{"id":739,"date":"2024-10-23T10:00:00","date_gmt":"2024-10-23T10:00:00","guid":{"rendered":"https:\/\/jacar.es\/computer-use-claude\/"},"modified":"2024-10-23T10:00:00","modified_gmt":"2024-10-23T10:00:00","slug":"computer-use-claude","status":"publish","type":"post","link":"https:\/\/jacar.es\/en\/computer-use-claude\/","title":{"rendered":"Claude&#8217;s Computer Use: When the Agent Moves the Mouse"},"content":{"rendered":"<p><strong>Anthropic<\/strong> released <strong>Computer Use<\/strong> on October 22, 2024: Claude 3.5 Sonnet can <strong>control computers<\/strong> \u2014 see screenshot, move cursor, type, click buttons. It\u2019s beta but opens door to automation agents interacting with apps without APIs. This article covers what works, what doesn\u2019t, and implications.<\/p>\n<h2 id=\"what-it-is\">What It Is<\/h2>\n<p>Computer Use is an API capability:<\/p>\n<ol type=\"1\">\n<li>Your system takes desktop screenshot.<\/li>\n<li>Claude receives screenshot + objective.<\/li>\n<li>Claude decides action: \u201cclick at (x, y)\u201d, \u201ctype \u2018hello\u2019\u201d, \u201cscroll\u201d.<\/li>\n<li>Your system executes action.<\/li>\n<li>Repeat until task done.<\/li>\n<\/ol>\n<p>Not Claude literally accessing computer \u2014 it\u2019s Claude <strong>deciding<\/strong> actions, your system implements.<\/p>\n<h2 id=\"capabilities\">Capabilities<\/h2>\n<p>Claude can:<\/p>\n<ul>\n<li><strong>Identify UI elements<\/strong> in screenshots.<\/li>\n<li><strong>Click<\/strong> coordinates precisely.<\/li>\n<li><strong>Type<\/strong> text in fields.<\/li>\n<li><strong>Scroll<\/strong> and navigate.<\/li>\n<li><strong>Extract visible info<\/strong> on screen.<\/li>\n<li><strong>Multi-step tasks<\/strong> with planning.<\/li>\n<\/ul>\n<h2 id=\"setup\">Setup<\/h2>\n<p>Anthropic provides reference implementation:<\/p>\n<div class=\"sourceCode\" id=\"cb1\">\n<pre class=\"sourceCode bash\"><code class=\"sourceCode bash\"><span id=\"cb1-1\"><a href=\"#cb1-1\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"fu\">git<\/span> clone https:\/\/github.com\/anthropics\/anthropic-quickstarts<\/span>\n<span id=\"cb1-2\"><a href=\"#cb1-2\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"bu\">cd<\/span> anthropic-quickstarts\/computer-use-demo<\/span>\n<span id=\"cb1-3\"><a href=\"#cb1-3\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"ex\">docker<\/span> build <span class=\"at\">-t<\/span> computer-use .<\/span>\n<span id=\"cb1-4\"><a href=\"#cb1-4\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"ex\">docker<\/span> run <span class=\"at\">-p<\/span> 5900:5900 computer-use<\/span><\/code><\/pre>\n<\/div>\n<p>Provides virtualised desktop Claude can control.<\/p>\n<h2 id=\"basic-code\">Basic Code<\/h2>\n<div class=\"sourceCode\" id=\"cb2\">\n<pre class=\"sourceCode python\"><code class=\"sourceCode python\"><span id=\"cb2-1\"><a href=\"#cb2-1\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"im\">import<\/span> anthropic<\/span>\n<span id=\"cb2-2\"><a href=\"#cb2-2\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><\/span>\n<span id=\"cb2-3\"><a href=\"#cb2-3\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>client <span class=\"op\">=<\/span> anthropic.Anthropic()<\/span>\n<span id=\"cb2-4\"><a href=\"#cb2-4\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><\/span>\n<span id=\"cb2-5\"><a href=\"#cb2-5\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>response <span