{"title":"After building a long-term AI assistant, over the last three months, I've also turned OpenClaw into a Multi-Agent OS.","url":"/en/posts/openclaw-3months-report/","date":"2026-04-10","type":"posts","content":"\u003cp\u003eAround the Chinese New Year, I wrote an article titled \u0026ldquo;Building a Long-Lasting AI Assistant: My OpenClaw Cloud Practices and Architectural Reflections.\u0026rdquo;\u003c/p\u003e\n\u003cp\u003eThat article primarily addressed \u0026ldquo;how to survive.\u0026rdquo;\nIt wasn\u0026rsquo;t about how an AI assistant first amazed me, but rather how it stays online, doesn\u0026rsquo;t lose memory, and doesn\u0026rsquo;t pretend to understand during long-term use—how it gradually transforms from a conversational tool into a system that can truly operate for extended periods.\u003c/p\u003e\n\u003cp\u003eAt the time, I invested a lot of effort into solving several fundamental problems:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eHow to reset when long conversations lead to brain fog\u003c/li\u003e\n\u003cli\u003eHow to \u0026ldquo;recover instantly\u0026rdquo; after a reset\u003c/li\u003e\n\u003cli\u003eHow to make rules and work habits tangible, rather than solely relying on prompts\u003c/li\u003e\n\u003cli\u003eHow to implement primary-replica collaboration when a single Agent is unstable\u003c/li\u003e\n\u003cli\u003eHow to manage health, observability, and project cards as capabilities grow\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eIn other words, the previous article addressed the concept of \u0026ldquo;long-lasting effectiveness.\u0026rdquo;\nIt discussed: \u003cstrong\u003eHow to make an AI assistant not just occasionally useful, but truly online long-term.\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eBut after that article was published, I didn\u0026rsquo;t stop.\nBecause once this foundation is built, you quickly realize that long-term effectiveness is just the starting point.\u003c/p\u003e\n\u003cp\u003eThe truly interesting question became:\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp\u003eWhen an AI assistant can finally survive long-term, what will it continue to evolve into?\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp\u003eAnd this article is the sequel to that long-lasting assistant article.\u003c/p\u003e\n\u003cp\u003eIf the previous article was about \u0026ldquo;how to survive,\u0026rdquo;\nthen this one aims to discuss:\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eWhat I\u0026rsquo;ve achieved with OpenClaw after it became capable of long-term operation.\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eOver the past three months, I haven\u0026rsquo;t just stayed at the execution layer capabilities like email, maps, calendars, and knowledge bases. Instead, I\u0026rsquo;ve continued to push OpenClaw towards a more complete personal operating system.\nIt has begun to not only help me process information and tasks but also integrate into more complex life scenarios, organizational collaboration, research scenarios, and content production scenarios.\u003c/p\u003e\n\u003cp\u003eTherefore, the changes over these three months aren\u0026rsquo;t just \u0026ldquo;more capabilities\u0026rdquo;; OpenClaw has started to evolve from a long-lasting assistant into a more complete \u003cstrong\u003eMulti-Agent Personal OS\u003c/strong\u003e.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 id=\"i-after-the-foundation-is-stable-i-first-let-openclaw-truly-handle-specific-tasks\"\u003e\n  I. After the Foundation is Stable, I First Let OpenClaw Truly Handle Specific Tasks\n  \u003ca class=\"heading-link\" href=\"#i-after-the-foundation-is-stable-i-first-let-openclaw-truly-handle-specific-tasks\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eMany people discussing AI for efficiency talk about \u0026ldquo;it can help me write something\u0026rdquo; or \u0026ldquo;it can help me look up some information.\u0026rdquo;\nBut when you truly integrate AI into your daily routine, you quickly realize things change.\u003c/p\u003e\n\u003cp\u003eYou start caring not about \u0026ldquo;can it do it,\u0026rdquo; but:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eCan it run stably every day?\u003c/li\u003e\n\u003cli\u003eCan it handle real services?\u003c/li\u003e\n\u003cli\u003eAre there verifiable results after it\u0026rsquo;s done?\u003c/li\u003e\n\u003cli\u003eCan it deliver results to where I\u0026rsquo;ll actually see them?\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eSo, in the first half of these three months, many projects I worked on, while seemingly disparate, were actually addressing the same thing:\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eTransforming OpenClaw from being able to \u0026ldquo;talk\u0026rdquo; to being able to \u0026ldquo;do.\u0026rdquo;\u003c/strong\u003e\u003c/p\u003e\n\u003ch3 id=\"ai-daily-starting-to-function-like-a-small-editorial-department\"\u003e\n  AI Daily: Starting to Function Like a Small Editorial Department\n  \u003ca class=\"heading-link\" href=\"#ai-daily-starting-to-function-like-a-small-editorial-department\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eAI Daily is a capability I\u0026rsquo;ve been refining.\u003c/p\u003e\n\u003cp\u003eInitially, it was simply because I spent too much time reading a vast amount of AI news every day.