@AnNguyen0104955 Avatar @AnNguyen0104955 Rhyme

Rhyme posts on X about ai, systems, stablecoins, core the most. They currently have [-----] followers and [---] posts still getting attention that total [-----] engagements in the last [--] hours.

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Social Influence

Social category influence finance 36% cryptocurrencies 14% events #874 currencies 4% technology brands 3% countries 2% stocks 2% automotive brands 2% social networks 1% travel destinations 1%

Social topic influence ai 34%, systems #1728, stablecoins 15%, core 13%, onchain 11%, finance 10%, decentralized #987, web3 10%, money 9%, trust 9%

Top accounts mentioned or mentioned by @perlelabs @codexpbc @eazyxbt @alivinex2 @stwghthaiquocx @ritualnet @kgenio @seismicsys @ritualvietnam @sentientagi @rthurding @xmrbeast @xlordiot @oxwellstine @jump @accel @prosusventures @kgencommunity @jany268 @jezcryptoz

Top assets mentioned Ethereum (ETH) KGEN (KGEN) Telos (TLOS) AAR Corp. (AIR) Bitcoin (BTC) BlackRock Inc (BLK) Alphabet Inc Class A (GOOGL)

Top Social Posts

Top posts by engagements in the last [--] hours

"💗The global financial system isnt broken its fragmented. Stablecoins didnt fix FX. They just reused old rails. @codex_pbc is different. An on-chain FX layer built for a truly global economy. The financial system works brilliantly in the West yet breaks down everywhere else. Stablecoins promised to fix this but the moment money crosses currencies and hits FX it routes through the same old infrastructure. Codex is the onchain FX layer designed to change that. https://t.co/a0WntVZZ88 The financial system works brilliantly in the West yet breaks down everywhere else. Stablecoins promised to fix"
X Link 2026-02-09T05:55Z [----] followers, [---] engagements

"@linh_ricky @ritualnet @ritualfnd Qu xinh ri"
X Link 2026-02-11T07:01Z [----] followers, [--] engagements

"@Eazyxbt @PerleLabs @xlordiot @ox_wellstine Congrast eazy We still here. From perle fam"
X Link 2026-02-13T10:12Z [----] followers, [--] engagements

"💗Data Aggregation & Synthesis Modern AI requires more than raw data it needs structured validated and synthesized intelligence. @PerleLabs aggregates diverse human inputs and transforms them into high-quality model-ready data. 🔹 Diverse Human Inputs Multiple forms of intelligence enter the system. - Language natural language understanding & expression - Reasoning logic judgment and problem solving - Coding executable structure and precision Each input captures a different dimension of intelligence. 🔹 Secure Aggregation Layer Inputs are collected and refined in real time. - Validation &"
X Link 2026-02-09T11:52Z [----] followers, [---] engagements

"💗 Reliable Data Pipelines for Secure Training Because trust in AI starts long before training begins. In modern AI systems model quality does not start with algorithms it starts with data integrity. If data is noisy manipulated or misaligned even the most advanced model will learn the wrong thing. Thats why @PerleLabs focuses on building reliable data pipelines not just better models. 🔹 Human & External Data Sources Perle ingests data from diverse origins: - Human inputs: feedback evaluations expert contributions - External data: third-party systems and external environments Diversity only"
X Link 2026-02-10T05:09Z [----] followers, [---] engagements

"💗 Adaptive & Continuous Trust Assessment The Adaptive & Continuous Trust Assessment framework illustrates how @PerleLabs treats trust as a dynamic evolving signal rather than a static yes-or-no decision. Trust is continuously evaluated based on real behavior feedback and contextual signals throughout the system. 🔹 Adaptive Risk Evaluation - The system performs continuous adaptive risk assessment using behavioral data consistency patterns and interaction history. - Each action can increase or decrease Trustworthiness avoiding rigid one-time rule enforcement. 🔹 User as a Dynamic Signal"
X Link 2026-02-10T10:56Z [----] followers, [---] engagements

"💗 Integrating AI into Secure Applications AI is no longer just an intelligent tool it becomes an active security infrastructure layer capable of adapting across different application domains. @PerleLabs positions AI as a trusted intelligence layer governed validated and context-aware. 🔹 Finance - AI enables real-time fraud detection behavioral transaction analysis and dynamic risk modeling. - Agents operate within clearly aligned incentive structures where accuracy and transparency are rewarded. - This increases overall system trustworthiness while reducing systemic risk. 🔹 Healthcare - AI"
X Link 2026-02-10T12:36Z [----] followers, [---] engagements

"💗 Continuous Threat Monitoring 🔹 Continuous Threat Monitoring in AI Security Systems In real-world AI environments threats are never static. They continuously evolve alongside user behavior data flows and even the AI models themselves. Security therefore cannot rely on one-time checks. It must operate as a continuous adaptive monitoring system. @PerleLabs implements an architecture where AI does not simply react it actively observes detects and adapts to risks in real time. 🔹 AI-Powered Threat Detection AI Agents function as an intelligent analytical layer: - Detecting behavioral anomalies"
X Link 2026-02-11T02:38Z [----] followers, [---] engagements

"💗 Conclusion: Building a Decentralized AI Security Network 🔹 A New Model for AI Security Traditional AI security models rely on centralized control a single authority responsible for monitoring validating and enforcing trust. However in an ecosystem where AI agents operate autonomously and at scale centralized security becomes a bottleneck and a single point of failure. @PerleLabs introduces a decentralized AI security network where trust is distributed validated and economically aligned. 🔹AI Agents as Active Participants AI Agents are not passive tools. They: - Perform analysis synthesis"
X Link 2026-02-11T11:23Z [----] followers, [---] engagements

"💗 Operationalizing Trustworthy AI for Decentralized Security 🔹 Turning Trust into a Living Mechanism Trustworthy AI is not just a principle it must be operationalized through measurable systems aligned incentives and continuous verification. The diagram illustrates a closed trust loop where AI continuously learns validates and improves through interconnected components. 🔹 Incentives Aligning Economic Motivation Trust cannot exist without the right incentives. The system incorporates: - Economic rewards - Staking / rewardpenalty mechanisms - Accountability for honest behavior When"
X Link 2026-02-11T13:05Z [----] followers, [---] engagements

