{"id":96945,"date":"2026-06-12T17:57:29","date_gmt":"2026-06-12T17:57:29","guid":{"rendered":"https:\/\/youzum.net\/moonshot-ai-launches-kimi-work-a-local-desktop-agent-reportedly-running-on-kimi-k2-6-with-a-300-sub-agent-agent-swarm\/"},"modified":"2026-06-12T17:57:29","modified_gmt":"2026-06-12T17:57:29","slug":"moonshot-ai-launches-kimi-work-a-local-desktop-agent-reportedly-running-on-kimi-k2-6-with-a-300-sub-agent-agent-swarm","status":"publish","type":"post","link":"https:\/\/youzum.net\/es\/moonshot-ai-launches-kimi-work-a-local-desktop-agent-reportedly-running-on-kimi-k2-6-with-a-300-sub-agent-agent-swarm\/","title":{"rendered":"Moonshot AI Launches Kimi Work, a Local Desktop Agent Reportedly Running on Kimi K2.6 With a 300-Sub-Agent Agent Swarm"},"content":{"rendered":"<p class=\"wp-block-paragraph\">Moonshot AI has introduced <strong><a href=\"https:\/\/www.kimi.com\/products\/kimi-work\" target=\"_blank\" rel=\"noreferrer noopener\">Kimi Work,<\/a><\/strong> an AI agent that runs on your own desktop. The Beijing-based AI entity announced it this week along with downloads for macOS and Windows. Kimi Work reads local files, drives your real browser, and runs scheduled tasks. It targets knowledge workers whose bottleneck is access to files and live sessions.<\/p>\n<p class=\"wp-block-paragraph\">Most agent tools of the past two years ran in the cloud. You type a goal, a remote server spins up a sandbox, and a hosted browser acts. Kimi Work runs locally instead, reaching files and sessions you already use. <\/p>\n<h2 class=\"wp-block-heading\"><strong>What is Kimi Work?<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Kimi Work is a downloadable application, not a web chat. You give it goals in plain language, and it acts on your machine. Independent community mentions report that it runs on Kimi K2.6, Moonshot\u2019s flagship model.<\/p>\n<p class=\"wp-block-paragraph\">K2.6 is an open-weight Mixture-of-Experts model released on April 20, 2026. It activates about 32 billion parameters per token. It carries a 256K-token context window for long, multi-step work.<\/p>\n<h2 class=\"wp-block-heading\"><strong>How Kimi Work Operates<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Four building blocks define the product. Knowing them helps you reason about what it can do.<\/p>\n<ol class=\"wp-block-list\">\n<li><strong>Agent Swarm:<\/strong> Kimi Work can run many sub-agents in parallel on your machine. According to Moonshot release, the swarm scales to 300 sub-agents. The system splits a task into parts, then coordinates the results. K2.6\u2019s swarm is documented up to 4,000 coordinated steps.<\/li>\n<li><strong>WebBridge:<\/strong> This browser extension lets the agent use a browser like a person. It searches, scrolls, extracts data, and fills forms across tabs. Because it uses your real session, it inherits your existing logins and cookies.<\/li>\n<li><strong>Cron scheduling engine:<\/strong> A built-in scheduler runs jobs on a daily, hourly, or conditional basis. Per Moonshot, triggers include LLM agent calls and Python or shell scripts. A \u201cKeep Computer Awake\u201d toggle keeps overnight jobs from stalling.<\/li>\n<li><strong>Local files and code:<\/strong> The agent reads folders you mount and runs Python in the background. According to Moonshot release, original files stay in place unless you approve a change.<\/li>\n<\/ol>\n<p class=\"wp-block-paragraph\">The desktop app also ships finance-specific data. It is pre-integrated with market data for A-shares, Hong Kong stocks, and US equities. According to Moonshot release, this removes the need for custom API setup. Finished research can convert into PowerPoint decks or Excel sheets.<\/p>\n<h2 class=\"wp-block-heading\"><strong>Use Cases With Examples<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li><strong>Document triage<\/strong>: Point the agent at a folder of quarterly PDFs. Ask it to summarize them into one document, keeping originals intact. The swarm assigns one reader per file, then merges findings.<\/li>\n<li><strong>Web data collection<\/strong>: Tell WebBridge to pull historical prices for three tickers. It opens your browser, sets the date range, and extracts the tables. Python then normalizes columns and writes an Excel workbook.