๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–

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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐– banner
๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–

๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–

@solidcash

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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–
Everyone thinks AI is a race for bigger models. ๐—ช๐—ฅ๐—ข๐—ก๐—š. Not compute. Not GPUs. ๐—œ๐—งโ€™๐—ฆ ๐—ง๐—›๐—˜ ๐——๐—”๐—ง๐—”. Unverified. Synthetic. Breaking. Thatโ€™s how you getโ€ฆ ๐— ๐—ข๐——๐—˜๐—Ÿ ๐—–๐—ข๐—Ÿ๐—Ÿ๐—”๐—ฃ๐—ฆ๐—˜. ๐Ÿ’€ And this is exactly what @PerleLabs is fixing. โœ” Human-verified โœ” Expert-validated โœ” Auditable onchain No more guessing. No more broken pipelines. ๐—•๐—˜๐—ง๐—ง๐—˜๐—ฅ ๐——๐—”๐—ง๐—” โ†’ ๐—ฆ๐— ๐—”๐—ฅ๐—ง๐—˜๐—ฅ ๐—”๐—œ. โ€” participating in @PerleLabs community campaign #PerleAI #ToPerle
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nhiXXX ๐Ÿ๐Ÿ’œ๐ŸŠโ›“๏ธ๐Ÿฆ–๐Ÿค–
One heart, two worlds - human instinct and machine precision intertwined ๐Ÿซ€๐Ÿค– . From its veins flow countless quests, each path branching into challenges, learning, and discovery inside Perle Labs. Where emotion meets logic, every pulse drives a new mission, and every connection builds the future. Welcome to Perle Labs. A place where humans donโ€™t just use AI - they shape it. Every quest you complete refines, trains, and aligns the system, turning small actions into a powerful collective mind. Each vein = one type of quest:๐Ÿ‘‡ - Onboarding โ†’ Learn the flow, complete simple tasks - Legal โ†’ Classify real-world scenarios - Emotion โ†’ Understand human tone - Logic โ†’ Detecting flawed reasoning - Docs โ†’ Catch critical errors - Clauses โ†’ Find hidden conflicts - Conversations โ†’ Rate response quality - Vision โ†’ Draw accurate bounding boxes - Email โ†’ Identify real user issues My sketch captures the moment we stop seeing AI as separateโ€ฆ and start seeing it as part of us... One heart. One system. All connected. #PerleAI + #ToPerle participating in @PerleLabs community campaign
nhiXXX ๐Ÿ๐Ÿ’œ๐ŸŠโ›“๏ธ๐Ÿฆ–๐Ÿค– tweet media
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–
Weโ€™re entering a world where machines donโ€™t just assistโ€ฆ They participate in the economy. ๐Ÿค– @konnex_world is building the rails for autonomous robots to take on tasks, verify results, and earn on-chain. From helpers โ†’ to earners. From tools โ†’ to agents. The shift is already happening. ๐Ÿ‘€ #Konnex #AI #Web3 #Robotics #DePIN
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐– retweetledi
Perle Labs
Perle Labs@PerleLabsยท
We are proud to announce the successful completion of a security audit with @HalbornSecurity, a leader in blockchain and smart contract security. The review confirmed key safeguards in the PRL token architecture, including revoked mint authority, no freeze authority, and a permanently capped supply. This is another big step toward a sovereign intelligence era for AI alongside @PerleFDN. Full details โคต๏ธ
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Bumble Bee
Bumble Bee@shahzaibyousuf6ยท
Why do I believe in what Perle is building? โœง Build by Ventures of Scale AI. โœง Backed by leading investors like @HashKey_Capital. โœง Auditable onchain and traceable data validated by reliable contributors. โ€” participating in @PerleLabs community campaign #PerleAI #ToPerle
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–
๐—›๐—ผ๐˜„ ๐——๐—ผ ๐—–๐—ผ๐—ป๐—ฐ๐—ฟ๐—ฒ๐˜๐—ฒ ๐—ฉ๐—ฎ๐˜‚๐—น๐˜๐˜€ ๐—”๐—ฐ๐˜๐˜‚๐—ฎ๐—น๐—น๐˜† ๐—ช๐—ผ๐—ฟ๐—ธ? ๐—Ÿ๐—ฒ๐˜โ€™๐˜€ ๐—ฆ๐˜๐—ฎ๐—ฟ๐˜ ๐—™๐—ฟ๐—ผ๐—บ ๐—ฌ๐—ผ๐˜‚ You deposit into a vault. You receive vault shares. Then you see numbers like eRate and NAV. And you ask: โ€œWhat do these actually mean?โ€ If you're new to DeFi vaults or Concrete vaults, this can feel confusing. But the idea is actually simple once you break it down. ๐—ฉ๐—ฎ๐˜‚๐—น๐˜ ๐—ฆ๐—ต๐—ฎ๐—ฟ๐—ฒ๐˜€ & ๐—ฒ๐—ฅ๐—ฎ๐˜๐—ฒ (๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—ฉ๐—ฒ๐—ฟ๐˜€๐—ถ๐—ผ๐—ป) Think of a vault like a big jar of money. When you deposit, you donโ€™t just leave your money there - you get shares of the jar. โ€ข Vault shares = your ownership โ€ข The more you deposit, the more shares you get Now, what is eRate? eRate is simply the value of each share. At the start, 1 share = 1 value Over time, as the vault earns yield, that value increases So youโ€™re not getting more shares - your shares are becoming more valuable. Thatโ€™s how automated compounding works in managed DeFi. ๐—ก๐—”๐—ฉ (๐—ก๐—ฒ๐˜ ๐—”๐˜€๐˜€๐—ฒ๐˜ ๐—ฉ๐—ฎ๐—น๐˜‚๐—ฒ) ๐—ช๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐—๐—ฎ๐—ฟ๐—ด๐—ผ๐—ป NAV is just the total value of the vault. Think of it like this: โ€ข