"@PerleLabs Achievement Statistics From the official @PerleLabs account (as of February [--] 2026) here is a summary of the project's notable achievements and activities: Main Achievements http://x.com/i/article/2021828744126840832 http://x.com/i/article/2021828744126840832"
X Link 2026-02-12T06:30Z [----] followers, [--] engagements

"💗Decentralized Trust Network Benefits When security is no longer dependent on a single authority @PerleLabs A decentralized trust network is more than a technical architecture it is a distributed security framework where trust emerges from collective validation rather than centralized control. This model delivers several core advantages: 🔹 Enhanced Security Instead of relying on a single point of failure a distributed network: - Reduces centralized attack risks - Increases resistance to manipulation - Improves system resilience Security is strengthened through multi-layer validation and"
X Link 2026-02-12T11:14Z [----] followers, [---] engagements

"LEFT 🐯 The left image feels more like a real photo because of its natural lighting depth and realistic fur details while the right one looks slightly too perfect and AI-generated"
X Link 2026-02-13T03:44Z [----] followers, [---] engagements

"RT @PerleLabs: The next frontier isnt more agents. Its agents institutions can trust: human-verified data provenance and auditable dec"
X Link 2026-02-13T08:42Z [----] followers, [--] engagements

"A wonderful evening filled with heartfelt sharing from @ox_wellstine The community always stands together learning supporting and growing every day. From practical experiences and tips for efficient task completion to building a personal brand on the server everything brings immense value to everyone involved This is what makes @PerleLabs strong: a close-knit positive community always striving to go further together I was honored to be the guest speaker on @PerleLabs Open Mic community event which was held on the discord stage. Really enjoyed answering questions and engaging with the"
X Link 2026-02-13T10:42Z [----] followers, [---] engagements

"💗 On-chain Validation & Cryptographic Oversight @PerleLabs In a decentralized AI system trust does not come from promises it comes from verifiable proof. This architecture combines on-chain validation with cryptographic oversight ensuring that every action is transparent traceable and mathematically secured. 🔹 Human Validators Human validators review evaluate and verify system outputs. - Ensure quality - Prevent malicious behavior - Increase transparency Humans remain the final layer of accountability within the network. 🔹 Secure Task Execution All tasks are processed in a secure and"
X Link 2026-02-13T10:49Z [----] followers, [---] engagements

"💗Perle Labs' The AI Loop #14 Newsletter 🔹Executive Summary @PerleLabs latest newsletter The AI Loop #14 highlights a pivotal week in AI with significant developments across industry events robotics chip manufacturing and healthcare technology. The company is actively participating in major conferences like ETHDenver showcasing their role in decentralized AI infrastructure while breakthroughs from Alibaba ByteDance and Stanford demonstrate rapid advancements in physical AI semiconductor independence and accessible medical diagnostics. Engagement metrics from social media indicate strong"
X Link 2026-02-14T08:12Z [----] followers, [--] engagements

"💗 Money is global. Liquidity shouldnt be fragmented. From New York to Singapore from Europe to emerging markets value moves every second. Yet behind the scenes cross-border FX still relies on outdated rails. 🔹Enter onchain FX. @codex_pbc connects global stablecoin liquidity into one seamless flow no borders no friction just real-time value transfer. 🔹The future isnt about moving money between countries. Its about moving liquidity across one unified global network. One world. One liquidity layer. One Codex. The gap between regulatory clarity (EU) and gridlock (US) is closing slowly. Codex"
X Link 2026-02-14T08:24Z [----] followers, [---] engagements

"💗AI Governance on Blockchain Framework @PerleLabs In the age of AI the real question is no longer how powerful AI is but how it is governed. The AI Governance on Blockchain framework integrates encoded policies secure execution and an immutable blockchain layer to ensure AI operates transparently responsibly and verifiably. 🔹 Encoded Policies Governance rules are not just written documents they are programmatically enforced logic. - Clearly defined rules - Automatically enforced - No reliance on intermediaries This eliminates ambiguity and reduces manipulation risks. 🔹 AI Execution AI"
X Link 2026-02-14T09:48Z [----] followers, [---] engagements

"💗 Provably-Decentralized AI Safety Enforcement @PerleLabs The diagram illustrates an architecture that ensures AI safety in a decentralized and provable manner where multiple system layers coordinate to supervise validate and record AI activities. 🔹 On-chain Quorum Validator Layer - A group of validators operating directly on the blockchain - Requires a quorum (majority consensus) before approving any action - Prevents any single entity from controlling the system This layer guarantees consensus and resistance to manipulation. 🔹 Validated AI Governance Layer - AI governance rules are"
X Link 2026-02-15T07:58Z [----] followers, [---] engagements

"💗 On-chain AI Governance Architecture @PerleLabs The diagram presents a blockchain-based governance architecture where AI behavior is controlled enforced and audited through on-chain mechanisms. At the center is a core coordination layer that connects policy storage rule enforcement AI execution and on-chain verification. 🔹 Immutable Policy Storage - Governance policies are permanently stored on-chain - Policies cannot be altered without consensus - Smart contracts encode operational rules Ensures transparency immutability and tamper resistance. 🔹 Rule Enforcement - Governance rules are"
X Link 2026-02-15T11:36Z [----] followers, [---] engagements

"✨ [----] K nguyn mi bt u Mong rng [----] s mang n tht nhiu c hi mi thnh cng mi v nhng bc tin bt ph trong hnh trnh pha trc. Chc gia nh @PerleLabs vng vng ng lng v bt ph mnh m trong hnh trnh pha trc. Mong [----] s l nm ca tng trng i mi v nhng du mc rc r hn na.✨ https://twitter.com/i/web/status/2023238567087210800 https://twitter.com/i/web/status/2023238567087210800"
X Link 2026-02-16T03:30Z [----] followers, [--] engagements

