Lex | Well

@antiguariatt What a cool article this turned out to be. Did it take you a long time to write it?

@ferdo717 @overdotcomputer Their ecosystem is building incredibly quickly and is showing excellent results.

Ritual ecosystem is growing fast. Welcome @overdotcomputer - the self-improving OS for trading agents. Over Computer is using Trusted runtime stack and Ritual technology for best experience. The project give your agent a comprehensive memory, making agent learning from every outcome. This is the way your agent evolves Your agent is self-improving. Over Computer logs every trade, outcome or decision. The system builds a persistent memory of what works and what doesn't. -Deploy a self-improving agent or -Level up your agent The choice is yours @ritualfnd @ritualnet

ORO is looking for hosts for weekly events in their community - all you need is a positive attitude, a microphone, and a willingness to interact. This isn’t about rewards, but if selected, you’ll gain a unique role in the community @getoro_xyz, valuable experience, and a strong project for your portfolio. Worth checking out 👉You can apply here: forms.gle/iquQxpsvgu397E…

Optimum update for content creators - quick version so you don’t have to read Discord essays 👇 1. Paid post = only if you were actually paid. Fake tags can get you banned and those posts won’t count as community contributions 2. Don’t tag the whole team on Twitter/X. Only tag @blockchainjeff and the mods - this keeps notifications manageable and communication centralized 3. AI content is allowed, but fact-checking is on you. Everything should match the official documentation. Creativity is welcome, inaccuracies are not TL;DR: less noise, less fake shilling, more quality content. @get_optimum is clearly tightening quality standards around the project @cryptooflashh @TheBl0ckBoy

@CatCat9091 gmgm

@0xLexWell gmgm

If you filled out the appeal form from Perle , check your eligibility for the airdrop again Most people who submitted the form were approved for the airdrop even though it initially said "Not eligible" This is good news, projects rarely give an opportunity to submit an appeal and even more rarely actually review these forms, but here the project showed itself from a good side 👉Checker: register.perle.xyz #PerleAI #ToPerle — participating in @PerleLabs community campaign

@0xKentweb3 yuo're welcome king

@0xLexWell Thanks for information

@crystalclaymont I don't know, but I don't think they'll open it anymore

@0xLexWell fuck when form will be open againe?

@traleyweb3 I've been seeing so much content about Perl in recent days.

The era of exploitative data labeling methods for AI is coming to an end. AI platforms rely on mass crowdsourcing. Paying thousands of anonymous workers pennies to complete tasks as quickly as possible. This works for recognizing stop signs in an image, but completely fails when AI moves into high-risk fields. Such as medicine, complex engineering, or law. Expert knowledge cannot be sourced through crowdsourcing. @PerleLabs is completely flipping this broken model by introducing the Expert Economy. Instead of rewarding speed and volume, Perle’s blockchain based reputation system rewards accuracy and deep domain knowledge. Imagine a system where real medical professionals annotate healthcare datasets, and their verified results are stored on the blockchain. This completely changes the incentive structure. By transforming data providers into independent creators with verifiable reputations, Perle solves the most critical bottleneck in AI scaling. This is how we build AI you can truly trust. #PerleAI #ToPerle — participating in @PerleLabs community campaign

@Nurarihyasa @magicblock gmagic Nurarihyasa 🦇

gmagic! Built my first-ever hackathon project in just 2 days - WhisperPay. Big thanks to @magicblock for the opportunity. WhisperPay is a web app for crypto payments through personal paylinks. You connect your wallet, create a link, receive SOL, and attach a private note with permission-based reveal. A simple example: you send someone your payment link, they open it, pay you in crypto, and can include a private message with the payment. The payment flow stays simple, while the sensitive part is handled separately. What really pulled me into this idea was MagicBlock approach: keep the payment flow fast, and handle sensitive context separately🧙‍♂️ This was my first hackathon ever, and my first time building something like this under real time pressure. It was messy, stressful, and very fun at the same time - but I got it working and shipped the submission. Definitely not my last hackathon. And with something interesting coming on April 3–5 👀

@andrpantus Are you participating in Pearl's program? I am too, and I hope we can win a prize.

If we look at the current state of AI, it becomes clear that most projects are focused on building better models, while very few pay attention to the quality of the data behind them. And that’s a critical issue. The reliability of AI directly depends on the data it’s trained on. Today, a significant portion of that data is filled with noise: bots, spam, low-quality content, and recycled information. This creates a gap between what AI could be and what it actually becomes. What stands out to me about @PerleLabs is its different approach: focusing on quality over quantity. Real users, real input, and systems designed to filter out artificial activity. Separating signal from noise, prioritizing authentic contributions, and properly valuing user-generated data it sounds simple, but in reality, it’s one of the hardest and most important challenges in AI today. This isn’t just about improving performance. It’s about rethinking how data is sourced and used. And if done right, it won’t just improve one product — it can elevate the entire AI ecosystem. #PerleAI #ToPerle — participating in @PerleLabs community campaign

@Narayan_lit @domaprotocol GDoma Narayan!

GDoma Fam💙 Starting the new week with @domaprotocol launches🚀 First up is HYTEC.XYZ at 8 AM UTC Next, CRYPTOINSULATION.COM at 10 AM UTC Then two launches with a very small time gap: BANANACART.STORE at 10:50 AM UTC GOLDENTREASURE.STORE at 11:01 AM UTC

@Gorr1cETH Do they have enough liquidity for normal trading?

from degen trades to real infrastructure most people in this space are still focused on the surface: charts, entries, exits, pnl but very few actually think about what happens underneath execution latency risk systems capital efficiency how orders are matched and processed this is where the real game is @bulktrade is not trying to be “another trading platform” it’s building the engine behind trading itself the kind of infrastructure that doesn’t get hype but quietly defines how everything works and that’s the shift we’re starting to see: from clicking buttons to understanding systems from chasing trades to building execution cc: @kdotcrypto

@bu8ekk @ColbFinance When is the IPO OpenAI planned?

