• Multi-Agent Reliability (from 2026 ICML, Chinese Physics B, and Openlayer guides): • Use hierarchical/orchestrator-worker patterns only; avoid peer-to-peer for sequential reasoning (performance degrades 39–70%). • Prune context aggressively; use retrieval-based memory instead of long histories. • Specialize agents narrowly—reduces hallucinations. • Add verification loops: Decider only forwards to quantum after Critic consensus. • Ready-to-use GitHub: langchain-ai/langgraph-swarm-py (swarm-style multi-agent with LangGraph), expectbugs/agents (production-ready LangGraph orchestration). • Quantum Layer Best Practices (topological compilation papers 2025): • Start with simulators (philzook58/fib-anyon (Haskell-based Fibonacci anyon distinctor), Cornell-QCA/anyon-braiding-simulator, Constantine-Quantum-Tech/tqsim (open-source Fibonacci anyon TQC simulator), Taha-Rouabah/Topological-Quantum-Computing (Python braiding gates)). • Use mixed-integer quadratic programming (MIQP) or rolling-horizon optimization (RHO) for braid synthesis—achieves 18–36% gate-count reduction with certified fidelity. • Target phase-invariant fidelity maximization for Fibonacci weaves. • Hybrid QC-HPC integration: co-locate with GPU/CPU accelerators (NVIDIA DGX Quantum reference); enforce open standards to avoid vendor lock-in. • NISQ mitigation: topological protection classical VQE/QAOA wrappers (Parrish-QAOA variant). • Tetris benchmarking GitHub: at1as/tetris-solver, ksedix/Tetris-Solver, techdude/PyTetrisSolver. • Testing & Validation: • Benchmark against classical baseline (at1as/tetris-solver). • Measure: fusion probability > 2/3 threshold, agent consensus rate, end-to-end solve time vs. brute-force. • Ethics/Safety: Keep military/space applications (guidance systems) under controlled access; public use for scientific discovery only. Newest Supporting Technology (2025–2026) • Hybrid multi-agent MAPF and decision-making frameworks (ICML 2025, Physics B). • Automated QSE/QAI pipelines for hybrid systems. • Provably optimal topological compilation (MIQP RHO for Fibonacci anyons). • QC-HPC roadmaps emphasizing real-time GPU-QPU coupling (<4 μs latency). • Quantum walk and anyon simulation advances for optimization. • Supporting GitHub for anyon braiding and Parrish-style C → Python: direct Pybind11 examples in Parrish threads; full simulators above. Key Supporting Academic Papers (2024–2026) • Parrish, K. J. (2026). “Quantum Fractals and Chaotic Discrimination: Crossings and Knots of a Harmonic Oscillator.” ResearchGate / University of Nevada, Reno. (Core fractal/knot discrimination for Parrish-Q.) • Demaine, E. D., et al. (2026). “Total Tetris: Hardness of Survival and Clearing with k-ominoes.” Journal of Information Processing. Demaine, E. D., & Rudoy, M. (2026). “Tetris is Hard with Just One Piece Type.” arXiv:2603.09958. (Canonical NP-complete testbed.) • Shi, H., et al. (2025). “Hybrid quantum─classical multi-agent decision-making framework based on hierarchical Bayesian networks.” Chinese Physics B. (Directly supports multi-agent quantum triage.) • Situ, H., et al. (2026). “Recent Advances in Quantum Architecture Search.” arXiv:2604.26289. (Near-optimal braiding for Fibonacci anyons.) • Enblad, L. (2024). “Topological Quantum Computing with Fibonacci Anyons.” DIVA thesis. (Braiding gates and universality.) • Field, B. (2018). “Introduction to topological quantum computation with non-Abelian anyons.” arXiv:1802.06176 (foundational review, still cited 2026). • Cornell/IBM Collaboration (2025). “Realizing String-Net Condensation: Fibonacci Anyon Braiding for Universal Gates…” Nature Communications. (Experimental validation of Fibonacci braiding.) Cloud Computing Resources for Deployment (2026) • AWS Braket: Unified access to IonQ, Rigetti, IQM, QuEra; simulators hybrid workflows. Ideal for Parrish-QAOA testing.