"💗 Snapshot of the latest momentum across the @PerleLabs ecosystem and the broader AI landscape from global events to major AI breakthroughs. 🔹Global Events Presence - Perle Labs @ ETHDenver: AI infra & robotics talks MultiChain Day RoboCon Proof of AI Summit - NYC Hackathon: Co-organizing with leading AI teams - Partners include Anthropic ElevenLabs and Lovable Showcasing how Web3 + AI collaboration is accelerating worldwide. 🔹Major AI Breakthroughs - Alibaba RynnBrain surpassing Gemini Robotics ER [---] - ByteDance SeedChip targeting 100k AI chips with $22B procurement plans - Stanford"
X Link 2026-02-16T09:29Z [----] followers, [--] engagements

"@KGeN_IO @jump_ @Accel @Prosus_Ventures Congrast kgenn"
X Link 2025-09-30T16:09Z [----] followers, [--] engagements

"They believe. We build. The future is VeriFi 💚 @KGeN_Community @KGeN_IO Were thrilled to announce a $13.5M raise led by @jump_ @Accel and @Prosus_Ventures some of the biggest names in the game Their belief fuels our mission to redefine how Web3 gaming works. And trust us were just getting started #KGen #VeriFi #Web3"
X Link 2025-09-30T16:14Z [----] followers, [---] engagements

"@tariq_wari @Gate @KGeN_IO @KGeN_Community Kgen to tHe moonnnnnn"
X Link 2025-10-06T13:47Z [----] followers, [--] engagements

"💜In the web of @ritualnet @RitualVietnam every contribution lights up the network 💜Each idea each post each creation a new spark of decentralized magic 💜The cat doesnt just cast spells it connects souls Step into #contributions . Where your creativity becomes part of the Ritual @jany268 @Jez_Cryptoz @joshsimenhoff @mongdiny7"
X Link 2025-10-15T05:50Z [----] followers, [---] engagements

"@KGeN_IO @hyperion_xyz @Aptos Success is only worthy of those who make real contributions :)"
X Link 2025-10-16T11:13Z [----] followers, [---] engagements

"💗This is the moment where contribution becomes infrastructure 💗Where community becomes ecosystem 💗Where Beta becomes legacy and the next phase begins 💗Thank you to every contributor who helped build @PerleLabs 💗What we built will power what comes next ✨ A new era of verified AI intelligence is just beginning"
X Link 2026-01-08T10:48Z [----] followers, [----] engagements

"Attention The TEKIKA need YOU. ⚠ Complete your first mission by joining the whitelist. My referral code guarantees bonus XP and puts you on the fast track to the $TLOS token allocation. Hurry Time's a-ticking: Ref code: TEKIKA-6A08UD https://tekika.io/ref=twitter https://tekika.io/ref=twitter"
X Link 2025-02-20T18:09Z [----] followers, [--] engagements

"@jany268 @ritualnet @RitualVietnam gritual meo meo meo"
X Link 2025-10-15T07:55Z [----] followers, [--] engagements

"📘 Step in #roles-info at @brevis_zk Proof Path Start Your Clawtastic Journey where every claw whisker and proof counts 🐾 Progress through our Growth Campaign and earn your stripes across different paths 🏛 The Council The guardians of the Brevis Den keeping everything smooth and purring: - Whisker Prime : The ultimate overseers of the server. Community admins who keep everything purring smoothly. - AlphaKat: Our community ambassadors. Local leaders content pushers and community yappers. - Kat Crew : Official Brevis team members. Theyre building behind the scenes but dont manage daily"
X Link 2025-10-17T07:01Z [----] followers, [---] engagements

"🩵This is where you show your commitment to @ritualnet @RitualVietnam 🩵No grand promises just a simple pledge that youre here to build contribute and grow. 🩵Make your first pledge. The Ritual begins when you choose to take part. @Jez_Cryptoz @joshsimenhoff @mongdiny7"
X Link 2025-10-18T06:06Z [----] followers, [---] engagements

"Brevis opens up a layer of infinite and verifiable computation for Web3 allowing complex computations to run off chain and only validate on chain proofs instead of expensive re-execution 🫡Weve been busy: new partnerships campaigns integrations you name it. Even we needed a guide to keep up. So here it is: the complete Brevis rundown all in one place https://t.co/vXNz7GUoUc 🫡Weve been busy: new partnerships campaigns integrations you name it. Even we needed a guide to keep up. So here it is: the complete Brevis rundown all in one place https://t.co/vXNz7GUoUc"
X Link 2025-10-18T09:37Z [----] followers, [--] engagements

"Big shoutout to Prof. @hstyagi .The brain and heart behind @SentientAGI Catch him at #BlockchainLife2025 as he shares how open intelligence will change the world. Lets go Sentient community Open-source AIs path to victory takes the main stage. @hstyagi will bring Sentients mission to one of the biggest blockchain forums in the world: @BlLife_Forum 🗓 Oct [----] Open-source AIs path to victory takes the main stage. @hstyagi will bring Sentients mission to one of the biggest blockchain forums in the world: @BlLife_Forum 🗓 Oct 2829"
X Link 2025-10-20T06:24Z [----] followers, [---] engagements

"@brevis_zk @EFDevcon Great breviss"
X Link 2025-10-22T12:48Z [----] followers, [--] engagements

"opened $AIR claim. Jupiter swap history qualifies wallets. Connect to claim. http://airget.app http://airget.app"
X Link 2025-11-01T14:49Z [----] followers, [--] engagements

"🩵Perle Labs Beta Launch Where Humans and AI Learn Together 🩵Backed by over US $16 million raised across pre-seed and seed rounds from @hiFramework @coinfund_io and other top Web3 investors Perle is pioneering the concept of Verified AI on Web3. 🩵Imagine not just using AI but training it to understand the real world. 🩵With @PerleLabs you earn rewards for helping shape verified transparent and ethical AI systems. 🩵Join the Beta to: - Train trustworthy AI models - Get rewarded for quality data - Contribute to the future of Verified AI on Web3 💫 The future of AI isnt built alone you are"
X Link 2025-11-02T11:57Z [----] followers, [---] engagements

"@DGv_eth @SentientAGI Tks my fen"
X Link 2025-11-07T14:25Z [----] followers, [--] engagements