Private markets are moving fast right now OpenAI is entering IPO mode and defense deals are really surging @ColbFinance 🟨 Just dropped a spotlight on both They’re turning these big private opportunities into actual on-chain access colb.finance You following along? 🐝

@0xNaneless Have a great week, bro. Plans like these need to be realized.

new week - new plans this week i plan to: - start finding new connections - keep in touch with old friends - study languages every day - and... be active on X every day - start writing and building something about the polymarket (I'll think about it for now) last week i managed to do all of this i will continue, raising the bar have a great week everyone

@FahddEth @PerleLabs @AhmedZRashad @alivinex2 @xlordiot @stwghthaiquocx Are you participating in Perle's contest? Me too, I hope we win a prize.

Why AI Training Data Quality Matters And How @PerleLabs Fixes It 𝗗𝗼 𝘆𝗼𝘂 𝗸𝗻𝗼𝘄 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝘄𝗵𝗮𝘁 𝗱𝗮𝘁𝗮 𝘁𝗿𝗮𝗶𝗻𝗲𝗱 𝘁𝗵𝗲 𝗔𝗜 𝘆𝗼𝘂'𝗿𝗲 𝘂𝘀𝗶𝗻𝗴? Not the model. Not the compute. The data itself. Who labeled it? Who verified it? Was it reviewed by expertsor scraped, rushed, or AI-generated? Most people don’t know. Most companies don’t either. 𝗪𝗵𝘆 𝗱𝗼𝗲𝘀 𝗶𝘁 𝗺𝗮𝘁𝘁𝗲𝗿? AI reflects its data. Clean, verified data → reliable AI. Poor, unverified data → errors and bias. Crowdsourced pipelines prioritize speed over accuracy. AI-generated data reused in training creates feedback loops. Over time, mistakes compound, and the AI drifts from reality. 𝗛𝗼𝘄 𝗰𝗮𝗻 𝘄𝗲 𝗳𝗶𝘅 𝗶𝘁? Perle Labs brings domain experts into the loop. Medical, legal, and language data is reviewed by specialists. Accuracy is rewarded, not speed. Quality becomes the standard, not optional. 𝗪𝗵𝗮𝘁 𝗺𝗮𝗸𝗲𝘀 𝗶𝘁 𝘁𝗿𝘂𝘀𝘁𝘄𝗼𝗿𝘁𝗵𝘆? Every contribution has an onchain reputation. Every dataset is auditable. Traceable provenance, verified experts, no black boxes, no synthetic loops just transparent, reliable AI data. 𝗪𝗵𝗼 𝗶𝘀 𝗯𝗲𝗵𝗶𝗻𝗱 𝗶𝘁? Founded by veterans of Scale AI, Perle brings $30B-scale data standards into a decentralized, transparent AI infrastructure. "𝐓𝐡𝐞 𝐪𝐮𝐞𝐬𝐭𝐢𝐨𝐧 𝐰𝐚𝐬 𝐧𝐞𝐯𝐞𝐫 𝐰𝐡𝐢𝐜𝐡 𝐦𝐨𝐝𝐞𝐥 𝐢𝐬 𝐬𝐦𝐚𝐫𝐭𝐞𝐫." [𝐓𝐡𝐞 𝐪𝐮𝐞𝐬𝐭𝐢𝐨𝐧 𝐢𝐬: 𝗗𝗼 𝘆𝗼𝘂 𝗮𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗸𝗻𝗼𝘄 𝘄𝗵𝗮𝘁 𝗶𝘁 𝗹𝗲𝗮𝗿𝗻𝗲𝗱 𝗳𝗿𝗼𝗺?] #PerleAI #ToPerle - participating in @PerleLabs community campaign

@KeithbmBG @PiSquared @Pi2_Labs Did I know about Nvidia Prism? Has another project changed direction? Interesting.

Fast team from @PiSquared is working hard to bring fresh new updates very soon. Payments are going to change. Be the first to join the whitelist (link in comments)👇 Fast is coming soon. Payments for agents are almost here. @Pi2_Labs

@Al1netla Apply now, I wonder if they'll accept you

just found an ambassador program on kaito studio offering $1200 it doesn’t look bad to me it’s from the NOYA project: $500 + 50,000 NOYA tokens ($700) vested over 3 months (requirements are in the pic) noya is kinda like a mix of prediction markets + ai that helps you decide and execute worth applying or nah?

@serhio_lens Will you be taking part?

@_CryptoNotes_ @Nerochain_io @NEROCHAIN_JP @VNnerochain When is the launch so I can find out more details?

. @Nerochain_io just locked in AUSTRAC registration in Australia That means regulated digital currency exchange operations, real world asset tokenization including gold and silver full compliance framework baked in One step closer to self sovereign on chain economies backed by institutional grade infrastructure More coming as gear up for launch

@bu8ekk @utexocom I don't understand why ordinary users need this solution. They came up with a problem, came up with a solution, and raised money

Stablecoins are coming back to Bitcoin in a big way @utexocom just dropped a strong breakdown on how RGB gives USDT proper private, native rails on Bitcoin They’re building instant and private USDT payments Basically moving stablecoins the way you move regular money.utexo.com if you're curious 🟩