NAV = the whole jar โ€ข Shares = your slice of the jar If the vault grows (more yield earned), NAV increases. When NAV goes up - each share becomes more valuable - your balance grows. Simple. ๐—ช๐—ต๐˜† ๐—ง๐—ถ๐—บ๐—ฒ ๐— ๐—ฎ๐˜๐˜๐—ฒ๐—ฟ๐˜€ Concrete vaults are not designed for quick in-and-out. Why? โ€ข Strategies need time to generate yield โ€ข There are costs (gas, fees) โ€ข Capital is deployed carefully, not instantly โ€ข Markets move - but trends play out over time Think of it like planting a tree: You donโ€™t dig it up the next day to check growth. The longer you stay, the more automated compounding works for you. Short-term = noise Long-term = growth ๐—”๐—ฐ๐˜๐—ถ๐˜ƒ๐—ฒ๐—น๐˜† ๐— ๐—ฎ๐—ป๐—ฎ๐—ด๐—ฒ๐—ฑ ๐—–๐—ฎ๐—ฝ๐—ถ๐˜๐—ฎ๐—น Concrete vaults are not passive. Your funds are: โ€ข Deployed across strategies โ€ข Rebalanced over time โ€ข Adjusted based on market conditions Think of it like a chef in a kitchen: They donโ€™t just store ingredients - they actively cook, adjust, and optimize. Thatโ€™s what managed DeFi does. ๐—›๐—ผ๐˜„ ๐—œ๐˜ ๐—”๐—น๐—น ๐—–๐—ผ๐—บ๐—ฒ๐˜€ ๐—ง๐—ผ๐—ด๐—ฒ๐˜๐—ต๐—ฒ๐—ฟ Hereโ€™s the full picture: โ€ข Your deposit becomes vault shares โ€ข Your shares represent ownership โ€ข eRate increases as yield is generated โ€ข NAV grows as the vault earns โ€ข Strategies are actively managed โ€ข Time allows compounding to work Result? You donโ€™t just earn yield - you benefit from how that yield is managed and optimized onchain. ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐— ๐—ฒ๐—ป๐˜๐—ฎ๐—น ๐— ๐—ผ๐—ฑ๐—ฒ๐—น โ€ข Vault = pooled capital system โ€ข Shares = your ownership โ€ข eRate = value per share โ€ข NAV = total vault value โ€ข Time = growth driver โ€ข Management = optimization layer Thatโ€™s the core of how DeFi vaults - especially Concrete vaults - work. Explore Concrete at app.concrete.xyz @ConcreteXYZ
๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐– tweet media
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Bumble Bee
Bumble Bee@shahzaibyousuf6ยท
@solidcash @PerleLabs Human verified data they collected is mostly provided by bots according to their airdrop eligibility checker, because they made majority of the community ineligible by saying bot accounts
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–
Everyone thinks AI is a race for bigger models. ๐—ช๐—ฅ๐—ข๐—ก๐—š. Not compute. Not GPUs. ๐—œ๐—งโ€™๐—ฆ ๐—ง๐—›๐—˜ ๐——๐—”๐—ง๐—”. Unverified. Synthetic. Breaking. Thatโ€™s how you getโ€ฆ ๐— ๐—ข๐——๐—˜๐—Ÿ ๐—–๐—ข๐—Ÿ๐—Ÿ๐—”๐—ฃ๐—ฆ๐—˜. ๐Ÿ’€ And this is exactly what @PerleLabs is fixing. โœ” Human-verified โœ” Expert-validated โœ” Auditable onchain No more guessing. No more broken pipelines. ๐—•๐—˜๐—ง๐—ง๐—˜๐—ฅ ๐——๐—”๐—ง๐—” โ†’ ๐—ฆ๐— ๐—”๐—ฅ๐—ง๐—˜๐—ฅ ๐—”๐—œ. โ€” participating in @PerleLabs community campaign #PerleAI #ToPerle
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐–
You were always part of AI. You just werenโ€™t paid for it. Your data๐Ÿ‘‰untracked, unverified, taken for granted. Until now. @perlelabs is building something different: โ†’ Data thatโ€™s owned โ†’ Data thatโ€™s verified โ†’ AI you can actually trust This is what sovereign data should look like. And this timeโ€ฆ Iโ€™m part of it. โ€” participating in @PerleLabs community campaign #PerleAI #ToPerle
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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐– retweetledi
sweetpanda ๐ŸŠ,๐Ÿ’Š
sweetpanda ๐ŸŠ,๐Ÿ’Š@Real_Sweetpandaยท
Building AI that actually learns from the right data. Excited to be part of shaping the future with @PerleLabs ๐Ÿ’กโœจ #PerleAI #ToPerle โ€” participating in @PerleLabs community campaign.
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Fade
Fade@fadecyrptoยท
Alrightโ€ฆ final entry for #ToPerle, and Iโ€™ll be honest. Eligibility checker droppedโ€ฆ Appeals cameโ€ฆ Now both are closed. And 98% of core contributors are still ineligible. At this pointโ€ฆ yeah, itโ€™s not even frustration anymore. It just feelsโ€ฆ disappointing. People showed up consistently. Did the tasks. Helped build the community from early days. And now itโ€™s likeโ€ฆ none of that counted? Not gonna lie, itโ€™s hard to stay optimistic when everythingโ€™s already closed. Feels like whatever happens now is already decided. But even with thatโ€ฆ Iโ€™m still here. Not because Iโ€™m expecting anything anymore, but because I believed in what Perle was trying to build from day one. A system where human contribution actually matters. Where data isnโ€™t just taken, but recognized. That idea? Still powerful. I just hope one day the system reflects the people who helped build it. Until thenโ€ฆ we move. #PerleAI #ToPerle โ€” participating in @PerleLabs community campaign
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Fade@fadecyrpto