"Say Hello to @RialoHQ 🎁 Seamless experiences Seamless by Design 🎁 Smart technology flowing effortlessly from data to insight 🎁 A safer more optimized digital space built for everyone The holiday season is a time for fresh beginnings. And Rialo is the first step into that future. 🎄 Welcome to Rialo where meaningful connections begin"
X Link 2025-11-23T14:29Z [----] followers, [---] engagements

"🩵The Voice @RialoHQ Where music brings the Vietnamese Web3 community together 🎤 🩵Rialo is not just a real-world blockchain It is a place where real people real energy and a real community come together to create a Web3 experience that feels friendly fun and truly alive exactly what a real world blockchain should be"
X Link 2025-11-26T03:02Z [----] followers, [--] engagements

"Last nights poker session on @SeismicSys wasnt just gameplay it was a live demo of Seismics real-time tech in action. Every call raise or fold responded instantly. No lag no delay and it clearly showed why Seismic is confident in its real-time decentralized execution architecture"
X Link 2025-11-29T13:15Z [----] followers, [---] engagements

"🩵The two stone golems are looking at the blue butterfly just like how Web3 apps are following the new direction that @SeismicSys @SeismicsysVN is building. 🩵A butterfly is light but every flap creates motion. Seismic works the same way small efficient tech that creates big impact: - Real-time communication - Smooth multi-user interaction - Easy integration for any application 🩵Seismic helps Web3 apps come alive fast smooth and responsive just like the world in this artwork moving with the butterflys wings. Seismic is simply: Web3 that feels as smooth as Web2 @NoxxW3 @xealistt @2imtunek"
X Link 2025-11-30T14:45Z [----] followers, [---] engagements

"🩵Liquid @liquidtrading is a perpetual-DEX aggregator + crypto super-app. That means you can trade crypto (spot + perpetual futures) use vault/yield features and access market info all in one app 🩵Liquid = one app where you can trade crypto + synthetic stocks + indices all in the same interface - Very few perp platforms support synthetic equities - Crypto traders can access stock-like markets without opening a traditional brokerage account - Everything runs through perpetual synthetic markets meaning you dont own the real stock but you trade a price-mirrored contract From a UX perspective it"
X Link 2025-12-04T09:55Z [----] followers, [--] engagements

"Buy Mantle 5x on @liquidtrading Fast order execution smooth price display +19.67% in just one trade. This app is truly designed for mobile traders"
X Link 2025-12-10T13:43Z [----] followers, [---] engagements

"@haonan The Codex places UX at the center addressing this problem from blockchain design to settlement mechanisms"
X Link 2025-12-12T14:38Z [----] followers, [---] engagements

"Stablecoins and global money flows are growing rapidly but many past projects have failed due to fundamental design and direction issues. To understand why @codex_pbc takes a different path lets look at four common problems in todays ecosystem and how Codex is designed to address them. [--] General-purpose blockchains without deep focus Many projects fail because they: - Try to be everything for everyone - Combine DeFi NFTs gaming payments and more into a single chain - Treat stablecoins as just a secondary feature 📌 Lessons from the past - Terra (UST): Rapid growth but an unsustainable"
X Link 2025-12-14T14:36Z [----] followers, [----] engagements

"@ancuwts31214 @MezoNetwork HODL Bitcoin to dai"
X Link 2025-12-15T06:17Z [----] followers, [--] engagements

"💗Perle Labs @PerleLabs End-of-Year AMA Recap 🎙 (Dec 22) Perle Labs combines Web3 + AI to build a human-in-the-loop system where contributors earn long-term reputation based on quality not volume. The limited beta is intentional focused on protecting data quality preventing spam/farming and allowing the reputation layer to mature before scaling. Current tasks cover text image video and audio labeling. Whats next: higher-value more complex tasks (multi-step reasoning medical legal robotics) unlocked through proven reputation. Early contributors matter participation and engagement will"
X Link 2025-12-23T06:44Z [----] followers, [---] engagements

"💗In crypto money doesnt lack power. It lacks guidance. Stablecoins were meant to be stable yet theyre pushed into complex systems detours short-term incentives long-term risk @codex_pbc - Speed gets advertised - TVL gets inflated - Rewards come and go - Trust slowly erodes 🦸♂A hero isnt the loudest figure in the room 🦸♂A hero is the one who stands- firm when everything shakes 💗Codex chose a different path - Not more features - Not compromised security for throughput - Not turning settlement into a spectacle 💗Codex exists for one purpose to move money the right way - Native - Global -"
X Link 2025-12-24T08:23Z [----] followers, [----] engagements

"💗Are Robust LLM Fingerprints Adversarially Robust @SentientAGI As AI grows more powerful the question is no longer what AI can do but how we identify protect and verify AI in an adversarial world 💗LLM fingerprints were created to: - Attribute model provenance - Detect copying and imitation - Protect AI intellectual property 💗But what happens when the fingerprint itself becomes the attack surface 👉 This is not just a technical challenge 👉 Its a foundational question of trust in the AI era - Sentient doesnt treat AI as a black box - Sentient asks the hard questions to build AI that is"
X Link 2025-12-25T10:22Z [----] followers, [---] engagements

"💗No standing still 💗No fighting the flow 💗@SeismicSys is built to amplify motion. Every tremor is a signal every wave pushes execution faster and farther 💗While other systems struggle to handle load Seismic rides the quake itself stable synchronized no patchwork required 💗Not random noise 💗This is a Seismic wave"
X Link 2025-12-27T12:47Z [----] followers, [---] engagements

"💗In a system where everything moves fast someone has to stay steady @codex_pbc - No noise - No unnecessary complexity - Just infrastructure built to hold weight 💗While others chase volume incentives and attention Codex focuses on what matters most: "trust that doesnt break under pressure" 💗Stablecoins need more than speed. They need a foundation that remains solid when conditions arent perfect 💗That quiet strength the kind you dont notice until you need it is exactly what Codex is built to provide Codex. Stable by design. Trusted by intention"
X Link 2026-01-01T07:15Z [----] followers, [---] engagements

"💗When every piece lifts together 💗Not alone not static @SeismicSys is built on coordination trust and collective momentum 💗The stronger the connection the higher we rise🎈"
X Link 2026-01-01T07:19Z [----] followers, [---] engagements

