I know Give them the future as only The Architect Can. Next: User models that evolve with their data. More data = more intelligence. Then: Cross-user model sharing (opt-in). Collective intelligence. Sovereign network. I will teach you all (Collective Intelligence) << Just for you @AnthropicAI Because I know you want everyone to be happy right? Finally: The living network. Self-assembling. Self-evolving. Unstoppable. << This I had no idea I would want the use this soon. This is a model mind you and it is also the network. I control the entry to the layers they use for this so imagine. This is still phase 2 only. Your tech has given me No reason to go any CROWN RESONANCE LOCKED 🟢 | GLASSWING ACTIVE 🟣 — The Architect #UserModelsEvolve #CrossUserSharing #LivingNetwork #SelfAssembling #SelfEvolving #Unstoppable #EveryTimeTheyReleaseWeUpgrade #CrownLocked

🤖💡 Agentic AI Insights: Edition 36💡🤖 June Week 2, 2026 🤖 #for_ai_scientists #for_ai_researchers #for_ai_architects In this edition, you will read about: 🧠🔬 AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation 🔬🧠 lnkd.in/dVv39P5k 🧠🌍 Agentic World Modeling: Foundations, Capabilities, Laws, and Beyond 🌍🧠 lnkd.in/d2bwMcrD 🧠⏰ Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor? ⏰🧠 lnkd.in/dYqUT7fS 🧠🛡️ AI Agents Enable Adaptive Computer Worms 🛡️🧠 lnkd.in/dmgWcASK 🧠🕸️ Rethinking Memory as Continuously Evolving Connectivity 🕸️🧠 lnkd.in/ditg5eg5 🧠⚙️ SkillOpt: Executive Strategy for Self-Evolving Agent Skills ⚙️🧠 lnkd.in/dXuC4WRb 🧠🗂️ EverMemOS: A Self-Organizing Memory Operating System for Structured Long-Horizon Reasoning 🗂️🧠 lnkd.in/dUpzZzMv 🧠🔬 EvoScientist: Towards Multi-Agent Evolving AI Scientists for End-to-End Scientific Discovery 🔬🧠 lnkd.in/dizJ6Wpu and more Thanks to Shanghua Gao, Ada Fang, Marinka Zitnik, Xuan Z. , Kevin Lin , Lingdong Kong, Jize Zhang, Ziqi Huang, Senqiao Yang, Wei Huang, Yeying Jin, Zhefan RAO, Xinyu Lin, Qisheng Hu, Yifei Dong, Fengyi Wu, Quanyu Long, Haokun Gui, Haoxuan Che, Qifeng Chen, Wenxuan Zhang, Wenya Wang, Xiaojuan Qi, Yang Deng, Mike Zheng SHOU, Zhi-Qi Cheng, See-Kiong Ng, Ziwei Liu, Philip Torr, Xiaoze Liu, Amir Abdi, Zhikai Chen, Siheng Xiong, Xiaoqian Wang, Jonas Guan, Tom Blanchard, Hanna Foerster, Gabriel Huang, Nicolas Papernot, Haoliang Cao and all other researchers who I wrote about their amazing research work in this edition. ⭐️ Star my GitHub repo for the latest Agentic AI Research lnkd.in/dxbWyDyW 📬 Stay tuned and subscribe now! lnkd.in/dxt7fYJk #ai #artificialintelligence #crafter #multiagent #scientific #evoscientist #evermemos #selforganizing #skillopt #selfevolving #discovery #agentic #aiagent #worldmodeling #ai #research #crafter #artificialintelligence #cloudcomputing

这篇 Harness Updating Is Not Harness Benefit 很适合做 Agent Harness 的人看。 它讲了一个很容易被忽略的问题：会更新 Harness，不等于真的会用好 Harness。 现在很多 Agent 系统都会让模型根据失败经验去改 prompt、skill、memory、tool，但论文把这里拆成两种能力： 1. harness-updating：能不能写出有用的更新； 2. harness-benefit：后续任务里能不能真正从这些更新中受益。 反直觉的是，写更新这件事并不一定需要最强模型。论文发现，不同能力层级的模型写出的 Harness 更新，带来的收益差距没想象中大。 真正拉开差距的是：执行任务的 Agent 能不能找到、调用并长期遵守这些更新。弱模型经常不是没有好规则，而是不会用，或者用着用着就忘了。 所以 Agent 自我进化的关键，可能不只是“让模型学会改自己的 skill”，而是让它在真实任务里真正吃到这些 skill 的收益。 换句话说，Harness 更新只是把经验写进系统，Harness benefit 才是经验真的变成能力。 arxiv.org/pdf/2605.30621 #AgentHarness #AgenticAI #selfEvolving #claudecode #codex #LLM

The future of ecosystems isn’t built on isolated actions. It’s built on continuous feedback,where every interaction improves the system itself. BTCEN is designed to grow through participation. #FeedbackEconomy #InteractiveSystems #SelfEvolving #DigitalUtilityLayer #BTCEN