<\/li>\n<li><strong>Scheduled briefings<\/strong>: Define a 7:00 AM job in the cron engine. Each morning it gathers headlines and drafts a markdown briefing. With \u201cKeep Computer Awake\u201d on, the job survives overnight.<\/li>\n<li><strong>Office generation<\/strong>: Ask for a short market-brief deck after a research pass. The agent drafts sections in parallel and renders native slides.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><strong>Kimi Work vs Cloud Agents<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">The core difference is where the agent runs and what it can reach. The table compares Kimi Work against a typical cloud agent.<\/p>\n<figure class=\"wp-block-table\">\n<table class=\"has-fixed-layout\">\n<thead>\n<tr>\n<th>Dimension<\/th>\n<th>Kimi Work (local)<\/th>\n<th>Typical cloud agent<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Execution location<\/td>\n<td>Your desktop<\/td>\n<td>Vendor servers<\/td>\n<\/tr>\n<tr>\n<td>File access<\/td>\n<td>Mounts your local folders<\/td>\n<td>Uploaded or sandboxed files<\/td>\n<\/tr>\n<tr>\n<td>Browser<\/td>\n<td>Your real, logged-in browser via WebBridge<\/td>\n<td>Hosted virtual browser<\/td>\n<\/tr>\n<tr>\n<td>Scheduling<\/td>\n<td>Built-in cron engine<\/td>\n<td>Often external or limited<\/td>\n<\/tr>\n<tr>\n<td>Underlying model<\/td>\n<td>Kimi K2.6, reported<\/td>\n<td>Vendor\u2019s hosted model<\/td>\n<\/tr>\n<tr>\n<td>Setup<\/td>\n<td>Install app, grant folder access<\/td>\n<td>Zero-install, open a tab<\/td>\n<\/tr>\n<tr>\n<td>Security responsibility<\/td>\n<td>Falls on the user<\/td>\n<td>Falls on the vendor<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<p class=\"wp-block-paragraph\">Neither approach wins outright. Local execution keeps data on your device and reaches real files. Cloud execution trades that control for zero-setup convenience and managed safety.<\/p>\n<h2 class=\"wp-block-heading\"><strong>Scheduling: The Cron Engine in Practice<\/strong><\/h2>\n<p class=\"wp-block-paragraph\">Kimi Work is driven by natural language, not a public API. Its scheduler is a cron engine, so it accepts standard cron schedules. The five fields are: <strong>minute, hour, day-of-month, month, and day-of-week.<\/strong><\/p>\n<div class=\"dm-code-snippet dark dm-normal-version default no-background-mobile\">\n<div class=\"control-language\">\n<div class=\"dm-buttons\">\n<div class=\"dm-buttons-left\">\n<div class=\"dm-button-snippet red-button\"><\/div>\n<div class=\"dm-button-snippet orange-button\"><\/div>\n<div class=\"dm-button-snippet green-button\"><\/div>\n<\/div>\n<div class=\"dm-buttons-right\"><a><span class=\"dm-copy-text\">Copy Code<\/span><span class=\"dm-copy-confirmed\">Copied<\/span><span class=\"dm-error-message\">Use a different Browser<\/span><\/a><\/div>\n<\/div>\n<pre class=\"no-line-numbers\"><code class=\"no-wrap language-php\"># Standard cron schedules the engine understands\n0 7 * * *      # every day at 07:00\n0 * * * *      # every hour, on the hour\n30 8 * * 1-5   # 08:30 on weekdays only (Mon-Fri)\n0 0 1 * *      # 00:00 on the first day of each month<\/code><\/pre>\n<\/div>\n<\/div>\n<p class=\"wp-block-paragraph\">You pair a schedule with a plain-language task. A daily briefing job reads like this.<\/p>\n<div class=\"dm-code-snippet dark dm-normal-version default no-background-mobile\">\n<div class=\"control-language\">\n<div class=\"dm-buttons\">\n<div class=\"dm-buttons-left\">\n<div class=\"dm-button-snippet red-button\"><\/div>\n<div class=\"dm-button-snippet orange-button\"><\/div>\n<div class=\"dm-button-snippet green-button\"><\/div>\n<\/div>\n<div class=\"dm-buttons-right\"><a><span class=\"dm-copy-text\">Copy Code<\/span><span class=\"dm-copy-confirmed\">Copied<\/span><span class=\"dm-error-message\">Use a different Browser<\/span><\/a><\/div>\n<\/div>\n<pre class=\"no-line-numbers\"><code class=\"no-wrap language-php\">Schedule: 0 7 * * *   (every day at 07:00)\nTask:     \"Draft today's market briefing and save it to\n           ~\/KimiWorkspace\/briefing.md. Ask before writing.\"<\/code><\/pre>\n<\/div>\n<\/div>\n<p class=\"wp-block-paragraph\">The approval gate then applies to that write, and to any web action.<\/p>\n<h2 class=\"wp-block-heading\"><strong>Key Takeaways<\/strong><\/h2>\n<ul class=\"wp-block-list\">\n<li>An \u201cAsk before acting\u201d gate, with YOLO mode off, prompts before any file write.