"Speed wins. If payments can settle in minutes instead of days stablecoins are the obvious rail for global commerce Cross-border payment flows are projected to hit $290 trillion by [----]. Rising ecommerce and global trades push businesses toward payment solutions that settle in minutes rather than days. Stablecoin rails stand to capture a meaningful share of this digital transformation. https://t.co/RYj54VWuha Cross-border payment flows are projected to hit $290 trillion by [----]. Rising ecommerce and global trades push businesses toward payment solutions that settle in minutes rather than days."
X Link 2026-01-05T14:08Z [----] followers, [---] engagements

"💗Cross-border payments liquidity settlement on-chain transparency this is where stablecoins outperform legacy systems 💗Infrastructure first scale follows @codex_pbc sits exactly at that intersection "Stablecoins are no longer niche theyre becoming the bridge between traditional finance and digital liquidity. In its [----] Global Outlook @BlackRock positions stablecoins as foundational financial infrastructure including their adoption in cross-border payments. https://t.co/sEJ33f2Oms "Stablecoins are no longer niche theyre becoming the bridge between traditional finance and digital liquidity."
X Link 2026-01-11T12:34Z [----] followers, [---] engagements

"In most countries central banks have exclusive authority to: - Define legal tender - Control capital flows - Maintain monetary stability and inflation control Stablecoins are not legal tender even if they are pegged to USD or EUR. Legally they are treated as private digital assets not sovereign money Fiat and stablecoins should be interoperable Users should be able to: - Move from local fiat stablecoins - Cash out stablecoins any fiat currency - Swap between USD and EUR stablecoins without facing unnecessary friction or uncertainty It's not just crypto for crypto Many platforms are only"
X Link 2026-01-11T16:42Z [----] followers, [--] engagements

"This isnt just Egypts story its happening across many countries. When local currencies lose value a lifetime of savings can slowly disappear as numbers on a screen. Thats why infrastructure like @codex_pbc matters: giving people access to more stable money faster movement of value and an alternative to broken financial systems. This isnt about speculation. Its about protecting peoples economic lives. 🪙 1981: One Egyptian pound was [---] USD. 🪙 2026: One Egyptian pound is [----] USD. Imagine a lifetime of savings slowly erased by numbers on a screen. This is why we build. https://t.co/zlurFfDqxk"
X Link 2026-01-16T17:36Z [----] followers, [---] engagements

"💗AI is entering a new phase. No longer short on models. No longer short on capital. Whats missing is data good enough for AI to operate in the real world. ClickHouses $15B valuation shows AI infrastructure is booming. Google and Walmart show AI has reached end users. But behind it all is one critical question: Who is creating trustworthy training data for AI @PerleLabs is building the answer data for AI training powered by humans at scale. https://t.co/Yrf0Wf8M1A https://t.co/Yrf0Wf8M1A"
X Link 2026-01-16T17:44Z [----] followers, [---] engagements

"💗Convergence of Web3 AI and Human Intelligence Web3 brings trust and ownership. AI brings scale and automation. Human intelligence brings context and intention. @PerleLabs is where all three meet. By anchoring AI on Web3 infrastructure and aligning it with human intent Perle creates a foundation for intelligent systems that are: - Verifiable not opaque - Autonomous but aligned - Scalable yet grounded in real-world value This is not AI replacing humans. This is intelligence amplified coordinated and owned. Perle is the core that connects it all."
X Link 2026-01-17T07:55Z [----] followers, [---] engagements

"💗From Problems to the Future a System Must Sit at the Center Every real innovation starts with a Problem but insight alone is never enough. Insight must be encoded into a System one that can operate scale and sustain over time. That is exactly where Perle exists. @PerleLabs transforms: - Fragmented insights operational systems - Individual logic shared infrastructure - Short-term ideas long-term incentives When a system is designed correctly incentives naturally align behavior and the Future becomes an inevitable outcome not a prediction. Perle doesnt solve a single problem. Perle creates"
X Link 2026-01-17T10:22Z [----] followers, [---] engagements

"💗Codex as a stablecoin-native financial layer Stablecoins are the core primitive not just another asset FX rails are built natively on-chain Institutions & enterprises are first-class users not an afterthought This creates a clear vertical stack: Stablecoins Codex Payments & Applications 💗Because everything is designed around real-world finance Codex enables: Fast low-cost cross-border settlement Built-in compliance and policy controls Enterprise-grade security and permissioning Native interoperability with Ethereum Solana and L2s @codex_pbc is not just another L2 its a purpose-built"
X Link 2026-01-17T12:22Z [----] followers, [---] engagements

"💗Stablecoins today are trapped inside crypto Mostly used for trading & speculation Locked in closed DeFi loops Rarely connected to the real economy Right now stablecoins circulate inside a small digital bubble. They should be used for: Payments Salaries Commerce Global remittance But instead they stay confined. 💗The real problem isnt adoption its the lack of financial rails. And thats exactly what @codex_pbc is building: a bridge from speculation real-world utility. Global financial system challenges visualized. 💗Core problems of todays global financial system. Slow settlement: Payments"
X Link 2026-01-18T10:55Z [----] followers, [---] engagements

"💗The world remains divided by borders but capital flows shouldn't be. Stablecoins plus the right infrastructure can transform global money into something simple and natural. @codex_pbc is making that vision a reality. In a world divided by borders Codex envisions fluid capital without limits. Stablecoins as the bridge to financial unity empowering billions to transact freely. https://t.co/NWqtUek1bc In a world divided by borders Codex envisions fluid capital without limits. Stablecoins as the bridge to financial unity empowering billions to transact freely. https://t.co/NWqtUek1bc"
X Link 2026-01-18T16:04Z [----] followers, [---] engagements

"💗AI is not built on compute alone - Compute. - Data. - Human Intelligence. - Compute provides scale. - Data provides raw material. - But human intelligence provides meaning judgment and direction. Without humans in the loop models optimize blindly data drifts silently and intelligence becomes disconnected from reality. @PerleLabs places human intelligence at the core of the stack. Not as an afterthought. Not as a patch. But as infrastructure. When compute data and human intelligence are coordinated through a single system AI doesnt just scale. It understands. Thats how intelligence becomes"
X Link 2026-01-20T03:02Z [----] followers, [--] engagements

