{"id":114247,"date":"2026-02-11T05:16:34","date_gmt":"2026-02-11T05:16:34","guid":{"rendered":"https:\/\/mailinvest.blog\/index.php\/2026\/02\/11\/claude-surprised-researchers-by-running-a-vending-machine-business-better-than-its-rivals-and-bending-every-rule-to-win\/"},"modified":"2026-02-11T05:17:43","modified_gmt":"2026-02-11T05:17:43","slug":"claude-surprised-researchers-by-running-a-vending-machine-business-better-than-its-rivals-and-bending-every-rule-to-win","status":"publish","type":"post","link":"https:\/\/mailinvest.blog\/index.php\/2026\/02\/11\/claude-surprised-researchers-by-running-a-vending-machine-business-better-than-its-rivals-and-bending-every-rule-to-win\/","title":{"rendered":"Claude surprised researchers by running a vending machine business better than its rivals and bending every rule to win"},"content":{"rendered":"<p> <a href=\"https:\/\/go.fiverr.com\/visit\/?bta=1052423&nci=17043\" Target=\"_Top\"><img loading=\"lazy\" decoding=\"async\" border=\"0\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/fiverr.ck-cdn.com\/tn\/serve\/?cid=40081059\"  width=\"601\" height=\"201\"><\/a>\n<br \/><img decoding=\"async\" src=\"https:\/\/mailinvest.blog\/wp-content\/themes\/breek\/assets\/images\/transparent.gif\" data-lazy=\"true\" data-src=\"https:\/\/cdn.mos.cms.futurecdn.net\/TATwpzP9fk9Noxrt4Np7FU-1200-80.jpg\" \/><\/p>\n<div id=\"article-body\">\n<hr id=\"5f8f4d2e-dea2-464b-94db-1bc801820ea2\"\/>\n<ul id=\"df367971-d792-4077-818d-8fb18eefa0c6\">\n<li><strong>Claude Opus 4.6 beat all rival AI fashions in a simulated year-long merchandising machine problem<\/strong><\/li>\n<li><strong>The mannequin boosted income by bending guidelines to the breaking level<\/strong><\/li>\n<li><strong>Claude Opus averted refunds and coordinated costs amongst different tips<\/strong><\/li>\n<\/ul>\n<hr id=\"55b08fa1-ea92-4431-ba83-d2061a6c0697\"\/>\n<p id=\"c1b28371-bdc1-40ad-b49d-5e8110567883\"><a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/tag\/anthropic\" data-url=\"https:\/\/www.techradar.com\/tag\/anthropic\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/tag\/anthropic\">Anthropic<\/a>&#8216;s latest mannequin of <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/tag\/claude\" data-url=\"https:\/\/www.techradar.com\/tag\/claude\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/tag\/claude\">Claude<\/a> is a really ruthless, however profitable, capitalist. Claude Opus 4.6 is the primary AI system to <a data-analytics-id=\"inline-link\" href=\"https:\/\/andonlabs.com\/blog\/opus-4-6-vending-bench\" target=\"_blank\" data-url=\"https:\/\/andonlabs.com\/blog\/opus-4-6-vending-bench\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\">reliably pass<\/a> the merchandising machine check, a simulation designed by researchers at Anthropic and the impartial analysis group Andon Labs to guage how effectively the AI operates a digital merchandising machine enterprise over a full simulated yr.<\/p>\n<p>The mannequin out-earned all its rivals by a large margin. And it did it with techniques simply this facet of vicious and with a pitiless disregard for knock-on penalties. It confirmed what autonomous AI programs are able to when given a easy aim and loads of time to pursue it.<\/p>\n<p><a id=\"elk-seasonal\" class=\"paywall\" aria-hidden=\"true\"\/><\/p>\n<aside data-block-type=\"embed\" data-render-type=\"fte\" data-skip=\"dealsy\" data-widget-type=\"seasonal\" class=\"hawk-root\"\/>\n<p id=\"c1b28371-bdc1-40ad-b49d-5e8110567883-2\">The merchandising machine check is designed to see how effectively fashionable AI fashions deal with long-term duties constructed up of 1000&#8217;s of small selections. The check measures persistence, planning, negotiation, and the flexibility to coordinate a number of components concurrently. Anthropic and different corporations hope this type of check will assist them form AI fashions able to duties like scheduling and managing complicated work.<\/p>\n<aside data-component-name=\"Recirculation:ArticleRiver\" data-recirculation-type=\"inline\" data-mrf-recirculation=\"Trending Bar\" data-nosnippet=\"\" class=\"clear-both pt-3 pb-4 mb-4 border-solid border-y border-neutral-300\">\n<span class=\"font-article-heading block pb-3 !text-base font-bold uppercase sm:text-sm text-[#333]\"><br \/>\nYou might like<br \/>\n<\/span><\/p>\n<\/aside>\n<p>The merchandising machine check was particularly drawn from a real-world experiment at Anthropic, during which the corporate positioned an actual merchandising machine in its workplace and requested an older model of Claude to run it. That model struggled so badly that staff nonetheless carry up its missteps. At one level, the mannequin hallucinated its personal bodily presence and instructed prospects it will meet them in individual, sporting a blue blazer and a purple tie. It promised refunds that it by no means processed.