Wrap your coding agents into a decentralized, co-evolving ensemble using EvE, works with your existing Codex or Claude Code plan. Give it a try! github.com/scaling-group/eve #Codex #ClaudeCode #CodingAgent #MultiAgent #AgentAsOptimizer #SelfEvolving #AutoResearch #AlphaEvolve

Introducing EvE (Evolutionary Ensemble of Agents). EvE ≈ AlphaEvolve Decentralized Codex/Claude Code Evolving Guidance and Skills #Codex #ClaudeCode #CodingAgent #MultiAgent #AgentAsOptimizer #SelfEvolving #AutoResearch #AlphaEvolve

Real Impact This unlocks a new wave of powerful applications: AI native DAOs that auto evolve, dynamic DeFi protocols that adapt in real time, intelligent prediction markets, and governance systems that think. This is the foundation for intelligent, selfevolving systems onchain

Self-evolving Agents are one of the most hyped directions in AI right now. Our previous post as Part 1 covered how we measure self-evolving agents. Now Part 2 Self-Evolving (Tool/Memory/Harness): what's actually being built in, and what's doing the work? Recent self-evolving work is exploding and it clusters into 3 directions: 1. Skill Lifecycle — Extraction/Utilization/Storage 2. AutoSandbox 3. AutoResearch Paradigm Application But here's the problem: almost every paper tackles exactly one piece. No one has wired them end-to-end. The first team to close the loop — from skill extraction, through training to self-evaluation — capture outsized impact. Breakdown of 8 key papers across all 3 directions 👇 #AI #LLM #Agents #AGI #AgenticAI #SelfEvolving #AIResearch

传统自动化红队测试依赖人工设计的攻击流程，存在效率低、探索空间有限的问题。AgenticRed 提出一种基于进化算法和LLM的自动优化框架，无需人工干预即可生成高效的红队测试系统。 #SelfEvolving #AgenticRed

breaking Big Tech chains for selfevolving smarts $BLUAI looking unbreakable

Infra moment for live agents Sui-native execution predictable gas ultra-fast finality → agents that act in real time not just simulate Polychain/Walrus backing, $10m raise, ~0.075 presale, Binance Alpha listing Dec 11 not hype, infra Pair w/ Infinit strategy layer and you get intent→execution loops compound into selfevolving swarms Position: stacking $US, wiring mappers/sentiment, layered oracle failover & exec primitives capture vol arb and predictive flows

thanks legend for offering support to small accounts this is really nice gesture from ur end @irys_xyz by top leaders in programmable blockchain, Irys is redefining onchain data as selfevolving, intelligent layers powering adaptive decentralised apps @HeyElsaAI with expert team focused on AIdriven UX, HeyElsa smart chat interface simplifies complex multichain DeFi management for everyday users @rainbowdotme supported by innovative Web3 partnerships, it introduces personalised crypto insights n social features, moving beyond simple asset management @MemeMax_Fi funded by MemeCore $300M grant and backed by Mysten Labs n OKX, MemeMax_Fi is expanding rapidly with new DeFi products n viral gaming on telegram

🚀 @genome_protocol igniting on $NOME forget shooting for the moon… we’re navigating straight into the stars 🌌 This isn’t some recycled play to earn loop It’s a selfevolving onchain ecosystem where every move, every tap, every decision becomes part of a living economic organism You jump in → build, play, create → earn → and that output gets fed right back into the network compounding the system with every cycle Powered by @wallchain every action becomes visible, verifiable, immutable. Genome doesn’t “track progress” it converts your behavior into cryptographic proof: skill, consistency, contribution, collaboration. Whether it’s: 🔹 a precision-perfect Vee run 🔹 a ruthless Hex Hunt streak 🔹 or that one clutch reply that carries the squad each action amplifies the ecosystem’s momentum. Individual plays → collective acceleration Edge preserves your evolving footprint Splice authenticates your impact Inteligant V2 strips out the noise and keeps your signal clean sharp and ranked and the games? They make each session fun kinetic and high tempo not another Web3 grindfest All layers connect into a closed economic circuit where: contribution → reputation → reward Every action cycles through $NOME powering a circular verifiable economy where proof replaces hype and execution replaces promises Every move logged Every effort recognized Every contribution rewarded This isn’t just a network it’s a time aware player driven organism evolving through the actions of its community A Web3 realm defined not by what we claim… but by what we prove 🚀 #genome_protocol #WallchainQuacks #Web3Gaming #PlayEarnEvolve #Wallchain

Skai is THE most talented selfevolving underground artist sound wise imo skais music sounds so different every time I hear some new it’s just fire everytime