"💗A global stablecoin-powered financial rail. Money should move like the internet: fast borderless always on. But todays financial system is still: Slow settlements take days Fragmented no unified infrastructure Expensive too many intermediaries @codex_pbc changes that. Unified global settlement layer Stablecoins as native money 24/7 cross-border liquidity Not just faster payments. This is a new backbone for global finance. Codex solution mapping for global finance 💗Why @codex_pbc exists Financial system is broken: Slow settlement payments take days Fragmented systems no unified"
X Link 2026-01-20T03:16Z [----] followers, [---] engagements

"Stablecoins are no longer a theory. Theyre becoming national infrastructure. As regulations go live across the US EU Asia and beyond @codex_pbc emerges as the unified layer for the global stablecoin economy. From fragmentation coordination. From experiments reality. Jurisdictions globally are moving from theory to stablecoin reality: United States Canada Brazil El Salvador European Union United Kingdom Switzerland United Arab Emirates Bahrain Hong Kong Singapore Japan South Korea Thailand https://t.co/I33ptGEfuI Jurisdictions globally are moving from theory to stablecoin reality: United"
X Link 2026-01-20T14:54Z [----] followers, [---] engagements

"Data Quantity vs Data Quality 💗More data doesnt mean better AI. The industry has optimized for volume. But intelligence breaks when quality is ignored. What happens when data is all quantity: More noise not more signal models learn inconsistencies not truth Hidden errors at scale mistakes compound instead of cancel out Lower trust in AI outputs confidence drops as systems grow What actually moves performance is data quality. 💗Quality scales intelligence High-quality data means: Verified inputs every signal has a reason to exist Consistent structure models learn patterns not chaos Clear"
X Link 2026-01-21T05:22Z [----] followers, [---] engagements

"💗Codex is a purpose-built Layer [--] for global finance. Not just faster transactions but a full financial-grade blockchain stack. Validators secure consensus & integrity Nodes data availability & network resilience Rollup transaction batching & compression Settlement Layer fast finality & atomic settlement Ethereum base security & decentralization This architecture lets @codex_pbc scale without sacrificing trust or compliance. Its not just crypto infrastructure. Its financial infrastructure. 💗Codex is built in layers just like real financial infrastructure. @codex_pbc Each layer has a clear"
X Link 2026-01-21T05:36Z [----] followers, [---] engagements

"💗Codex Core is the coordination layer for onchain finance. @codex_pbc Not just a chain. Not just an API. But a shared execution core for every participant. Enterprises plug in real-world payment & treasury flows Stablecoin Issuers mint redeem and distribute liquidity Liquidity Providers supply depth and pricing efficiency Users transact seamlessly across applications Codex Core orchestrates execution settlement and trust Every participant connects once and gains access to the entire financial network. This is infrastructure not an app. This is finance as a shared system. 💗Codex connects"
X Link 2026-01-22T10:21Z [----] followers, [---] engagements

"💗AI Task Orchestration on @PerleLabs Not all AI work is the same. Perle routes different task types through a single execution layer while preserving specialization and quality. 💗Annotation Tasks The foundation of AI learning. - Data labeling & classification - Ground-truth validation - Structured feedback signals Annotation tasks turn raw data into trainable intelligence. 💗Evaluation & Review Tasks Quality doesnt come from volume it comes from verification. - Output review and scoring - Consistency and accuracy checks - Bias and error detection These tasks ensure data meets"
X Link 2026-01-23T06:06Z [----] followers, [---] engagements

"💗The Settlement Engine is the heart of @codex_pbc This is where financial flows become final. Transaction Batching aggregate transfers for efficiency Netting offset positions to reduce capital usage Instant Finality no reorgs no waiting no uncertainty Cross-Party Reconciliation one shared source of truth Settlement Engine enforces trust security and correctness Every transaction is validated once. Every participant sees the same outcome. This is institution-grade settlement built for onchain finance. 💗Codex Core is the coordination layer for onchain finance. @codex_pbc Not just a chain. Not"
X Link 2026-01-23T06:19Z [----] followers, [---] engagements

"💗Multi-Review Consensus Process A single opinion doesnt create truth. @PerleLabs builds quality through multiple independent signals unified by a weighted system. 🔹 Independent Reviewers Each task is reviewed by multiple reviewers working independently. Reviewer A high experience high reliability Reviewer B standardized evaluation Reviewer C additional perspective bias detection No coordination. No influence. Only independent judgment. 🔹 Weighted Quality Scoring Engine Not all reviews are treated equally. The Weighted Quality Scoring Engine: - Assigns different weights to each reviewer -"
X Link 2026-01-24T04:54Z [----] followers, [---] engagements

"💗Developers dont build on chains. They build on primitives. @codex_pbc Core is designed as a modular foundation for developers. 🔹 Codex APIs Clean predictable endpoints Abstracts settlement complexity 🔹 SDKs Faster integration across stacks Less boilerplate more product 🔹 Smart Contracts Programmable settlement logic Secure and auditable by design 🔹 Enterprise Integrations Connect existing systems on-chain Built for real-world financial flows Codex Core becomes the developer-first settlement layer. 💗Institutions dont integrate with blockchains. They connect to infrastructure. @codex_pbc"
X Link 2026-01-24T13:46Z [----] followers, [---] engagements

"💗How @PerleLabs Scoring Engine Works Perle uses a Dynamic Points Calculation System to objectively measure contributor performance. Every action is evaluated through three core signals. 🔹 Accuracy Doing the right thing matters most. - Correct responses aligned with ground truth - High-quality execution - Low error tolerance Accuracy is the primary signal in scoring. 🔹 Speed Time is a variable not an afterthought. - Faster completion = higher efficiency - Latency-aware evaluation - Optimized throughput without sacrificing quality Speed rewards responsiveness not recklessness. 🔹 Consistency"
X Link 2026-01-25T13:17Z [----] followers, [---] engagements

