Yaseer(idk arc)(❖,❖)

Web3 Webhead | @umi_network Believer | @ritualnet contributor | DeFi

[TechDroider @techdroider]

ALWAYS BUY A FLAGSHIP PHONE, even if it's 1-2 years old.

SKIP MID-RANGE PHONES!!!

[Yaseer(idk arc)(❖,❖) @web3webhead]

@MadDonks Yo @Ismail_badguy @Just_1_jhay you need to get in on this 👀 @MadDonks whitelist is open Free mint, don't sleep on it 🫏

[Mad Donks @MadDonks]

Recovery complete.
Containment failed.

The Donk is back… and it didn’t come out clean.

Mad Donks whitelist applications are now LIVE.
Get in before the next breakdown hits.

Apply now:
https://t.co/odq9KJTUaq

[Iced Lemonade🍸🍋 Durolim’s YT on YouTube @durolimm]

I can’t be at this age and still be dealing with low IQ arguments and childish behaviors.

[zuka @feran_x]

Easier to tell people I’m unemployed than explain the things I do

[Yaseer(idk arc)(❖,❖) @web3webhead]

@Bente_pro @ManicTrade Trading made very much easier.

[B.A.S.H 🔺⚔️ @Bente_pro]

@ManicTrade is the first momentum-based trading platform on Solana, built for speed, precision, and excitement.

It empowers traders to make rapid market predictions within seconds, creating a fast-paced and highly engaging trading experience.

With just a few clicks, users decide whether the market will move higher or lower, place their stake, and watch the countdown begin.

When the timer expires, results are instantly determined and settled on-chain—ensuring full transparency, fairness, and efficiency.

With @ManicTrade , you don’t just trade the market—you trade the moment and master the momentum.

[FB eye🇵🇹 @StillFeechi]

nobody can ever convince me Kolo Muani didn’t hit that ball well

[Yaseer(idk arc)(❖,❖) @web3webhead]

@kicks_storeNG 😂😂

[Yaseer(idk arc)(❖,❖) @web3webhead]

@AlphaMaxiii This is really good.

[AlphaMaxiii @AlphaMaxiii]

Perle Labs: Protecting AI From Data Poisoning

AI systems keep getting stronger, but they also face a major weakness that many people do not notice.
This weakness is called data poisoning.

Data poisoning happens when someone secretly adds fake, corrupted, or misleading data into an AI system.
If the AI learns from this bad data, it can make dangerous or completely wrong decisions.

Most AI systems today cannot detect when this happens.

This is why Perle Labs is important.

Why data poisoning is a serious problem

Attackers can use bad data to:
• Trick AI into learning the wrong information
• Change the behavior of the model
• Damage the accuracy of results
• Cause failures in critical sectors

In areas like healthcare, defense, or supply chains, poisoned data can create real-world risks.

How Perle Labs solves this

Perle Labs focuses on verifying data before AI ever sees it.
They build a secure pipeline that checks and confirms the quality of data from the start.

Their system includes:
• Human experts who validate data carefully
• A blockchain trail that shows where every data point comes from
• Clear and tamper-proof audits
• A decentralized approach so no single authority controls everything

This structure makes it extremely difficult for bad data to slip in unnoticed.

As AI spreads into important systems around the world, protecting it from manipulation becomes more important.
Perle Labs is building the shield that keeps AI safe by ensuring every piece of data is verified and traceable.

This is how the future of AI remains trustworthy.

#PerleAI #ToPerle

-Participating in the @PerleLabs community campaign

[wembanyama’s wife 🔺 @sheisjemaa]

things wey African parents dey talk, you nor go really grasp the magnitude of the stupidity inside am until pikin talk am.

[dl mexican opium trade @piinkst4rr]

unfortunately this is my favorite app

[Yaseer(idk arc)(❖,❖) @web3webhead]

@AlphaMaxiii @PerleLabs A smart way of going about data reliability

[AlphaMaxiii @AlphaMaxiii]

Data is the backbone of AI, especially when it’s used in critical areas like healthcare, supply chains, and defense.

If the data is not reliable, the results cannot be trusted.

This is the approach @PerleLabs is taking.

They are building infrastructure that makes data trustworthy and easy to trace back to its source.

Here is how it works:

• Data is verified by professionals who understand the specific field
• Every data point can be tracked and audited on-chain
• It follows national data regulations
• It uses a decentralized system instead of relying on centralized providers like Scale AI

As AI continues to grow, especially with so much synthetic content being generated, real human-verified data becomes more valuable and harder to replace.

That is the core idea behind @PerleLabs.

Participating in the @PerleLabs community campaign

#PerleAI #ToPerle

[Yaseer(idk arc)(❖,❖) @web3webhead]

Of all journalists killed in 2021, 89% were men.

𝐒𝐓𝐎𝐏

𝐓𝐀𝐑𝐆𝐄𝐓𝐈𝐍𝐆

𝐌𝐄𝐍

𝐉𝐎𝐔𝐑𝐍𝐀𝐋𝐈𝐒𝐓𝐒

#ProtectJournalists

[Yaseer(idk arc)(❖,❖) @web3webhead]

https://t.co/hwcPexpKKO

[UN Women Australia @unwomenaust]

Of all journalists killed in 2021, 11% were women. In 2020, this was 6%.

Source: @unesco

On the International Day to #EndImpunity for Crimes against journalists, let us say out loud:

𝐒𝐓𝐎𝐏

𝐓𝐀𝐑𝐆𝐄𝐓𝐈𝐍𝐆

𝐖𝐎𝐌𝐄𝐍

𝐉𝐎𝐔𝐑𝐍𝐀𝐋𝐈𝐒𝐓𝐒

#ProtectJournalists

[Yaseer(idk arc)(❖,❖) @web3webhead]

Of all journalists killed in 2021, 89% were men.

𝐒𝐓𝐎𝐏

𝐓𝐀𝐑𝐆𝐄𝐓𝐈𝐍𝐆

𝐌𝐄𝐍

𝐉𝐎𝐔𝐑𝐍𝐀𝐋𝐈𝐒𝐓𝐒

#ProtectJournalists

[Yaseer(idk arc)(❖,❖) @web3webhead]

@toluis_him Crazy stuff😭

[Yaseer(idk arc)(❖,❖) @web3webhead]

"Imma pull up", for woman wey no get car

Tuehh