class=\"op\">=<\/span> client.beta.messages.create(<\/span>\n<span id=\"cb2-6\"><a href=\"#cb2-6\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    model<span class=\"op\">=<\/span><span class=\"st\">&quot;claude-3-5-sonnet-20241022&quot;<\/span>,<\/span>\n<span id=\"cb2-7\"><a href=\"#cb2-7\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    max_tokens<span class=\"op\">=<\/span><span class=\"dv\">4096<\/span>,<\/span>\n<span id=\"cb2-8\"><a href=\"#cb2-8\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    tools<span class=\"op\">=<\/span>[{<\/span>\n<span id=\"cb2-9\"><a href=\"#cb2-9\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;type&quot;<\/span>: <span class=\"st\">&quot;computer_20241022&quot;<\/span>,<\/span>\n<span id=\"cb2-10\"><a href=\"#cb2-10\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;name&quot;<\/span>: <span class=\"st\">&quot;computer&quot;<\/span>,<\/span>\n<span id=\"cb2-11\"><a href=\"#cb2-11\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;display_width_px&quot;<\/span>: <span class=\"dv\">1024<\/span>,<\/span>\n<span id=\"cb2-12\"><a href=\"#cb2-12\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;display_height_px&quot;<\/span>: <span class=\"dv\">768<\/span>,<\/span>\n<span id=\"cb2-13\"><a href=\"#cb2-13\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    }],<\/span>\n<span id=\"cb2-14\"><a href=\"#cb2-14\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    messages<span class=\"op\">=<\/span>[{<\/span>\n<span id=\"cb2-15\"><a href=\"#cb2-15\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;role&quot;<\/span>: <span class=\"st\">&quot;user&quot;<\/span>,<\/span>\n<span id=\"cb2-16\"><a href=\"#cb2-16\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"st\">&quot;content&quot;<\/span>: <span class=\"st\">&quot;Book a flight from Madrid to NYC next Friday&quot;<\/span><\/span>\n<span id=\"cb2-17\"><a href=\"#cb2-17\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    }],<\/span>\n<span id=\"cb2-18\"><a href=\"#cb2-18\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    betas<span class=\"op\">=<\/span>[<span class=\"st\">&quot;computer-use-2024-10-22&quot;<\/span>]<\/span>\n<span id=\"cb2-19\"><a href=\"#cb2-19\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>)<\/span>\n<span id=\"cb2-20\"><a href=\"#cb2-20\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><\/span>\n<span id=\"cb2-21\"><a href=\"#cb2-21\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"co\"># Execute tool calls in response<\/span><\/span>\n<span id=\"cb2-22\"><a href=\"#cb2-22\" aria-hidden=\"true\" tabindex=\"-1\"><\/a><span class=\"cf\">for<\/span> content <span class=\"kw\">in<\/span> response.content:<\/span>\n<span id=\"cb2-23\"><a href=\"#cb2-23\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>    <span class=\"cf\">if<\/span> content.<span class=\"bu\">type<\/span> <span class=\"op\">==<\/span> <span class=\"st\">&quot;tool_use&quot;<\/span>:<\/span>\n<span id=\"cb2-24\"><a href=\"#cb2-24\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"co\"># Execute action (click, type, etc.)<\/span><\/span>\n<span id=\"cb2-25\"><a href=\"#cb2-25\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        result <span class=\"op\">=<\/span> execute_action(content.<span class=\"bu\">input<\/span>)<\/span>\n<span id=\"cb2-26\"><a href=\"#cb2-26\" aria-hidden=\"true\" tabindex=\"-1\"><\/a>        <span class=\"co\"># Send result back<\/span><\/span><\/code><\/pre>\n<\/div>\n<h2 id=\"use-cases\">Use Cases<\/h2>\n<p>Where it shines:<\/p>\n<ul>\n<li><strong>Legacy apps<\/strong> without API.