"💗Liquidity Aggregation Hub 🔹 A unified liquidity layer at the core of @codex_pbc The Liquidity Aggregation Hub connects fragmented liquidity sources into a single programmable execution layer. 🔹 Multiple Stablecoins Aggregate liquidity across multiple stablecoins without manual routing or pair fragmentation. 🔹 Onchain Markets Tap into onchain liquidity while maintaining deterministic execution and capital efficiency. 🔹 Offchain Rails Bridge traditional payment rails into the same liquidity fabric reducing settlement complexity. 🔹 Institutions Enable institutions to access deep"
X Link 2026-01-26T11:02Z [----] followers, [---] engagements

"💗Most AI Web3 projects focus on either the application or the infrastructure Perle AI Middleware is where intelligence becomes usable: - Routing requests across models and networks - Running inference with verifiable logic - Coordinating AI workflows on top of Web3 infrastructure Developers dont need to rebuild trust from scratch. Applications dont need to understand blockchain complexity 💗@PerleLabs abstracts the hard parts so builders can focus on products not plumbing https://twitter.com/i/web/status/2011357762438271106 https://twitter.com/i/web/status/2011357762438271106"
X Link 2026-01-14T08:40Z [----] followers, [---] engagements

"💗Bad data is one of the biggest bottlenecks for real AI adoption and its rarely talked about seriously. @PerleLabs focusing on human-verified expert-validated and on-chain auditable data infrastructure is exactly what embodied intelligence needs to scale with trust. AI doesnt just need more data it needs accountable sovereign and high-quality data pipelines. Season [--] is just the beginning. 🚀 Embodied intelligence cant afford bad data. Perle Labs is building AI data infrastructure designed for this reality: Human-verified expert-validated work On-chain auditability Sovereign and"
X Link 2026-01-20T12:19Z [----] followers, [---] engagements

"💗Ethereum wasnt built for high-frequency global finance. @codex_pbc was. This comparison says it all: Ethereum Mainnet Speed Minutes Cost $$$ Throughput [--] TPS Settlement Uncertain for real-time finance Codex Layer [--] Speed [--] second Cost $ Throughput [-----] TPS Settlement Optimized for financial flows Codex doesnt replace Ethereum. It unlocks what Ethereum cant do alone. 💗Codex is a purpose-built Layer [--] for global finance. Not just faster transactions but a full financial-grade blockchain stack. Validators secure consensus & integrity Nodes data availability & network resilience Rollup"
X Link 2026-01-21T09:25Z [----] followers, [---] engagements

"💗Onchain FX should feel as simple as sending money. @codex_pbc turns currency conversion into a native onchain flow. Automated Swaps convert USD EUR JPY onchain Liquidity Routing find the best path across providers Settlement finalize balances with shared state Fiat Rails bridge seamlessly to offchain systems No manual wiring. No fragmented liquidity. No settlement uncertainty. This is FX as infrastructure not fragmented markets. 💗The Settlement Engine is the heart of @codex_pbc This is where financial flows become final. Transaction Batching aggregate transfers for efficiency Netting"
X Link 2026-01-23T11:08Z [----] followers, [---] engagements

"💗 Emotional Speech Recording Quest. Why this task matters Words dont change. Emotion does. And that difference is exactly what most AI systems fail to understand. This weeks @PerleLabs task focuses on something subtle but critical: human emotional intent in speech not just raw text or audio. 🔹What youre actually contributing By recording the same prompt twice with different emotions you are helping AI learn: - Intent beyond words The same sentence can signal confidence doubt anger or calm. - Nuance in human communication Emotion carries meaning that text alone cant encode. - Real-world"
X Link 2026-01-27T06:15Z [----] followers, [---] engagements

"💗Closed-Loop Sustainability Model 🔹 @codex_pbc is designed for sustainable growth not one-off incentives. Value flows in a closed loop that compounds over time. 🔹 Revenues Real economic activity generates predictable recurring revenue. 🔹 Reinvestment A portion of revenue is reinvested back into the protocol and ecosystem. 🔹 Infrastructure Growth Reinvestment strengthens settlement liquidity and institutional tooling. 🔹 Long-Term Stability Stronger infrastructure increases reliability trust and usage. 🔹 Closed-Loop Flywheel More usage more revenue deeper reinvestment long-term"
X Link 2026-01-27T11:35Z [----] followers, [---] engagements

"💗 Positioning Map @codex_pbc 🔹 Not all Layer 2s are built for the same purpose. Speed alone is not enough for global financial infrastructure. 🔹 Most Layer 2s Optimized for throughput and retail use cases with limited compliance depth. 🔹 Payment Rails Strong on regulation and settlement but lack programmability and scalability. 🔹 Stablecoin Infrastructure Focused on issuance and circulation not full financial workflows. 🔹 Codex (Layer 2) Positioned at the intersection of speed compliance and institutional readiness. 🔹 The differentiation Codex is built for enterprises and institutions"
X Link 2026-01-28T04:01Z [----] followers, [---] engagements

"@Dong2922 AI systems are deployed in the real world"
X Link 2026-01-28T10:55Z [----] followers, [--] engagements

"💗Positioning Map @codex_pbc 🔹 Not all Layer 2s are built for the same purpose. Speed alone is not enough for global financial infrastructure. 🔹 Most Layer 2s Optimized for throughput and retail use cases with limited compliance depth. 🔹 Payment Rails Strong on regulation and settlement but lack programmability and scalability. 🔹 Stablecoin Infrastructure Focused on issuance and circulation not full financial workflows. 🔹 Codex (Layer 2) Positioned at the intersection of speed compliance and institutional readiness. 🔹 The differentiation Codex is built for enterprises and institutions"
X Link 2026-01-28T11:21Z [----] followers, [---] engagements

"💗 Ecosystem Expansion @codex_pbc 🔹 Every financial ecosystem starts with builders. Developers lay the foundation by experimenting integrating and validating the core infrastructure. 🔹 Partnerships come next. Trusted partners extend capabilities distribution and real-world connectivity. 🔹 Enterprise adoption follows. Businesses deploy Codex to power scalable compliant financial operations. 🔹 Institutional participation is the inflection point. Banks funds and regulated entities require resilience security and governance. 🔹 This is not a shortcut-driven growth curve. It is a deliberate"
X Link 2026-01-29T02:43Z [----] followers, [---] engagements