Kèo gọi vốn 50m bạn xem số token un block là ra - lúc đầu tôi bik con này trước con openlayer - nhưng thấy con này fomo vào coi test net thấy số ví hoạt động gần 2 triệu , là tôi bỏ luôn làm con kia bú gần 6k , làm ARIDROP quan trọng nhất tư duy chọn kèo nó quyết định 80%

融资500万美金的 Sixpence @SixpenceAI （原OpenLayer）是一个基于人工智能的借贷协议，大家可以交互一下 领水 ：faucet.testnet.chain.robinho… 任务 ：sixpence.xyz/borrow

EU AI Act high-risk obligations hit Aug 2, 2026. Less than 5 months out. And if you're a US company and your AI touches EU residents, you are in scope. Policy sets the standard. Our technology enforces it. Openlayer: continuous compliance mapping, real-time guardrails, audit-ready reporting. Connect with us to start governing now. openlayer.com/contact

Came to know about @SixpenceAI (openlayer) "Pre-testnet" Campaign Gave a dive into that, here what i found: >A $5M a16z-backed project built for AI data suddenly pivoting to "RWA tokenized stocks." >Their Discord and X pushing users to connect wallets to an unverified (.xyz) domain. >Co-founder Yuchen Jiang quietly left and removed the project from his LinkedIn. DO NOT interact with their Testnet, Stay safe

openlayer was backed by Mh ventures mh ventures also backed alot of -ve projects: - publicAI - sunrise - everlyn AI - heyElsa - optimum - double zero - soon - fraction AI - talus network - mind network - play AI - crestal nation - lumoz - nubit - morph - privasea - anoma - bless ensure you check if your lambo is backed by mh before you get rekt note: they also backed good pjs like vana, celestia, peaq but they -ve/ ve ratio is too large to ignore

Openlayer is now @SixpenceAI currently telling they do "on-chain yield for rwa" cool, but their account has 8 username changes, last one was may 2025 let me show you what those usernames were > 0xjomoid > jomo_network > roboturkhq > openlayerhq > sixpenceai that's not a rebrand. that's five different projects on one twitter account jomo was some identity/social thing. nobody talks about it anymore because the team stopped talking about it. the domain jomo.id literally just redirects to openlayer now. they didn't explain anything. they just moved on then came openlayer. "web proof for the internet." raised $5m from a16z, spartan, longhashvc and a bunch of others the team is ex-robinhood. one of the co-founders was also at jomo, the project they abandoned. and their head of partnerships was at ftx before it collapsed they launched a chrome extension. told people to install it and farm experience points. said a token is coming. people farmed for over a year the extension was buggy. wallet connection didn't work. no docs no explanation of how points converted to anything and when people started asking about the airdrop - the team posted a "security alert" saying there is no active airdrop now the bio says on-chain yield for rwa. completely different thing the discord is still branded as openlayer btw. still has a wallet verify link that makes zero sense in context this is the third completely different business they've built on the same twitter account. same follower count used as proof of traction to raise more vc money > people who farmed jomo got nothing > people who farmed openlayer got nothing > now sixpence is asking you to pay attention to rwa yield the pattern is simple: > pick hot narrative > run points campaign > collect data and compute > raise from vcs using follower count > never deliver token > pivot before community catches on

Many projects have shutdown or rebranded this year more than the TGEs we’ve seen. Bear market effects… Shutdown projects - Data Haven - Zeroland - Step Finance Rebranded projects - Pi Squared → Fast - OpenLayer → Sixpence Many more projects will still shut down. not every projects worth clicking now Save your times broski

Finally proud… Launched several “meh” projects before. This time it’s different. Instead of building yet another AI tool/agent, I made every AI tool & agent much more powerful. How? In OpenLayer: create a page, add your info, share the public link → AI instantly gets your full context. Try it: openlayer-dev.vercel.app/

