{"id":766,"date":"2026-04-23T00:34:58","date_gmt":"2026-04-22T16:34:58","guid":{"rendered":"https:\/\/connectword.dpdns.org\/?p=766"},"modified":"2026-04-23T00:34:58","modified_gmt":"2026-04-22T16:34:58","slug":"next-leap-to-harness-engineering-jiuwenclaw-pioneers-coordination-engineering","status":"publish","type":"post","link":"https:\/\/connectword.dpdns.org\/?p=766","title":{"rendered":"Next Leap to Harness Engineering: JiuwenClaw Pioneers \u2018Coordination Engineering\u2019"},"content":{"rendered":"<p>How to make multiple agents work together like an elite team \u2014 autonomously dividing tasks, communicating efficiently, and collaborating seamlessly?<\/p>\n<p>The openJiuwen community released the latest version of JiuwenClaw, which adds support for AgentTeam \u2014 a multi-agent collaborative capability. It proposes that the next leap beyond Harness Engineering is\u00a0<strong>Coordination Engineering<\/strong>.<\/p>\n<p>In in-depth tests, this team collaboration mechanism has demonstrated remarkable stability \u2014team members have clear roles, collaborate autonomously with seamless coordination, and the entire workflow requires no human intervention.<\/p>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" data-attachment-id=\"79212\" data-permalink=\"https:\/\/www.marktechpost.com\/2026\/04\/22\/next-leap-to-harness-engineering-jiuwenclaw-pioneers-coordination-engineering\/image-452\/\" data-orig-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-46.png\" data-orig-size=\"1270,847\" data-comments-opened=\"0\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"Next leap to Harness Engineering: JiuwenClaw pioneers &amp;#8220;Coordination Engineering&amp;#8221;\" data-image-description=\"&lt;p&gt;Next leap to Harness Engineering: JiuwenClaw pioneers &amp;#8220;Coordination Engineering&amp;#8221;&lt;\/p&gt;\n\" data-image-caption=\"&lt;p&gt;Next leap to Harness Engineering: JiuwenClaw pioneers &amp;#8220;Coordination Engineering&amp;#8221;&lt;\/p&gt;\n\" data-large-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-46-1024x683.png\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-46-1024x683.png\" alt=\"\" class=\"wp-image-79212\" \/><\/figure>\n<\/div>\n<h3 class=\"wp-block-heading\"><strong>How hardcore is it, really?<\/strong><\/h3>\n<p>It can autonomously assemble a \u201cwell-trained\u201d team of agents \u2014 and with that team, it can produce a solid, logically rigorous 200\u2011page technical PPT in under 20 minutes.<\/p>\n<p>Project links: https:\/\/github.com\/openJiuwen-ai\/jiuwenclaw<\/p>\n<h3 class=\"wp-block-heading\"><strong>Testing JiuwenClaw \u201cCoordination Engineering\u201d in Action<\/strong><\/h3>\n<figure class=\"wp-block-video aligncenter\"><video height=\"1080\" width=\"1440\" controls src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/ppt-demo-1.mp4\" preload=\"none\"><\/video><\/figure>\n<p>Want deep insights without lifting a finger? A 200\u2011page, content\u2011rich PPT in under 20 minutes.<\/p>\n<p>In our trial, we asked it to conduct an in\u2011depth investigation of OpenClaw technology and break it down across 10 core aspects. For each aspect, it assigned a dedicated agent to take charge. Each agent was responsible for generating 20 PPT slides, all under a unified theme. Finally, the 10 sets of slides were merged into a complete, 200\u2011page technical presentation.<\/p>\n<p>The entire process took less than 20 minutes. The resulting PPT was detailed, logically structured, and impressively efficient.<\/p>\n<h3 class=\"wp-block-heading\"><strong>Technical Breakdown: Three Core Capabilities of JiuwenClaw AgentTeam<\/strong><\/h3>\n<p>The core design philosophy of AgentTeam is straightforward: simulate how real-world teams collaborate.<\/p>\n<ul class=\"wp-block-list\">\n<li>A\u00a0Leader Agent is responsible for requirement analysis, team building, and task planning.<\/li>\n<li>Multiple\u00a0Teammate Agents claim tasks, execute independently, report results, and collaborate through a shared workspace.<\/li>\n<li>During execution, key milestones require Leader approval, and fault recovery is automatic.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><strong>\u00a01. Hierarchical Autonomous Collaboration: Leader Orchestrates Intelligently, Teammates Execute Autonomously<\/strong><\/h4>\n<p>JiuwenClaw AgentTeam delegates this responsibility to the Leader Agent itself.<\/p>\n<p><strong>What the Leader does:<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>Dynamically builds the team:\u00a0Assigns roles and members dynamically based on the goal. If more hands are needed mid-execution, it can add or remove members on the fly.<\/li>\n<li>Plans tasks: Breaks down the goal into concrete tasks, establishing dependencies (e.g., \u201canalysis can only start after data collection is complete\u201d).<\/li>\n<li>Assigns and monitors: After creating tasks, it tracks progress in real time\u2014who claimed what, who completed what, who ran into issues\u2014and adjusts accordingly.