\nI wanted a system that would automatically pull information from Watch Lists, X hot topics, blogs, and newsletters every morning, then condense it into a \u0026ldquo;condensed version\u0026rdquo; that I could quickly scan.\u003c/p\u003e\n\u003cp\u003eBut as I developed it further, it began to resemble less a \u0026ldquo;crawler + summarizer\u0026rdquo; and more a miniature editorial department:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eAutomatically fetches information sources\u003c/li\u003e\n\u003cli\u003eAutomatically filters and de-duplicates\u003c/li\u003e\n\u003cli\u003eLarge models perform editor-style refinement\u003c/li\u003e\n\u003cli\u003eAutomatically generates titles, summaries, and section structures\u003c/li\u003e\n\u003cli\u003eThen distributes to email, blogs, WeChat draft box, X, LinkedIn\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eIts true value isn\u0026rsquo;t just \u0026ldquo;summarization\u0026rdquo;; it performs the first round of information editing for me.\nWhat I receive in the morning isn\u0026rsquo;t a pile of raw crawling results, but a compressed, organized, and worthwhile content package.\u003c/p\u003e\n\u003ch3 id=\"email-summary-turning-the-inbox-from-manual-labor-into-a-battle-report\"\u003e\n  Email Summary: Turning the Inbox from Manual Labor into a Battle Report\n  \u003ca class=\"heading-link\" href=\"#email-summary-turning-the-inbox-from-manual-labor-into-a-battle-report\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eEmail summary follows a similar logic.\u003c/p\u003e\n\u003cp\u003eWith multiple inboxes, what\u0026rsquo;s most draining isn\u0026rsquo;t the sheer volume of emails, but having to constantly re-evaluate each day:\nWhich ones need action, which require follow-up, which are approvals, and which are just notifications.\u003c/p\u003e\n\u003cp\u003eSo, I later developed this into an automated battle report system:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eMulti-mailbox fetching\u003c/li\u003e\n\u003cli\u003eSemantic priority judgment\u003c/li\u003e\n\u003cli\u003eAutomatically extracts urgencies, approvals, and risk items\u003c/li\u003e\n\u003cli\u003eFinally, consolidates and sends to Outlook\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eWhat it saves isn\u0026rsquo;t a few minutes, but the daily attention cost of re-entering a focused work state.\u003c/p\u003e\n\u003ch3 id=\"maps-local-life-didi-letting-ai-enter-the-real-world\"\u003e\n  Maps, Local Life, Didi: Letting AI Enter the Real World\n  \u003ca class=\"heading-link\" href=\"#maps-local-life-didi-letting-ai-enter-the-real-world\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h3\u003e\n\u003cp\u003eAnother line I value greatly is map and local life capabilities.\u003c/p\u003e\n\u003cp\u003eBecause if AI always remains confined to writing documents, researching information, and summarizing, it easily becomes an advanced search box.\nBut once it starts handling routes, travel, and real-world geographical services, it transitions from being an \u0026ldquo;AI on the desktop\u0026rdquo; to a \u0026ldquo;system in real life.\u0026rdquo;\u003c/p\u003e\n\u003cp\u003eFor example:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhere to eat\u003c/li\u003e\n\u003cli\u003eIs it congested going to the company now?\u003c/li\u003e\n\u003cli\u003eWhich route is smoother?\u003c/li\u003e\n\u003cli\u003eWhat other options are nearby?\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eThese things seem small, but user perception is very strong because they are closely tied to real life.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 id=\"ii-however-one-of-the-most-interesting-changes-in-the-past-three-months-is-that-openclaw-has-started-to-not-only-serve-work-but-also-enter-daily-life\"\u003e\n  II. However, one of the most interesting changes in the past three months is that OpenClaw has started to not only serve work, but also enter daily life.\n  \u003ca class=\"heading-link\" href=\"#ii-however-one-of-the-most-interesting-changes-in-the-past-three-months-is-that-openclaw-has-started-to-not-only-serve-work-but-also-enter-daily-life\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eAmong these, what I find most worth discussing is \u003cstrong\u003eBaby Tracker AI\u003c/strong\u003e.\u003c/p\u003e\n\u003cp\u003eIf described purely in project card language, it could be written as:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eSmart tracking of newborn\u0026rsquo;s routine\u003c/li\u003e\n\u003cli\u003eSupports feeding, sleep, and diaper change history queries\u003c/li\u003e\n\u003cli\u003eSupports photo input for paper records\u003c/li\u003e\n\u003cli\u003eSupports crying auxiliary diagnosis\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eAfter having a baby, a lot of information is inherently fragmented.\nYou know this information is important, but when you\u0026rsquo;re most exhausted, it\u0026rsquo;s often hardest to maintain a complete, calm, and structured record system.\nSo for me, Baby Tracker AI is an experiment to see: \u003cstrong\u003eCan OpenClaw evolve from a work adjutant into a companion system for family scenarios?\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eIt makes OpenClaw more of a \u0026ldquo;companion\u0026rdquo; than just an \u0026ldquo;executor.