Just in the last 18 months. $1 Billion How many of the below are winners? The ones that launched a token: Eigen Layer - $170m total raise! $500m Series B val → EIGEN now at FDV $350m Layer Zero - $55m token buy earlier rounds, $3B Series B val → ZRO now at FDV $1.9b Babylon - $15m token sale → BABY now at FDV $130m Walrus - $140m token sale → WAL now at FDV $400m Jito - $50M strategic raise → JTO now at FDV 270m Equity: Phantom - $150m Series C, $3B val Talos - $45m Series B, $1.5B val Daylight - $15m Series A/B: XMTP - $20m Series B Halliday - $20m Series A Towns - $10m Series B Seeds: Kairos - $2.5m Seed Cork Protocol - $5.5m Seed Votre - $3.75m Seed Seismic - $10m $7m Seed ZAR - $12.9m $7m Seed Inference - $11.8m Seed Bastion Platforms - $14.6m Shield - $5m Seed Reflect - $3.75m Seed TACEO - $5.5m Seed Poseidon - $15m Seed PrismaX - $11m Seed Catena Labs - $18m Seed KYD Labs - $7.1m Miden - $25m Seed Inco Network - $5m Strategic ORO - $6m Seed Glider - $4m Mahojin - $5m Seed Cambrian Network - $5.9m Seed Ambient - $7.2m Seed Legend - $15m Seed Universal - $9m Pod - $10m Seed Merit Systems - $10m Seed vlayer labs - $10m Pre Seed OpenLayer - $5m Seed OpenTrade - $7m Strategic Loop Crypto - $2m Strategic Launcher Capital - $4m Seed Rumi - $4.7m Pre Seed Oncade - $4m Seed Sekai - $3.1m Seed Scrypted - $1.5m Pre Seed Mbd - $3m Pre Seed Future Primitive - Strategic Axal - $2.5m Pre Seed

真正的问题不是： “RSS3 会不会成为 Web3 Google？” 而是： Web3 是否允许一个中心化 Google 出现？ 如果答案是否定的，那么： 信息层必须是开放网络。 RSS3 选择的是协议层路径，而非产品层路径。 Standards > Products. #OpenLayer #Web3Future #Decentralization #RSS3

We’ve been recognized! Openlayer is named a Representative Vendor in the 2026 Gartner® Market Guide for AI Evaluation and Observability Platforms. As AI adoption scales, we’re proud to provide the unified governance and observability teams need to build trust. Check out the blog for all the details: openlayer.com/blog/post/open…

How many times have you missed or lost a domain auction and thought about it for months after? You can beat that with a good routine and strong proxy bids. Make DSAD part of that routine. Here are a few names I saw there that I liked today Paxful. com @Dynadot Theologic. com @Namejet Rural. net @GoDaddy OpenLayer. org @Catched10 SOT. com @Sedo CryptoBar. com @atomHQ

muito bom! aqui no openlayer estamos usando linear e slack, a integração é absurda mesmo

after $grass, grifters masquerading as depin airdrops. we spent time and data running their extensions, only to get nothing sixpence (openlayer) gradient 3dos stork bless naoris minion pipe teneo primus huddle open ledger oasis ai functor blockmesh nodepay they all failed 🚮

Openlayer is now live on the Azure Marketplace. Procure AI governance & observability directly through Azure to run GenAI and ML systems with real operational control. 👉marketplace.microsoft.com/en…