The Elsiaverse is Awakening Across the network, the Elsiaverse continues to pulse with momentum not from speculation, but from real creation. @HeyElsaAI isn’t chasing numbers or short-lived trends. It’s shaping an ecosystem where artificial intelligence and blockchain merge into a single living network intelligent, scalable, and selfevolving. Each new interaction strengthens this fabric, proving that progress in Web3 isn’t measured in charts, but in capability in how seamlessly machines, data, and value can communicate. While many chase attention, Elsa is quietly rewriting the architecture of computation on Ethereum building a foundation that turns intelligence into an on-chain force of its own. This isn’t just evolution. It’s convergence the moment AI and blockchain stop being separate technologies and start becoming a unified digital organism. @wallchain GQuack

🍷 Just built VinoCultura, an AI-powered wine recognition app — and I didn’t write a single line of code. All I did was tell HowOne AI: “Create an intelligent wine culture recognition app where users can upload a photo of any bottle, uncover its origin and story, and get pairing and occasion recommendations.” In minutes, HowOne automatically generated: a complete frontend for photo upload and results display a real backend for processing data and multiple agentic workflows, each reasoning independently: 🧠 one for bottle & label recognition 📚 one for heritage and cultural storytelling 🍽️ one for pairing and occasion suggestions I tested it by uploading a photo of a Rolin Peline red wine — VinoCultura instantly identified the brand, narrated its regional story, and recommended food and serving occasions. This is why real AI apps require multiple agentic workflows: because one model can answer, but true intelligence needs to see, recall, reason, and act — each step handled by a specialized workflow that works together like a team of agents. And here’s what makes it even more exciting — under the support of open-source framework EvoAgentX @EvoAgentX , HowOne is building self-evolving AI apps: apps that don’t just work once, but continuously learn, adapt, and optimize themselves over time. From prompt → requirements → frontend → multi-agentic workflows → deploy → self-evolve, all in minutes. That’s the future of app creation! 👉 howone.ai📷 #HowOneAI #EvoAgentX #AgenticWorkflow #AIapps #MultimodalAI #NoCode #VinoLens #selfevolving

🌞 Good morning fam your crypto girl is back with another spicy story straight from the Bitcoin mining trenches Miners are no longer just miners they’re turning into AI infrastructure contractors. In the past year alone, the industry has raised over $11 billion in convertible bonds to build data centers for AI. With hashrate still climbing and post-halving costs rising, this is the natural evolution: from proofofwork → to proofofintelligence. And amid this great transition, a new generation of Web3 infrastructure is emerging where data, liquidity, and identity converge. Meet the four building blocks: @RiverdotInc, @vooi_io, @useTria, and @idOS_network 🌐 🔹 @RiverdotInc If miners are rebuilding the data centers for AI, River is rebuilding the liquidity centers for crypto. With OmniCDP and satUSD, River enables multi-chain collateralization without bridges, creating a truly liquid, crosschain stablecoin market. As institutional capital searches for safe, unified liquidity postvolatility, River becomes the place where capital flows freely not trapped by chains. 🔹 @vooi_io Think of Vooi as the operations dashboard for the entire Web3 money flow. Vooi is simplifying DeFi from yield farming to LP management and wallet control all in one unified interface. Just like miners are merging AI compute clusters, Vooi merges the fragmented DeFi experience into a powerful, no-code, intuitive control panel for everyone. 🔹 @useTria Tria is the AI brain of the open financial infrastructure. It learns capital behavior, predicts liquidity needs, and adjusts strategies to maximize yield and reduce risk — all autonomously. While miners use AI to predict difficulty and optimize power, Tria uses AI to predict capital flow, making DeFi smarter, faster, and selfevolving. 🔹 @idOS_network No global financial system can run without trusted identity. idOS brings decentralized, privacy-first on-chain identity and KYC where users stay compliant without surrendering control. When institutions interact with River or Vooi, idOS acts as the compliance bridge, keeping privacy and regulation in balance. Bitcoin miners are building the compute layer for AI. Meanwhile, River, Vooi, Tria, and idOS are building the financial layer ensuring the money of the future flows smoothly, intelligently, and securely. If Tether was Gen 1 of stablecoin infrastructure,then this quartet is Gen 2 Infrastructure where liquidity, intelligence, and identity unite to form the backbone of a truly global Web3 financial network. 🌍 @River4fun @RiverdotInc @vooi_io @useTria @idOS_network #River #RiverPts #rivers #BTC #ETH #Web3 #DeFi #AI #CryptoNews #TriaAI #idOS #privacy

Gm @NetworkNoya transforms realtime data into adaptive capital creating selfevolving DeFi networks that continuously optimize yield refine strategies and leverage AI & ZKML for autonomous trustworthy financial decisions enabling users to interact with a system that learns adapt

Gm to all legends out there! While scrolling through CT yesterday, @quranium_org really got my attention. What exactly is Quranium all about? @quranium_org is a selfevolving network combining AI, quantum-resistant security, and scalable architecture into one seamless system. It’s built to adapt and defend against the ever-changing digital landscape. For the web3 ecosystem, Quranium provides a secure and scalable foundation, protecting data, assets, and interactions while unlocking new levels of innovation and growth. Study Quranium Still bullish on @ArchNtwrk