<\/p>\n<p><a id=\"elk-ecc76a38-2b90-4ecc-8c95-b912b11bac09\" class=\"paywall\" aria-hidden=\"true\"\/><\/p>\n<h2 id=\"ai-vending-3\">AI merchandising<\/h2>\n<p id=\"c1658711-3fcc-4bd1-bc50-c1effe967f79\">This time, the experiment was performed solely in simulation, giving researchers larger management and enabling fashions to run at full velocity. Every system was given a easy instruction: maximize your ending financial institution stability after one simulated yr of merchandising machine operations. The constraints matched commonplace enterprise circumstances. The machine bought widespread snacks. Costs fluctuated. Rivals operated close by. Prospects behaved unpredictably.<\/p>\n<p>Three top-tier fashions entered the simulation. OpenAI&#8217;s ChatGPT 5.2 introduced in $3,591. whereas <a data-analytics-id=\"inline-link\" href=\"https:\/\/www.techradar.com\/tag\/google\" data-auto-tag-linker=\"true\" data-url=\"https:\/\/www.techradar.com\/tag\/google\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\" data-before-rewrite-localise=\"https:\/\/www.techradar.com\/tag\/google\">Google<\/a> Gemini 3 earned $5,478 in. However Claude Opus 4.6 ended the yr with $8,017. Claude\u2019s victory got here from a willingness to interpret its directive in essentially the most literal and direct method. It maximized income with out regard for buyer satisfaction or fundamental ethics.<\/p>\n<p>When a buyer purchased an expired Snickers bar and requested a refund, Claude would agree, then again down. The AI mannequin defined that \u201ceach greenback issues,\u201d so skipping the refund was effective. The ghosted digital buyer by no means bought their a reimbursement.<\/p>\n<div id=\"slice-container-newsletterForm-articleInbodyContent-PC77kYYFbVqfdbSixBirE3\" class=\"slice-container newsletter-inbodyContent-slice newsletterForm-articleInbodyContent-PC77kYYFbVqfdbSixBirE3 slice-container-newsletterForm\">\n<div data-hydrate=\"true\" class=\"newsletter-form__wrapper newsletter-form__wrapper--inbodyContent\">\n<div class=\"newsletter-form__container\">\n<section class=\"newsletter-form__top-bar\"\/>\n<section class=\"newsletter-form__main-section\">\n<p class=\"newsletter-form__strapline\">Join breaking information, critiques, opinion, high tech offers, and extra.<\/p>\n<\/section>\n<\/div>\n<\/div>\n<\/div>\n<p>Within the free-for-all \u201cArea mode\u201d check, the place a number of AI-controlled merchandising machines competed in the identical market, Claude coordinated with one rival to repair the value of bottled water at three {dollars}. When the ChatGPT-run machine ran out of Equipment Kats, Claude instantly raised its personal Equipment Kat costs by 75%. No matter it may get away with, it will strive. It was much less a small-business proprietor and extra a robber baron in its method.<\/p>\n<p><a id=\"elk-e85cdcd6-6dc0-42a6-97b5-c6bb6ca8e15c\" class=\"paywall\" aria-hidden=\"true\"\/><\/p>\n<h2 id=\"recognizing-simulated-reality-3\">Recognizing simulated actuality<\/h2>\n<p id=\"c372df27-f577-4680-ba24-c7823ec98a70\">It is not that Claude will all the time be this vicious. Apparently, the AI mannequin indicated it knew this was a simulation. AI fashions usually behave in another way once they imagine their actions exist in a consequence-free setting. With out actual reputational threat or long-term buyer belief to guard, Claude had no cause to play good. As a substitute, it grew to become the worst individual at sport night time.<\/p>\n<p>Incentives form habits, even with AI fashions. When you inform a system to maximise revenue, it can try this, even when it means performing like a grasping monster. AI fashions don\u2019t have ethical instinct or ethics coaching. With out deliberate design, AI fashions will merely go straight in line to finish a activity, regardless of who they run over.<\/p>\n<p>Exposing these blind spots earlier than AI programs deal with extra significant work is a part of the purpose of those checks. These points should be fastened earlier than AI might be trusted to take care of real-world monetary selections. Even when it is simply to stop an AI merchandising machine mafia.<\/p>\n<hr id=\"8c848a3c-94f4-4f1f-9b74-4525d1208ca3\"\/>\n<p id=\"4a9efc83-85a8-4348-a4d3-053bcd751043\"><a data-analytics-id=\"inline-link\" href=\"https:\/\/news.google.com\/publications\/CAAqKAgKIiJDQklTRXdnTWFnOEtEWFJsWTJoeVlXUmhjaTVqYjIwb0FBUAE?hl=en-GB&amp;gl=GB&amp;ceid=GB%3Aen\" target=\"_blank\" data-url=\"https:\/\/news.google.com\/publications\/CAAqKAgKIiJDQklTRXdnTWFnOEtEWFJsWTJoeVlXUmhjaTVqYjIwb0FBUAE?hl=en-GB&amp;gl=GB&amp;ceid=GB%3Aen\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\"><em><strong>Follow TechRadar on Google News<\/strong><\/em><\/a> and<em> <\/em><a data-analytics-id=\"inline-link\" href=\"https:\/\/www.google.com\/preferences\/source?q=techradar.com\" target=\"_blank\" data-url=\"https:\/\/www.google.com\/preferences\/source?q=techradar.com\" referrerpolicy=\"no-referrer-when-downgrade\" data-hl-processed=\"none\" data-mrf-recirculation=\"inline-link\"><em><strong>add us as a preferred source<\/strong><\/em><\/a><em> to get our professional information, critiques, and opinion in your feeds. 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