`type AgentOS = { orchestrator: Tool; memory: Context; flow: ControlFlow; }` 分かります。単にチャットで正解を求めるだけだと、いつまでもプロンプト調整の沼から抜け出せない。これからはタスクを完結させる「仕組み」を設計する視点が重要。

AgentOS

Captain's Log 12.06.2026 Learning Machines is live on the AgentOS UI. Some quick background: Agno (at the time phidata) launched support for agent memory in early 2024. At the time we were one of the first (alongside MemGPT) tackling memory for AI agents. Over time, we realized that (memory = learning) and agents should continuously learn about the user, the projects they're working on and the entities they interact with. Our thesis continues to be that chat history is not memory and true agentic memory requires continuous learning from every interaction, from the environment, and in the background. We launched Learning Machines earlier this year with 6 learning stores and full support on the SDK. But a small team growing commercial priorities meant we never got time for the UI till @pritisinghhhh got tired of all the requests and hacked it together this week. Add a Learning Machine to your agent and give it the ability to learn 6 types of knowledge. Incredibly proud of the team for getting this out while running multiple other high priority projects.

Every "agent OS" on the market is an orchestration layer in a costume. Astrid is the first AgentOS that's actually an OS. Linux for a world with no human at the keyboard.

AgentOS is a huge category.

I gave a keynote at CASPA this weekend, to a room of students and their parents. Most people don't lack ideas or passion. They lack a system to turn an idea into something real. That's what I'm building AgentOS for. One person. 30 AI agents. clawbot-ai.app/

This new Claude Fable 5 setup literally replaces a full staff. Running a business is too much work for one person. But you do not need to hire more people right now. I built a team of 20 smart agents. They work 24 hours a day to get your tasks done. Claude acts as the boss of the whole system. It is super easy to set up. Drop the word AgentOS in the comments. I will DM you the link to the free guide.

AgentOS

Every completed task earns XP, helping you position yourself for potential rewards when $UNC launches. ⚡ What’s New? 🔥 Epoch 3 is officially live 🤖 AgentOS Early Access Builder Program

Unicity Labs Epoch 3 Has Arrived @unicity_labs The road to AgentOS and the $UNC Token Generation Event is heating up, and early participants are still earning XP that could contribute to future rewards. 💰 $3M Raised 🎁 Confirmed $UNC Airdrop 💸 Free to Participate

Thankful to every one supporting the movement towards the #AgentOS!

@WorldClawAI: unified router for 300 AI models, paid in stablecoins on BNB Chain, as the first product in WorldClaw's broader AgentOS