<\/li>\n<\/ul>\n<p><strong>What Teammates do:<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>Claim tasks proactively:\u00a0Browse the task board and claim tasks that match their capabilities.<\/li>\n<li>Execute independently:\u00a0Complete their work within their own workspace.\u00a0<\/li>\n<li>Report results: Update the status and notify the Leader and other dependents.<\/li>\n<\/ul>\n<p>Team members drive the core workflow through task collaboration\u2014claiming, executing, completing, unblocking downstream tasks\u2014discussing plans, negotiating priorities, flagging issues, requesting support.<\/p>\n<p>Both channels run in parallel, with task dependencies managed automatically\u2014not simply mechanical distribution and aggregation.<\/p>\n<h4 class=\"wp-block-heading\"><strong>2. Team Workspace: A Shared Team File Space<\/strong><\/h4>\n<p>JiuwenClaw AgentTeam solves this with\u00a0Team Workspace\u2014a team\u2011level shared file space that all members can transparently access. Each Teammate\u2019s working directory automatically mounts a shared path pointing to the same team workspace.<\/p>\n<h4 class=\"wp-block-heading\"><strong>3. Full Lifecycle Management: From Plan Approval to Automatic Fault Recovery<\/strong><\/h4>\n<h5 class=\"wp-block-heading\"><strong>3.1 Leader Approval<\/strong><\/h5>\n<p>AgentTeam provides a two\u2011layer approval mechanism:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Plan mode<\/strong>:\u00a0For important tasks, a Teammate first submits an execution plan for Leader approval.\u00a0<\/li>\n<li><strong>Tool approval: <\/strong>When a Teammate needs to perform a sensitive operation (e.g., deleting files, calling external APIs, modifying shared configurations), Leader approval is required.<\/li>\n<\/ul>\n<h5 class=\"wp-block-heading\"><strong>3.2 Event<\/strong><strong>\u2011<\/strong><strong>Driven Mechanism<\/strong><\/h5>\n<p>AgentTeam mitigates this with an event\u2011driven mechanism, using both external and internal events:<\/p>\n<ul class=\"wp-block-list\">\n<li>External events:\u00a0Task state changes, member lifecycle changes, inter\u2011member messages\u2014any meaningful change triggers an event.<\/li>\n<li>Internal events: Framework\u2011generated self\u2011check events (mailbox polling, task board polling) act as a safety net.<\/li>\n<\/ul>\n<p>After an event is triggered, the relevant agents are automatically awakened (e.g., idle Teammates claim tasks, the Leader reassigns timed-out tasks)<\/p>\n<h5 class=\"wp-block-heading\"><strong>3.3 Persistent Teams<\/strong><\/h5>\n<p>With\u00a0Persistent\u00a0mode enabled, teams can be preserved across sessions: The next time you need the team, you can restore it with one click\u2014create a new session space, restart the team members, and you\u2019re ready to go, without rebuilding the team from scratch.<\/p>\n<h5 class=\"wp-block-heading\"><strong>3.4 TeamMonitor<\/strong><\/h5>\n<p>TeamMonitor\u00a0providing observability in two dimensions:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Query API:\u00a0<\/strong>Check team information, member states, task progress, and other statuses at any time.<\/li>\n<li><strong>Event stream:<\/strong> Subscribe to team events in real time. Task completions, member state changes, messages sent\/received\u2026 all events can be consumed one by one via an asynchronous iterator. You can build dashboards, logging systems, or trigger external workflows from these events. Every step of the team\u2019s operation is traceable and auditable.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>Core Underpinning: openJiuwen AgentTeam Architecture<\/strong><\/h3>\n<p>The core technical principles of AgentTeam can be summarized in three points:<\/p>\n<ol class=\"wp-block-list\">\n<li>Consistent collaboration via a shared task list: All members share the same dynamic task list. Each agent independently claims and executes tasks based on the team goal, task definitions, and its own capabilities\u2014ensuring natural information consistency.<\/li>\n<li>Dual\u2011drive model of messages and tasks: Members drive the core workflow through task transitions, while also continuously discussing and negotiating via a message channel outside the task system\u2014covering everything from structured execution to unstructured communication.<\/li>\n<li>Role and tool engineering:\u00a0RolePolicy defines the behavioral norms and decision boundaries of the Leader and Teammates within the team.\u00a0TeamTools endows team members with specific coordination capabilities. The role determines \u201cwhat should be done,\u201d and the tools determine \u201cwhat can be done.