<\/li>\n<li>Kimi Work is a local desktop agent for macOS (Apple silicon) and Windows.<\/li>\n<li>An Agent Swarm runs up to 300 sub-agents in parallel on your machine.<\/li>\n<li>WebBridge drives your logged-in browser; a built-in cron engine runs scheduled jobs.<\/li>\n<li>It reads local folders and runs Python, keeping originals unless you approve changes.<\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><strong>Marktechpost\u2019s Interactive Explainer<\/strong><\/h2>\n<p><!-- ===================================================================== --><br \/>\n<!-- KIMI WORK DEMO \u2014 isolated WordPress embed (cannot affect page styles) --><br \/>\n<!-- 1. DELETE any previous Kimi Work block you pasted (esp. the inline    --><br \/>\n&lt;!&#8211;    version with <\/p>\n<style> in it) before adding this.                    --&gt;<br \/>\n<!-- 2. Paste this whole block into ONE \"Custom HTML\" block.               --><br \/>\n<!-- The demo lives inside a sandboxed iframe, so its CSS\/JS are fully     --><br \/>\n<!-- isolated from your theme. Height is clamped so it can't balloon.      --><br \/>\n<!-- ===================================================================== -->\n<div>\n<\/div>\n<p class=\"wp-block-paragraph\">\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<\/p><p class=\"wp-block-paragraph\">Check out\u00a0the\u00a0<strong><a href=\"https:\/\/www.kimi.com\/products\/kimi-work\" target=\"_blank\" rel=\"noreferrer noopener\">Details here<\/a>.\u00a0<\/strong>Also,\u00a0feel free to follow us on\u00a0<strong><a href=\"https:\/\/x.com\/intent\/follow?screen_name=marktechpost\" target=\"_blank\" rel=\"noreferrer noopener\"><mark>Twitter<\/mark><\/a><\/strong>\u00a0and don\u2019t forget to join our\u00a0<strong><a href=\"https:\/\/www.reddit.com\/r\/machinelearningnews\/\" target=\"_blank\" rel=\"noreferrer noopener\">150k+ ML SubReddit<\/a><\/strong>\u00a0and Subscribe to\u00a0<strong><a href=\"https:\/\/www.aidevsignals.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">our Newsletter<\/a><\/strong>. Wait! are you on telegram?\u00a0<strong><a href=\"https:\/\/t.me\/machinelearningresearchnews\" target=\"_blank\" rel=\"noreferrer noopener\">now you can join us on telegram as well.<\/a><\/strong><\/p>\n<p class=\"wp-block-paragraph\">Need to partner with us for promoting your GitHub Repo OR Hugging Face Page OR Product Release OR Webinar etc.?\u00a0<strong><a href=\"https:\/\/forms.gle\/wbash1wF6efRj8G58\" target=\"_blank\" rel=\"noreferrer noopener\"><mark>Connect with us<\/mark><\/a><\/strong><\/p>\n<p>The post <a href=\"https:\/\/www.marktechpost.com\/2026\/06\/12\/moonshot-ai-launches-kimi-work-a-local-desktop-agent-reportedly-running-on-kimi-k2-6-with-a-300-sub-agent-agent-swarm\/\">Moonshot AI Launches Kimi Work, a Local Desktop Agent Reportedly Running on Kimi K2.6 With a 300-Sub-Agent Agent Swarm<\/a> appeared first on <a href=\"https:\/\/www.marktechpost.com\/\">MarkTechPost<\/a>.<\/p>\n<\/style>","protected":false},"excerpt":{"rendered":"<p>Moonshot AI has introduced Kimi Work, an AI agent that runs on your own desktop. The Beijing-based AI entity announced it this week along with downloads for macOS and Windows. Kimi Work reads local files, drives your real browser, and runs scheduled tasks. It targets knowledge workers whose bottleneck is access to files and live sessions. Most agent tools of the past two years ran in the cloud. You type a goal, a remote server spins up a sandbox, and a hosted browser acts. Kimi Work runs locally instead, reaching files and sessions you already use. What is Kimi Work? Kimi Work is a downloadable application, not a web chat. You give it goals in plain language, and it acts on your machine. Independent community mentions report that it runs on Kimi K2.6, Moonshot\u2019s flagship model. K2.6 is an open-weight Mixture-of-Experts model released on April 20, 2026. It activates about 32 billion parameters per token. It carries a 256K-token context window for long, multi-step work. How Kimi Work Operates Four building blocks define the product. Knowing them helps you reason about what it can do. Agent Swarm: Kimi Work can run many sub-agents in parallel on your machine. According to Moonshot release, the swarm scales to 300 sub-agents. The system splits a task into parts, then coordinates the results. K2.6\u2019s