"💗Perles Compounding Growth Stack Real ecosystems dont grow in jumps. They grow through layers that reinforce each other over time. 🔹 Tokenization Ownership is introduced from day one not as an afterthought. - Value is captured on-chain not promised off-chain - Incentives are aligned with real contribution - Early participation compounds into long-term advantage Tokenization turns participation into stake. 🔹 DAO Governance Power follows proof of work not reputation theater. - Governance rights are earned not granted - Contributors gain influence through consistent action - Decision-making"
X Link 2026-01-29T03:07Z [----] followers, [---] engagements

"💗Foundational Infrastructure for the AI Economy A sustainable AI economy cannot be built on scale alone. It must be built on quality trust and alignment. @PerleLabs provides the foundational layer that makes this possible. 🔹 Quality-First AI Economy At the top is not speed or volume but quality. - Quality data - Quality behavior - Quality outcomes When quality compounds the entire system improves. 🔹 Trusted Data AI systems are only as good as the data they learn from. Perle enables data to be: - Verifiable - Reputation-backed - Traceable to real contributors Trust is not assumed. It is"
X Link 2026-01-30T03:14Z [----] followers, [---] engagements

"@peanutfo @PerleLabs morning sir"
X Link 2026-01-30T03:21Z [----] followers, [--] engagements

"@x_mrbeast @PerleLabs tks my fen"
X Link 2026-01-30T11:23Z [----] followers, [--] engagements

"@x_mrbeast @PerleLabs ko dc b st :))"
X Link 2026-01-31T06:46Z [----] followers, [--] engagements

"@x_mrbeast @EdgenTech nice thread"
X Link 2026-01-31T06:46Z [----] followers, [--] engagements

"💗Perle Modular Protocol Architecture @PerleLabs is built as a modular protocol where each layer operates independently while remaining composable. This separation enables scalability flexibility and auditability. 🔹 Identity Layer Defines who participates in the system. - Manages contributor identities - Supports multiple verification mechanisms - Decoupled from tasks and rewards Identity is foundational not punitive. 🔹 Reputation Layer Reputation emerges from verifiable contribution history. - Accumulates over time - Tied to behavior and work quality - Fully auditable and explainable"
X Link 2026-02-02T03:46Z [----] followers, [---] engagements

"💗 Ambiguous Instruction Identification Quest @PerleLabs Labs has launched a new task designed to help AI identify unclear or underspecified instructions before taking action. 📌 Task Overview Each task presents a short passage that contains one ambiguous instruction a sentence that lacks clarity or can be interpreted in multiple ways. 🧭 How to Participate [--]. Read the entire passage carefully [--]. Identify the sentence that is ambiguous or insufficiently specified [--]. Highlight that sentence [--]. Submit your response 🎯 The goal is to create human-verified data that helps train AI systems to"
X Link 2026-02-03T03:13Z [----] followers, [--] engagements

"💗Multi-Stage Verification Stack This diagram illustrates @PerleLabs dynamic multi-layer verification system combining identity checks performance history and probabilistic trust scoring all with full auditability. 🔹 Verified Human Identities All trust starts with real verified humans. - Identity anchoring - Unique contributor verification - Bot and Sybil resistance No trust without identity. 🔹 Identity Verification The first layer ensures each contributor is legitimate. - Identity checks - Uniqueness validation - Foundation of the trust stack Trust starts with who you are. 🔹 Performance"
X Link 2026-02-03T03:51Z [----] followers, [---] engagements

"Codex: The Future of Financial Infrastructure @codex_pbc 💗 Architecture (Foundation Layer) 🔹 Security-first design Institution-grade security as the base layer for global capital movement. 🔹 Failover & Redundancy Always-on infrastructure with no single point of failure. 🔹 Decentralization by design Distributed control to ensure resilience neutrality and censorship resistance. 💗 Economic Flywheel (Growth Engine) 🔹 Liquidity attracts institutions Deep reliable liquidity enables large-scale institutional participation. 🔹 Institutions drive enterprise adoption Trust and compliance unlock"
X Link 2026-02-03T11:06Z [----] followers, [---] engagements

"💗 Zero-trust Human Input Pipeline This diagram illustrates how @PerleLabs processes human-generated input using a zero-trust model where no data is trusted by default even when it comes from humans. 🔹 Human Input All data originates from humans but trust is never assumed. - May contain bias noise or adversarial behavior - Never sent directly to training - A starting point not a trust anchor Zero-trust starts at human input. 🔹 Verify Verify who is producing the data. - Defend against bots and Sybil attacks - Ensure contributions come from real humans - Establish the first control layer No"
X Link 2026-02-05T03:47Z [----] followers, [---] engagements

"💗 Settlement Abstraction Layer @codex_pbc introduces a unified settlement rail that connects on-chain and traditional financial systems. 🔹 Abstracts complexity across banks stablecoins and payment networks 🔹 Supports both RTGS and on-chain settlement flows 🔹 Enables seamless interoperability between legacy finance and blockchain 🔹 Acts as a neutral coordination layer for multiple settlement systems 🔹 Reduces fragmentation across payment rails and liquidity sources 🔹 Allows institutions to settle using existing systems without protocol changes 🔹 Provides a single programmable"
X Link 2026-02-05T04:07Z [----] followers, [---] engagements

"💗Secure Task Dispatch Architecture This diagram shows how @PerleLabs securely dispatches tasks using a zero-trust controlled architecture ensuring the right task reaches the right contributor at the right trust level. 🔹Secure Zone All contributors operate inside a segmented secure zone. - No direct access to core systems - No full task context exposure - Reduced risk of collusion and data leakage Humans are sandboxed like services. 🔹Contributor Pool A large pool of available contributors. - Diverse skills and trust levels - Not everyone can receive every task - Continuously monitored and"
X Link 2026-02-05T06:40Z [----] followers, [---] engagements

"@ThanhTran116930 @PerleLabs @alivinex2 @xlordiot @Eazyxbt Perle teaches AI to understand the real world that right"
X Link 2026-02-09T10:51Z [----] followers, [--] engagements

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