yaoming
628 posts

yaoming
@yaoming1218
https://t.co/m1yIACSgY3 https://t.co/qyA7EsoJT6 ⏳@t2wrld
Katılım Şubat 2022
838 Takip Edilen72 Takipçiler
yaoming retweetledi
yaoming retweetledi

yaoming retweetledi

We’ve been saying it all along. But now more voices are aligning: AI needs, and always will need, a human touch.
A recent Spend Matters piece highlights how human judgment remains critical in AI-driven procurement. And it’s not just procurement, it’s true across every industry.
AI can process data.
But humans provide context, judgment, and validation.
The real gap isn’t just in human skills, it’s in how we train, evaluate, and guide AI systems.
That’s why infrastructure matters.
Ecosystems like Perceptron Network are built around continuous human input: validating data, scoring outputs, and improving models over time.
Because the future isn’t AI replacing humans.
It’s AI working with humans at scale.
🔗Source: spendmatters.com/2026/03/17/ai-…

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yaoming retweetledi

AI companies are burning billions on data. You're sitting on the solution.
Put your unused bandwidth to work. Run a node. Get rewarded.
Perceptron is expanding.
Join the rewards program ⚡️
quests.perceptrons.xyz
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@ZKVProtocol The surface area for ZK applications is expanding exponentially right now. A scalable verification layer is exactly what will unlock mass adoption. Keep pushing!
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@PerleLabs Left
The actual wheel relies on a precise, organized, and repeating network of tension cables for stability. The AI version shows a tangled, chaotic mess of crisscrossing lines that could not physically support the massive wheel.
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Alright… this is it. Final Human CAPTCHA challenge 👉👉
We saved the best for last. There are 3 images. Only ONE is AI-generated.
Your job is to tell us if it's the one on the Left, Middle, or Right.
Submit your guesses by Sat, Feb 28 at 11:59pm UTC. As usual we'll be revealing the answers on Sunday!
If you got 3+ right, we’ll share how to claim your reward next week.

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@PerleLabs Left
The sky features natural, diffuse, high-altitude cloud formations that scatter light realistically across a wide, hazy horizon. AI models typically over-render clouds into dense, distinct, and artificially sculpted puffy shapes, completely missing the subtle
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It's the final week of Human CAPTCHA: Round 7
You made it this far… but we’re not going easy on you. One of these is a real photograph of a hot air balloon, the rest is AI-generated. Can you tell which one it is?
Respond with Left, Middle, or Right and tell us why below!
Submissions close Sat, Feb 28 at 11:59pm UTC. Answers revealed Sunday.

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Testing my luck with Perle of Fortune: Year of the Horse 🧧
Just minted my Perle Identity: Legacy Oracle (R)
Passive Buff: Ancestral Blessing (+96x) 💰
Generate your own unique Perle card + claim a limited red packet cover 👇 perleoffortune.xyz/share/0x3ef82c…

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@PerleLabs Right
If you peer into the space between the tire and the car body, you see mechanical depth. There is a dark, complex void where the suspension and wheel well reside. It looks like a 3D object sitting inside a cavity.
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Perle Human CAPTCHA #6 🏎️
One of these sports car photos is real. The other was generated by AI.
Comment “left” or “right” with your guess, and tell us why 👀
Submissions close Sat, Feb 21 at 11:59pm UTC. Answers revealed Sunday.

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@PerleLabs Right
The beach area (Spiaggia Grande) shows a high level of "messy" but logical detail—rows of beach umbrellas, people, and varying textures of sand and pebbles that AI often struggles to render without blurring.
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Perle Human CAPTCHA #5 📸
Let’s keep your captcha streaks alive. One of these vacation photos is real, and one was generated by AI.
Which one is real? Reply "left" or "right" and explain why ↓
This week's submissions close Sat, Feb 21th at 11:59pm UTC. Both answers will be revealed on Sunday.

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@PerleLabs left
The tiger on the left is looking off-frame, oblivious to the photographer. This candid, unposed behavior is much more typical of authentic wildlife or zoo photography.
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Perle Human CAPTCHA #4
It's time to put your human judgement to the test again. One of these images of a tiger is a real photograph, one was generated by AI.
Which one is real? Reply "left" or "right" and tell us why ↓
This week's submissions close Sat, Feb 14th at 11:59pm UTC. Both answers will be revealed on Sunday 👀

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@PerleLabs left
he reflection on the apple isn't just a white dot; it reflects a specific light source (likely a window) that matches the directional shadows cast by the apple onto the table.
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Perle Human CAPTCHA #3 📷
One of these images of fruit is a real photograph, one was generated by AI.
Which one is real? Reply "left" or "right" and why 👇
You have until Sat, Feb 14th at 11:59pm UTC. This week's answers will be revealed on Sunday.

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yaoming retweetledi

Open source AI needs more than code. It needs trust.
Excited to see our own @aurobindo_arman moderating this panel on privacy, security, and what it really takes to deploy open AI systems in the wild.
If you care about where this space is going, this is one to checkout↴
Open AGI@openagisummit
Open source AI only works if people trust it. This panel brings together builders and researchers focused on privacy, security, and what it actually takes to deploy open AI systems in the real world. “Privacy, Security, and Open Source AI” is coming to our EthDenver (@EthereumDenver) Open AGI Summit. Moderated by Aurobindo Arman (@aurobindo_arman) from Horizen Labs (@horizenglobal). Speakers: Gabriel Andrade (@gab_p_andrade) from Gensyn (@gensynai) Prof. Salman Avestimehr (@avestime) from ChainOpera AI (@ChainOpera_AI) Jake Salerno (@JakeSalerno) from 0G Labs (@0G_labs) Grab your ticket below 👇
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Discover the next Zcash.
Zcash brought us private digital money. @aztecnetwork is bringing us fully programmable private smart contracts.
$AZTEC TGE 2/12.
tge.aztec.network
GIF
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@PerleLabs AI
In the bottom left corner, the transition between the rocks, the grass, and the water is "mushy." The textures bleed into each other without a clear definition of where the land ends and the water begins.
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@PerleLabs H = Human
The text on the air conditioner unit on the right is the biggest giveaway. It clearly reads "HITACHI" and "FLEXMULTI" with perfect spelling and perspective. AI image generators struggle to render specific brand logos and technical model names this accurately
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Digital value is fragmented.
Fair Shares brings alignment.
A unified system where yield, ownership, and participation converge.
Join the Fair Shares Waitlist 👇
👉 app.fairshares.io/waitlist?Acces…
#FairShares
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