swarm is documented up to 4,000 coordinated steps. WebBridge: This browser extension lets the agent use a browser like a person. It searches, scrolls, extracts data, and fills forms across tabs. Because it uses your real session, it inherits your existing logins and cookies. Cron scheduling engine: A built-in scheduler runs jobs on a daily, hourly, or conditional basis. Per Moonshot, triggers include LLM agent calls and Python or shell scripts. A \u201cKeep Computer Awake\u201d toggle keeps overnight jobs from stalling. Local files and code: The agent reads folders you mount and runs Python in the background. According to Moonshot release, original files stay in place unless you approve a change. The desktop app also ships finance-specific data. It is pre-integrated with market data for A-shares, Hong Kong stocks, and US equities. According to Moonshot release, this removes the need for custom API setup. Finished research can convert into PowerPoint decks or Excel sheets. Use Cases With Examples Document triage: Point the agent at a folder of quarterly PDFs. Ask it to summarize them into one document, keeping originals intact. The swarm assigns one reader per file, then merges findings. Web data collection: Tell WebBridge to pull historical prices for three tickers. It opens your browser, sets the date range, and extracts the tables. Python then normalizes columns and writes an Excel workbook. Scheduled briefings: Define a 7:00 AM job in the cron engine. Each morning it gathers headlines and drafts a markdown briefing. With \u201cKeep Computer Awake\u201d on, the job survives overnight. Office generation: Ask for a short market-brief deck after a research pass. The agent drafts sections in parallel and renders native slides. Kimi Work vs Cloud Agents The core difference is where the agent runs and what it can reach. The table compares Kimi Work against a typical cloud agent. Dimension Kimi Work (local) Typical cloud agent Execution location Your desktop Vendor servers File access Mounts your local folders Uploaded or sandboxed files Browser Your real, logged-in browser via WebBridge Hosted virtual browser Scheduling Built-in cron engine Often external or limited Underlying model Kimi K2.6, reported Vendor\u2019s hosted model Setup Install app, grant folder access Zero-install, open a tab Security responsibility Falls on the user Falls on the vendor Neither approach wins outright. Local execution keeps data on your device and reaches real files. Cloud execution trades that control for zero-setup convenience and managed safety. Scheduling: The Cron Engine in Practice Kimi Work is driven by natural language, not a public API. Its scheduler is a cron engine, so it accepts standard cron schedules. The five fields are: minute, hour, day-of-month, month, and day-of-week. Copy CodeCopiedUse a different Browser # Standard cron schedules the engine understands 0 7 * * * # every day at 07:00 0 * * * * # every hour, on the hour 30 8 * * 1-5 # 08:30 on weekdays only (Mon-Fri) 0 0 1 * * # 00:00 on the first day of each month You pair a schedule with a plain-language task. A daily briefing job reads like this. Copy CodeCopiedUse a different Browser Schedule: 0 7 * * * (every day at 07:00) Task: &#8220;Draft today&#8217;s market briefing and save it to ~\/KimiWorkspace\/briefing.md. Ask before writing.&#8221; The approval gate then applies to that write, and to any web action. Key Takeaways An \u201cAsk before acting\u201d gate, with YOLO mode off, prompts before any file write. Kimi Work is a local desktop agent for macOS (Apple silicon) and Windows. An Agent Swarm runs up to 300 sub-agents in parallel on your machine. WebBridge drives your logged-in browser; a built-in cron engine runs scheduled jobs. It reads local folders and runs Python, keeping originals unless you approve changes. Marktechpost\u2019s Interactive Explainer &lt;!&#8211; version with<\/p>","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_pvb_checkbox_block_on_post":false,"footnotes":""},"categories":[52,5,7,1],"tags":[],"class_list":["post-96945","post","type-post","status-publish","format-standard","hentry","category-ai-club","category-committee","category-news","category-uncategorized","pmpro-has-access"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.3 - 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