Top Projects Backed by A16z CSX Accelerator (Pre-Mainnet/Pre-TGE) 𝖺16𝗓 𝖢𝖲𝖷 (𝖢𝗋𝗒𝗉𝗍𝗈 𝖲𝗍𝖺𝗋𝗍𝗎𝗉 𝖠𝖼𝖼𝖾𝗅𝖾𝗋𝖺𝗍𝗈𝗋) 𝗂𝗌 𝖺𝗇 𝗂𝗇𝗍𝖾𝗇𝗌𝗂𝗏𝖾 𝖺𝖼𝖼𝖾𝗅𝖾𝗋𝖺𝗍𝗈𝗋 𝗉𝗋𝗈𝗀𝗋𝖺𝗆 𝗋𝗎𝗇 𝖻𝗒 𝖺16𝗓 𝖼𝗋𝗒𝗉𝗍𝗈, 𝖽𝖾𝗌𝗂𝗀𝗇𝖾𝖽 𝗌𝗉𝖾𝖼𝗂𝖿𝗂𝖼𝖺𝗅𝗅𝗒 𝖿𝗈𝗋 𝖾𝖺𝗋𝗅𝗒-𝗌𝗍𝖺𝗀𝖾 𝖿𝗈𝗎𝗇𝖽𝖾𝗋𝗌 𝖺𝗇𝖽 𝗉𝗋𝗈𝗃𝖾𝖼𝗍𝗌 , 𝖲𝗈𝗆𝖾 𝗆𝗂𝗀𝗁𝗍 𝗅𝖾𝖺𝖽 𝗍𝗈 𝖻𝗂𝗀𝗀𝖾𝗋 𝗂𝗇𝗏𝖾𝗌𝗍𝗆𝖾𝗇𝗍 𝖿𝗋𝗈𝗆 𝗍𝗈𝗉 𝗏𝖼𝗌. AI (Artificial Intelligence) ➠ @PrismaXai : AI for robotics,teleoperation,visual models. Total Raised $11M from CSX ➠ @inference_net : Builds and hosts custom AI models tailored to specific use cases. Total raised $12.3M ➠ @MahojinAI : Image generation and remixing platform. Total Raised $5.5M ➠ @getoro_xyz : Decentralized platform for private data unlocking (zkTLS/TEE). Total raised $6.5M ➠ @CambrianNetwork : AI infrastructure protocol that turns onchain and offchain data into rapidly accessible financial intelligence Total Raised $6.4M ➠ @pinai_io : Open platform for personalized artificial intelligence and on-device AI Total Raised $10M ➠ @RumiLabs_io platform that transforms traditional media consumption into an interactive and rewarding experience Total Raised $4.7M ➠ @launchercapital : AI-driven multi-agent systems that interact, learn, and adapt within dynamic environments. Total Raised $4M ➠ @SixpenceAI (formerly openlayer) : AI-powered data layer where users can contribute and validate data through a Chrome extension, earning points in return Total Raised $5M ➠ @OpenGradient : A decentralized platform that provides scalable AI compute on-chain Total Raised $8.5M DeFi ➠ @glider__ : On-chain portfolio automation. Raised: $4M. ➠ @reflectmoney : Yield-bearing stablecoins on SVM/Solana Total Raised: $3.75M PRIVACY ➠ @TACEO_IO : Network for Private Shared State, powered by coSNARKs and Multiparty Computation. Total Raised $5.5M ➠ @inconetwork : A modular confidentiality layer enabling encrypted smart contracts on existing chains Total Raised $10M ➠@OpacityNetwork : A (ZKP) protocol that enables trustless verification of information without revealing details Total Raised $13.4M L1/L2 (Layer 1/2) ➠ @poddotnetwork : L1 primitive that takes transactions as input and produces a log (sequence of transactions) as output Total raised $10M ➠ @ambient_xyz : L1 chain that integrates Solana SVM compatibility with a Proof of Work mechanism Total Raised $7.8M ➠ @t1protocol : L2 infra designed to achieve composable scalability, cross-chain interoperability and low-latency for superior UX Total Raised $2.5M TOOLS ➠ @blocksense_ : decentralized and permissionless protocol designed to efficiently create and consume oracle data feeds using ZK rollup technology. Total Raised $4M ➠ @fermah_xyz : Proof generation market platform that provides affordable and reliable infrastructure for generating zero-knowledge (ZK) proofs Total Raised $5.2M ➠ @magicblock : A network built on top of Solana for developing open, decentralized games and consumer applications. Total Raised $10M ➠ @vlayer_xyz : A trustless verifiable data infrastructure powered by zero-knowledge proofs Total raised $10M ➠ @OncadeX : Web3-native game distribution platform Total Raised $4M Most pj here are super early and still pre-tge , as 𝙰𝚕𝚠𝚊𝚢𝚜 𝙳𝚈𝙾𝚁 . . . Drop a like/repost/bookmark if you're in 👇👀

OpenLedger is tackling one of the hardest problems in Web3: aligning open data contribution with long-term incentives. Tokenized participation only works if quality, transparency, and attribution are enforced at scale. If OpenLedger succeeds here, it could become a foundational layer for decentralized data economies evoloving beyond speculation. #OpenLayer #Kaito @OpenledgerHQ

As data coordination becomes more decentralized, projects like OpenLayer highlight the importance of verifiable and permissionless data flows. The real value isn’t just access, but ensuring long-term integrity and alignment between contributors. If executed well, this model could reshape how open data ecosystems evolv over time. #OpenLayer #Kaito @OpenledgerHQ