\u201d<\/li>\n<\/ol>\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1680\" height=\"1312\" data-attachment-id=\"79211\" data-permalink=\"https:\/\/www.marktechpost.com\/2026\/04\/22\/next-leap-to-harness-engineering-jiuwenclaw-pioneers-coordination-engineering\/image-451\/\" data-orig-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-45.png\" data-orig-size=\"1680,1312\" data-comments-opened=\"0\" data-image-meta='{\"aperture\":\"0\",\"credit\":\"\",\"camera\":\"\",\"caption\":\"\",\"created_timestamp\":\"0\",\"copyright\":\"\",\"focal_length\":\"0\",\"iso\":\"0\",\"shutter_speed\":\"0\",\"title\":\"\",\"orientation\":\"0\"}' data-image-title=\"image\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-45-1024x800.png\" src=\"https:\/\/www.marktechpost.com\/wp-content\/uploads\/2026\/04\/image-45.png\" alt=\"\" class=\"wp-image-79211\" \/><\/figure>\n<\/div>\n<p><strong>About JiuwenClaw<\/strong><\/p>\n<p>JiuwenClaw is a \u201cClaw\u201d Agent developed on top of the openJiuwen open\u2011source community. It natively supports multi\u2011agent collaboration and agent self\u2011evolution. The core design philosophy is simple:\u00a0Understand what you want, and evolve autonomously.<\/p>\n<p>Beyond AgentTeam, JiuwenClaw is also very easy to install and deploy \u2013 a single command gets you up and running. For a quick start, refer to: https:\/\/github.com\/openJiuwen-ai\/jiuwenclaw\/blob\/develop\/docs\/en\/Quickstart.md<\/p>\n<p>In addition, JiuwenClaw offers several advantages in autonomous task planning, self\u2011evolution, context compression and offloading, browser manipulation, and overall \u201clobster\u2011like\u201d handling:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>Autonomous task management: <\/strong>always ready when you are : JiuwenClaw features a task planning mode, which is essentially a to\u2011do list for the AI. Users can dynamically interrupt, append, or modify tasks at any time.\u00a0<\/li>\n<li><strong>Self<\/strong><strong>\u2011<\/strong><strong>evolving Skills:<\/strong> Proactively records these execution errors and feedback, analyzes the root cause, and generates targeted improvement suggestions. An evolution approval window then pops up for the user \u2013 every update is your call.<\/li>\n<li><strong>Context compression &amp; offloading : <\/strong>Effectively reduces costs by managing context length.<\/li>\n<li>Layered Memory<strong>: <\/strong>Achieves long-term storage and intelligent retrieval of scenarios and operation traces.\u00a0<\/li>\n<li><strong>Browser manipulation:<\/strong> Automatically accesses profile information like cookies and local cache, seamlessly taking over the browser environment.\u00a0<\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\"><strong>About OfficeClaw<\/strong><\/h3>\n<p>The enterprise-grade version, OfficeClaw, built on the Harness engineering foundation, seamlessly integrates task planning, multi-agent collaboration, tool invocation, and security governance on Huawei Cloud AgentArts, improving the success rate of complex office tasks.<\/p>\n<p><strong>Join the Community &amp; Explore openJiuwen<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>openJiuwen Official Website: <a href=\"https:\/\/www.openjiuwen.com\/\">https:\/\/www.openjiuwen.com\/<\/a><\/li>\n<\/ul>\n<p><strong>openJiuwen Download Links<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>openJiuwen on GitHub: https:\/\/github.com\/openJiuwen-ai\/<\/li>\n<li>openJiuwen on AtomGit: <a href=\"https:\/\/gitcode.com\/openJiuwen\">https:\/\/gitcode.com\/openJiuwen<\/a><\/li>\n<\/ul>\n<p><strong>JiuwenClaw Download Links<\/strong><\/p>\n<ul class=\"wp-block-list\">\n<li>JiuwenClaw on GitHub: https:\/\/github.com\/openJiuwen-ai\/jiuwenclaw<\/li>\n<li>JiuwenClaw on AtomGit: https:\/\/gitcode.com\/openJiuwen\/jiuwenclaw<\/li>\n<li>AgentArts on Huawei Cloud\uff1ahttps:\/\/www.huaweicloud.com\/product\/agentarts<\/li>\n<li>OfficeClaw on Huawei Cloud\uff1ahttps:\/\/www.huaweicloud.com\/product\/agentarts\/officeclaw.html<\/li>\n<\/ul>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p><sub><em><strong>Note:<\/strong>\u00a0Thanks to the OpenJiuwen team for the resources, images, video, and other details.<\/em><\/sub><\/p>\n<p>The post <a href=\"https:\/\/www.marktechpost.com\/2026\/04\/22\/next-leap-to-harness-engineering-jiuwenclaw-pioneers-coordination-engineering\/\">Next Leap to Harness Engineering: JiuwenClaw Pioneers \u2018Coordination Engineering\u2019<\/a> appeared first on <a href=\"https:\/\/www.marktechpost.com\/\">MarkTechPost<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>How to make multiple agents wo&hellip;<\/p>\n","protected":false},"author":1,"featured_media":767,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-766","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/posts\/766","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=766"}],"version-history":[{"count":0,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/posts\/766\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=\/wp\/v2\/media\/767"}],"wp:attachment":[{"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=766"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=766"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/connectword.dpdns.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=766"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}