<\/li>\n<li><strong>Cross-app workflows<\/strong>: data from app A to app B.<\/li>\n<li><strong>Testing<\/strong>: E2E automation.<\/li>\n<li><strong>Data entry<\/strong>: repetitive forms.<\/li>\n<li><strong>Research<\/strong>: navigate web, extract info.<\/li>\n<li><strong>RPA alternative<\/strong>: simpler than traditional RPA tools.<\/li>\n<\/ul>\n<h2 id=\"where-it-fails\">Where It Fails<\/h2>\n<ul>\n<li><strong>Complex reasoning<\/strong> on dynamic pages.<\/li>\n<li><strong>CAPTCHAs<\/strong>: blocks.<\/li>\n<li><strong>Pixel-perfect precision<\/strong>: occasional misses.<\/li>\n<li><strong>Very long tasks<\/strong>: errors accumulate.<\/li>\n<li><strong>Real-time<\/strong>: screenshot-based is slow.<\/li>\n<li><strong>Accessibility<\/strong>: doesn\u2019t use a11y tree, depends on visual.<\/li>\n<\/ul>\n<h2 id=\"safety\">Safety<\/h2>\n<p>Real concerns:<\/p>\n<ul>\n<li><strong>Unintended actions<\/strong>: Claude misinterprets \u2192 wrong click.<\/li>\n<li><strong>Destructive actions<\/strong>: delete, purchase.<\/li>\n<li><strong>Privacy<\/strong>: Claude sees everything on screen.<\/li>\n<li><strong>Prompt injection<\/strong>: webpage could trick Claude via visible text.<\/li>\n<\/ul>\n<p>Best practice:<\/p>\n<ul>\n<li><strong>Sandboxed environment<\/strong>: VM, isolated Docker.<\/li>\n<li><strong>Read-only tasks first<\/strong>: verify before write actions.<\/li>\n<li><strong>Human approval<\/strong> for sensitive actions.<\/li>\n<li><strong>Monitoring<\/strong>: log every action.<\/li>\n<\/ul>\n<h2 id=\"performance\">Performance<\/h2>\n<ul>\n<li><strong>Latency<\/strong>: 3-10s per action (screenshot + LLM + execution).<\/li>\n<li><strong>Reliability<\/strong>: ~70-85% task completion in benchmarks.<\/li>\n<li><strong>Cost<\/strong>: each screenshot is tokens \u2014 complex tasks expensive.<\/li>\n<\/ul>\n<p>Not speed-optimised. More \u201ccan it do X\u201d than \u201cfast at X\u201d.<\/p>\n<h2 id=\"comparison-with-alternatives\">Comparison with Alternatives<\/h2>\n<h3 id=\"playwrightselenium-traditional-automation\">Playwright\/Selenium (traditional automation)<\/h3>\n<ul>\n<li><strong>Playwright<\/strong>: deterministic scripts, fast, reliable.<\/li>\n<li><strong>Computer Use<\/strong>: adaptive, no script needed, slower.<\/li>\n<\/ul>\n<p>Different use cases: Playwright for known flows, Computer Use for adaptive tasks.<\/p>\n<h3 id=\"rpa-uipath-etc.\">RPA (UiPath, etc.)<\/h3>\n<ul>\n<li><strong>RPA<\/strong>: enterprise-grade, recorded workflows.<\/li>\n<li><strong>Computer Use<\/strong>: no recording needed, AI adapts.<\/li>\n<\/ul>\n<p>Computer Use could replace simple RPA tasks.<\/p>\n<h3 id=\"openai-operator-equivalent\">OpenAI Operator \/ equivalent<\/h3>\n<p>OpenAI subsequently released similar capability. Similar competition. Clear industry direction.<\/p>\n<h2 id=\"real-deployment\">Real Deployment<\/h2>\n<p>For production automation:<\/p>\n<ul>\n<li><strong>Isolated VM<\/strong>: Claude controls sandbox, not production machine.<\/li>\n<li><strong>Screenshot pipeline<\/strong>: efficient screenshot delivery.<\/li>\n<li><strong>Action validation<\/strong>: programmatic checks before execution.<\/li>\n<li><strong>Retry logic<\/strong>: robust error handling.<\/li>\n<li><strong>Cost budget<\/strong>: limit per task.