 2023, mainly aimed at accelerating the adoption of USDC worldwide. Currently, the number of members has exceeded 1000, covering more than 40 countries, and the types of members are quite diverse, including cryptocurrency exchanges, payment companies, DeFi projects, traditional financial institutions/banks, and more.
Circle Alliance

I couldn't find the specific time Huma joined the Circle Alliance.

Help the boss @DrPayFi to provide additional answers.

But I think Huma must have joined the Circle Alliance very early, perhaps as an early member, because Circle Ventures had already invested in Huma during the seed round financing in 2023, which laid the foundation for early strategic cooperation.

Huma crossed $10B in Total Transaction Volume.
Huma's Total Transaction Volume (TTV) has surpassed $10 billion.

$10 billion is really a lot!
According to Dune data, Huma @Huma Finance 🟣 TTV has seen significant growth since 2025, from $2.9 billion to over $10 billion. The growth curve shows that over time, it has become steeper, indicating that the growth rate is accelerating!

Huma TTV growth curve

So, how was this $10 billion "刷" generated?
To explain this, one must first deeply understand the meanings of TTV and TVL.
TTV = Total Transaction Volume (总交易量)

Huma
Huma gave an excellent speech on the third day at CatLumpurr in Erbil.

I strongly recommend everyone to seriously watch this approximately 14-minute speech.
I summarized the main points of the speech:
1. Illustrate the disadvantages of traditional finance through the experience of being unable to transfer personal legitimate funds from a dollar account in Turkey to a dollar account in the U.S. for 3 months.
2. Huma is leveraging stablecoins to restructure the global transaction banking system and has made significant progress:
• Supported the launch of Rain Cards and made it one of the largest Visa stablecoin card providers.

The market is bleak, and the trend is sluggish.
But Huma @Huma Finance 🟣 Prime is definitely a "hot cake".
An APY of up to 28% perfectly aligns with the law of appetite!

Because it is Defensive Looping™,
Therefore, Huma Prime not only offers high returns but also provides peace of mind.

The three main risks faced by traditional DeFi Looping and the protective strategies of Defensive Looping™ are well known and familiar to everyone:
Three major risks
■ Interest rate reversal (negative yield)
■ Secondary market uncoupling clearing
■ Impairment of underlying assets

Protective strategies
❐ Automatic deleveraging
❐ Primary market clearing redemption