\u0026rdquo; The system is beginning to grow into my life, not just my work.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 id=\"three-what-truly-makes-me-feel-its-growing-up-is-that-openclaw-has-started-to-develop-an-organization-not-just-capabilities\"\u003e\n  Three: What truly makes me feel it\u0026rsquo;s \u0026ldquo;growing up\u0026rdquo; is that OpenClaw has started to develop an organization, not just capabilities.\n  \u003ca class=\"heading-link\" href=\"#three-what-truly-makes-me-feel-its-growing-up-is-that-openclaw-has-started-to-develop-an-organization-not-just-capabilities\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eAnother major change during this time is that OpenClaw has gradually begun to show a sense of \u0026ldquo;organization.\u0026rdquo; That is: \u003cstrong\u003eAgent onboarding and protocols are taking shape.\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eAgents like \u003ccode\u003emarketer\u003c/code\u003e, \u003ccode\u003esecretary\u003c/code\u003e, and \u003ccode\u003eresearcher\u003c/code\u003e are no longer just names; they have:\u003c/p\u003e\n\u003cul\u003e\n\u003cli\u003eIndependent workspaces\u003c/li\u003e\n\u003cli\u003eDedicated channels\u003c/li\u003e\n\u003cli\u003eAllowlists and access boundaries\u003c/li\u003e\n\u003cli\u003eHandbooks and global pointers\u003c/li\u003e\n\u003cli\u003eClearer job responsibilities and collaboration entry points\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp\u003eThe real challenge with multiple agents isn\u0026rsquo;t just \u0026ldquo;creating more roles,\u0026rdquo; but giving these roles boundaries and order. OpenClaw is starting to take on the rudimentary form of a minimal digital organization.\u003c/p\u003e\n\u003chr\u003e\n\u003ch2 id=\"four-higher-order-capabilities-research-and-content-production\"\u003e\n  Four: Higher-Order Capabilities: Research and Content Production\n  \u003ca class=\"heading-link\" href=\"#four-higher-order-capabilities-research-and-content-production\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eOnce the organizational layer was in place, OpenClaw naturally developed two types of capabilities:\u003c/p\u003e\n\u003col\u003e\n\u003cli\u003e\u003cstrong\u003eDeep Researcher\u003c/strong\u003e: Follows a professional research workflow: \u003cstrong\u003ePlan -\u0026gt; Scout -\u0026gt; Harvest -\u0026gt; Verify -\u0026gt; Synthesize\u003c/strong\u003e, leaving behind a trail of evidence.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eContent Production Operating System\u003c/strong\u003e: Enforces a strict distinction between manuscript stages (outline -\u0026gt; draft -\u0026gt; final), with production handled by multi-agent collaboration and final review managed by a single editor (Main).\u003c/li\u003e\n\u003c/ol\u003e\n\u003chr\u003e\n\u003ch2 id=\"five-conclusion-a-five-layer-personal-os\"\u003e\n  Five: Conclusion: A Five-Layer Personal OS\n  \u003ca class=\"heading-link\" href=\"#five-conclusion-a-five-layer-personal-os\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eLooking back, over these three months, I have pushed the \u0026ldquo;long-term assistant\u0026rdquo; towards a more complete multi-agent OS architecture:\u003c/p\u003e\n\u003col\u003e\n\u003cli\u003e\u003cstrong\u003eFoundation Layer\u003c/strong\u003e: Ensures recovery, health, and stability.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eExecution Layer\u003c/strong\u003e: Handles high-frequency tasks like processing information, emails, and tasks.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eLifestyle Layer\u003c/strong\u003e: Integrates into specific life scenarios (e.g., Baby Tracker).\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eOrganizational Layer\u003c/strong\u003e: Establishes collaborative order and a division of labor.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eCognitive Layer\u003c/strong\u003e: Equipped with capabilities for research and professional content production.\u003c/li\u003e\n\u003c/ol\u003e\n\u003ch2 id=\"final-words\"\u003e\n  Final Words\n  \u003ca class=\"heading-link\" href=\"#final-words\"\u003e\n    \u003ci class=\"fa-solid fa-link\" aria-hidden=\"true\" title=\"Link to heading\"\u003e\u003c/i\u003e\n    \u003cspan class=\"sr-only\"\u003eLink to heading\u003c/span\u003e\n  \u003c/a\u003e\n\u003c/h2\u003e\n\u003cp\u003eThe stability of an AI assistant doesn\u0026rsquo;t come from sophisticated prompts, but from a rigorous system architecture.\u003c/p\u003e\n\u003cp\u003eOnce an AI assistant can finally survive long-term, it will inevitably evolve into a true \u003cstrong\u003epersonal operating system\u003c/strong\u003e. For me, OpenClaw is gradually becoming a system I can continuously co-build to handle my life, research, and expression.\u003c/p\u003e\n","description":"Around the Chinese New Year, I wrote an article titled \u0026ldquo;Building a Long-Lasting AI Assistant: My OpenClaw Cloud Practices and Architectural Reflections.\u0026rdquo;\nThat article primarily addressed \u0026ldquo;how to survive.\u0026rdquo; It wasn\u0026rsquo;t about how an AI assistant first amazed me, but rather how it stays online, doesn\u0026rsquo;t lose memory, and doesn\u0026rsquo;t pretend to understand during long-term use—how it gradually transforms from a conversational tool into a system that can truly operate for extended periods.\n"}