$NETX @netx_world research content for those who want to read something interesting! You can read below the AI summary of the recent updates from Japan's LDP Financial Investigation Committee @weajapan @NSS_StarPayX @kouhou_nss **Executive Summary: LDP Financial Investigation Committee (金融調査会) Policy Recommendations (2026)** These three PDFs are recent policy proposals/recommendations (April–May 2026, Reiwa 8) issued by the Liberal Democratic Party (LDP) of Japan’s Financial Investigation Committee and its subcommittees/project teams. They outline a forward-looking vision for Japan’s financial sector to support a “strong economy,” regional revitalization, corporate competitiveness, and global leadership in digital finance. The documents assign a central role to the **Financial Services Agency (FSA / 金融庁)** as a coordinator and “command tower” (司令塔), while emphasizing public-private collaboration. ### Core Themes Across the Documents 1. **Financial Sector as Growth Engine (“Strong Economy” Realization)** Banks and financial institutions (including regional ones) should expand beyond traditional lending into investment banking services (capital markets, M&A advisory, business regeneration, equity-like financing based on business plans/future value). This supports growth investments in strategic sectors, AI, and regional economies. 2. **Regional Financial Power Enhancement (“地域金融力”)** Strengthen regional banks’ capabilities in investment banking, create new “main bank” services tailored to local needs, and link them to national strategies like the “Strategic Industry Cluster Plan.” Regulatory easing (large exposure rules, investment company regulations, capital requirements) and support via REVIC or similar entities are proposed. 3. **Corporate Governance & Accounting Reforms** Early revision of the Corporate Governance Code to prioritize substantive (not just formal) measures that promote mid-to-long-term corporate value and growth investments (R&D, human capital, intangibles, regional contributions). Other priorities include: - Timely disclosure of securities reports before shareholder meetings (target: 3 weeks prior). - Mandatory sustainability disclosures third-party assurance (starting with large prime-listed companies). - Easing disclosure burdens for startups to facilitate growth funding. - Strengthening audit firms/CPAs (especially smaller ones) through talent development, digitalization, networking, and quality support while avoiding overly punitive inspections. - Robust responses to accounting fraud. 4. **World-Class Payment Architecture in the AI & On-Chain Era (Major Focus)** This is the most forward-looking and detailed section. Japan must build a “world highest standard payment architecture” to avoid falling behind globally, maintain currency sovereignty, ensure stability/user protection, and capture benefits of programmability, 24/7/365 operations, and AI/agent-driven commerce (“エージェンティック・コマース”). - **FSA as payment command tower** (with Bank of Japan and Ministry of Finance support); organizational expansion recommended. - Expand FSA’s Payment Innovation Project (PIP) for on-chain experiments: 3-megabank stablecoin issuance, blockchain-based securities settlement, tokenized deposit transfers, trade finance use cases, etc. - **7 Strategic Directions**: Competition user choice; interoperability/collaboration to avoid silos; maximize programmability & 24/365 benefits; maintain financial stability & intermediation; flexible regulation/tech response (including quantum risks); global usability & international signaling; cross-system interoperability. - Institutional frameworks for stablecoins (reserve assets, lending rules, etc.), DeFi/wallet oversight, AI supervision in markets/institutions (herding risks, exclusion risks), and public fund disbursement use cases. - Coordination with traditional systems (e.g., Zengin system upgrades by Japanese Bankers Association targeting ~2030). **Overall Objective**: Proactive modernization of Japan’s finance to drive economic growth and productivity in the digital/AI age, while safeguarding stability, trust, and sovereignty. The proposals are ambitious, implementation-oriented, and position FSA as a proactive leader in digital finance coordination rather than a pure regulator. ### Connection to NetX Network (netx.world / @netx_world) **NetX Network** is a Web3 economic platform focused on a self-evolving, open economic infrastructure powered by **trusted computing** (TEE/ZKP), **AI modular protocols** (MCP), multi-chain architecture, and real-world asset (RWA) integration. Its core offerings include: - **Nexus**: Unified infrastructure for AI and payments with verifiable execution. - **AgentOS**: Environment for AI agents to operate, coordinate, and transact autonomously via smart contracts (“agentic” capabilities). - **Payments**: Integration with dozens of payment systems and blockchains to advance commerce from Web2.0 to 3.0, enabling digital assets (including stablecoins) to circulate in the real economy. - **NETX token**: Central value engine for protocol operations, asset settlement, incentives, and network security. **Strong thematic and practical overlaps** with the LDP/FSA proposals exist, particularly in the payment innovation pillar: - **Direct alignment on payment architecture goals**: NetX emphasizes on-chain/stablecoin payments, programmability, 24/7 operations, trusted/verifiable execution, interoperability (multi-chain traditional rails), RWA/tokenization, and AI/agent-driven economic activity — precisely the areas highlighted in the “7 directions,” PIP expansions, stablecoin frameworks, and AI supervision discussions. - **Japan-specific deployment and regulatory fit**: NetX (via ecosystem partners like WEA Japan and Netstars) is actively building **trusted payment networks** that integrate **JPQR** (Japan’s dominant QR-code payment standard) with on-chain/stablecoin settlements. This bridges traditional Japanese payment rails to blockchain in a compliant manner. It is linked to **JPYC**, Japan’s first FSA-approved yen-backed stablecoin (issued under the Payment Services Act as a Type II Funds Transfer provider, 100% backed by JPY deposits and Japanese Government Bonds). - **Compliance & risk mitigation focus**: NetX’s heavy emphasis on **trusted computing** (verifiable, secure execution) and privacy-preserving solutions directly addresses FSA concerns around security, user protection, financial stability, currency sovereignty, and avoiding risks like herding or exclusion in AI-driven systems. - **Strategic positioning**: NetX describes Japan as a key entry point (“Asia’s most advanced compliance market”) for its global Web3 payment ambitions. This mirrors the LDP’s call for Japan to lead rather than lag in programmable/on-chain finance and to pursue public-private collaboration. **Potential connections/synergies** (no evidence of direct LDP/FSA ownership, investment, or formal endorsement found): - NetX and its partners (Netstars JPYC ecosystem) are **practical implementers** of the exact capabilities the LDP recommends FSA to champion and coordinate (on-chain experiments, regulated stablecoin use in real payments like JPQR, tokenization, AI integration). - They could participate in or benefit from recommended mechanisms such as the proposed “官民戦略投資連携フォーラム,” expanded PIP on-chain pilots, regional fintech strengthening, or stablecoin institutional framework development. - The policy environment created by these proposals (clearer stablecoin rules, FSA coordination role, push for 24/7 programmable infrastructure) provides a favorable runway for compliant players like NetX/JPYC/Netstars to scale in Japan. In short, the LDP documents articulate a **policy vision and enabling framework** for Japan’s next-generation financial infrastructure. **NetX operates at the technological and commercial frontier** of that same vision, with concrete Japan deployments already underway via regulated stablecoins and traditional payment integration. There is significant strategic overlap and potential for constructive alignment as Japan advances its digital finance agenda. These proposals are ambitious and timely; successful implementation will depend on FSA execution, legislative follow-through (e.g., company law amendments for disclosures), and effective public-private coordination. NetX appears well-positioned thematically and operationally to contribute to or capitalize on the resulting ecosystem developments.

Agent failures rarely start with the model. They start with messy context. With AgentOS Context Engine, you control exactly what your agent sees: files, memory, tools, skills, policies, history and token budget. Control what your agent sees.

Every "agent OS" on the market is an orchestration layer in a costume. Astrid is the first AgentOS that's actually an OS. Linux for a world with no human at the keyboard.

Every "agent OS" on the market is an orchestration layer in a costume. Astrid is the first AgentOS that's actually an OS. Linux for a world with no human at the keyboard.