<\/li>\n<\/ul>\n<h2 id=\"agent-builder-patterns\">Agent Builder Patterns<\/h2>\n<p>With Computer Use, emerging patterns:<\/p>\n<ul>\n<li><strong>Research assistant<\/strong>: Claude browses, summarises.<\/li>\n<li><strong>Support automation<\/strong>: Claude handles customer requests on legacy UIs.<\/li>\n<li><strong>QA testing<\/strong>: Claude explores app, finds bugs.<\/li>\n<li><strong>Admin tasks<\/strong>: provisioning, config management.<\/li>\n<\/ul>\n<h2 id=\"api-limitations\">API Limitations<\/h2>\n<ul>\n<li><strong>Beta<\/strong>: API stabilises eventually.<\/li>\n<li><strong>Claude-only<\/strong>: Anthropic-specific.<\/li>\n<li><strong>Rate limits<\/strong>: aggressive.<\/li>\n<li><strong>Cost<\/strong>: expensive screenshots.<\/li>\n<\/ul>\n<h2 id=\"future\">Future<\/h2>\n<p>Direction:<\/p>\n<ul>\n<li><strong>Better UI understanding<\/strong>: improve accuracy.<\/li>\n<li><strong>Lower latency<\/strong>: model optimisation.<\/li>\n<li><strong>Accessibility tree<\/strong>: use beyond visual.<\/li>\n<li><strong>Multi-model<\/strong>: OpenAI, Google likely respond.<\/li>\n<\/ul>\n<p>Industry moving to \u201cAI desktop users\u201d.<\/p>\n<h2 id=\"ethical-considerations\">Ethical Considerations<\/h2>\n<ul>\n<li><strong>Job displacement<\/strong>: some automation use cases.<\/li>\n<li><strong>Access control<\/strong>: who grants AI action rights?<\/li>\n<li><strong>Audit trails<\/strong>: regulated industries need.<\/li>\n<li><strong>Consent<\/strong>: users interacting with AI-driven bots.<\/li>\n<\/ul>\n<p>Growing ethics debate.<\/p>\n<h2 id=\"recommendations\">Recommendations<\/h2>\n<p>If considering Computer Use:<\/p>\n<ul>\n<li><strong>Start isolated<\/strong>: sandbox first, expand carefully.<\/li>\n<li><strong>Specific tasks<\/strong>: narrow scope before broad automation.<\/li>\n<li><strong>Human oversight<\/strong>: at least initially.<\/li>\n<li><strong>Measure ROI<\/strong>: compare vs traditional automation.<\/li>\n<li><strong>Monitor failures<\/strong>: edge cases reveal issues.<\/li>\n<\/ul>\n<h2 id=\"conclusion\">Conclusion<\/h2>\n<p>Computer Use is paradigm shift in what AI can do. Not production-ready for critical tasks yet, but illustrates industry directions. For R&amp;D, exploration, quick automation \u2014 useful now. For production-grade, combine with traditional tools + careful oversight. Like all agentic capabilities, safety + ethics consideration as important as capability.<\/p>\n<p>Follow us on jacar.es for more on Claude, autonomous agents, and AI automation.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Anthropic released Computer Use: Claude controls the desktop. What works, what doesn&#8217;t, and automation implications.<\/p>\n","protected":false},"author":1,"featured_media":740,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[22],"tags":[453,261,412,260,663],"class_list":["post-739","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial","tag-agents","tag-anthropic","tag-automation","tag-claude","tag-computer-use"],"translation":{"provider":"WPGlobus","version":"3.0.2","language":"en","enabled_languages":["es","en"],"languages":{"es":{"title":true,"content":true,"excerpt":true},"en":{"title":true,"content":true,"excerpt":true}}},"gutentor_comment":0,"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Claude&#039;s Computer Use: When the Agent Moves the Mouse - Jacar<\/title>\n<meta name=\"description\" content=\"Claude Computer Use: agent controls cursor, keyboard, screenshots. 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