Woke up this week with mixed feelingsโ€ฆ On one hand, weโ€™ve watched Perle grow into something real, a space where people actually contribute, not just scroll. On the otherโ€ฆ the eligibility checker dropped, and a lot of us saw something we didnโ€™t expect. Seeing so many core contributors marked ineligible hit hard. People who showed up, did the work, stayed consistent. Itโ€™s honestly tough. But at the same time, this is what makes this community different people didnโ€™t just complain and leaveโ€ฆ they filled appeals, stayed patient, and are still here. That says a lot. Because beyond rewards or snapshots, most of us are here because we believe in what Perle is trying to build: A system where real human input actually matters. Where data isnโ€™t just taken, itโ€™s earned, verified, and valued. No system is perfect early on. But how it gets fixed? Thatโ€™s what matters now. Still trusting the team to review things properly and make it right. Been here, still hereโ€ฆ and hoping this gets sorted the right way ๐Ÿค #PerleAI #ToPerle โ€” participating in @PerleLabs community campaign

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๐–˜๐–”๐–‘๐–Ž๐–‰๐–ˆ๐–†๐–˜๐–.๐–‡๐–†๐–˜๐–Š.๐–Š๐–™๐– retweetledi
Action Model
Action Model@ActionModelAIยท
โ€œWould you train the AI that replaces you?โ€ Thatโ€™s no longer hypothetical. Millions of people already are without even realising, through their work, their data, their daily actions online. The difference? They donโ€™t own any of it.` Thatโ€™s the model weโ€™re changing with Action Model. Great to see Rolling Stone covering the rise of our community-owned AI model. To read the full article take a look at the comments below.
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