{"id":9485,"date":"2026-09-02T06:58:47","date_gmt":"2026-09-02T06:58:47","guid":{"rendered":"https:\/\/aboutknowledge.com\/?p=9485"},"modified":"2026-09-02T06:58:48","modified_gmt":"2026-09-02T06:58:48","slug":"ai-agent-risks-and-controls","status":"publish","type":"post","link":"https:\/\/aboutknowledge.com\/zh\/ai-agent-risks-and-controls\/","title":{"rendered":"AI Agent Risks and Controls"},"content":{"rendered":"<h2>Why this needs its own article<\/h2>\n<p><strong>An agent takes actions.<\/strong> A single-step AI feature produces text somebody reads.<\/p>\n<p><strong>That difference changes the risk entirely.<\/strong> A bad draft is discarded. A bad action has already happened.<\/p>\n<p><strong>Six risks worth understanding<\/strong>, and what controls each one.<\/p>\n<h2>1. It does something you did not intend<\/h2>\n<p><strong>The main risk.<\/strong><\/p>\n<p>An agent misreads a situation, chooses a tool that seemed reasonable, and acts. <strong>Nothing errors.<\/strong> It reports success.<\/p>\n<p><strong>Why it happens:<\/strong> an agent chooses tools from their descriptions and from what it judges the situation to require. A misjudgement produces a confident wrong action.<\/p>\n<p><strong>The control: permissions, not instructions.<\/strong><\/p>\n<p><strong>You cannot reliably instruct an agent out of a capability.<\/strong> Telling it &#8220;never delete records&#8221; is weaker than not giving it the ability to delete.<\/p>\n<p><strong>Practically:<\/strong> a dedicated account with the minimum rights the task needs. Read broadly, write narrowly, and no ability to do anything you would not want done.<\/p>\n<h2>2. It loops<\/h2>\n<p><strong>An agent that cannot tell whether the goal is met keeps going.<\/strong><\/p>\n<p>Retrying the same failed step. Cycling between two actions. Working through records indefinitely.<\/p>\n<p><strong>Three controls:<\/strong><\/p>\n<p><strong>A step limit.<\/strong> After a set number of actions, stop.<\/p>\n<p><strong>A record limit.<\/strong> Process at most a set number in one run.<\/p>\n<p><strong>A stop mechanism<\/strong> that works immediately.<\/p>\n<p><strong>Test all three before relying on it.<\/strong> A stop button nobody has pressed is a button that has never worked.<\/p>\n<div style=\"border:1px solid #e0e0e0;border-radius:6px;padding:18px 20px;margin:24px 0;background:#fafafa;\">\n<p style=\"font-size:12px;letter-spacing:.5px;text-transform:uppercase;color:#5C3A52;font-weight:700;margin:0 0 14px;\">FIGURE 1: THE CONTROLS THAT MATTER MOST<\/p>\n<div style=\"display:flex;flex-wrap:wrap;gap:14px;\">\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">Minimum permissions<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>You cannot instruct an agent out of a capability. Remove it.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">Stop before commit<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Nothing irreversible without a person.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">Step and record limits<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>So a loop terminates and a mistake is contained.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">Full logging<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>When it goes wrong, you need to see where.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<h2>3. Errors compound<\/h2>\n<p><strong>A wrong step produces a wrong record, and the next step treats it as fact.<\/strong><\/p>\n<p>By the time anything looks odd, several things are wrong \u2014 and they are connected, so unpicking them is harder than fixing one.<\/p>\n<p><strong>The control:<\/strong> limit how much happens without review.<\/p>\n<p><strong>A run that prepares twenty drafts is recoverable.<\/strong> One that created twenty records across three systems is a cleanup exercise.<\/p>\n<h2>4. You cannot explain what happened<\/h2>\n<p><strong>An agent takes a path, and the path varies.<\/strong><\/p>\n<p>When the outcome is wrong, &#8220;why did it do that&#8221; is a real question \u2014 and without a record it is unanswerable.<\/p>\n<p><strong>In a business system that matters twice over:<\/strong> you cannot fix what you cannot diagnose, and you cannot explain to an auditor a result you cannot trace.<\/p>\n<p><strong>The control: log every step.<\/strong> What it decided, which tool it called, what came back, what it did next.<\/p>\n<p><strong>Not a summary.<\/strong> The sequence.<\/p>\n<h2>5. It inherits access wholesale<\/h2>\n<p><strong>There is no partial capability.<\/strong> An agent with the ability to post journal entries can post wrong ones.<\/p>\n<p><strong>And this compounds with the first risk.<\/strong> A misjudgement plus broad permissions is how a small error becomes an expensive one.<\/p>\n<p><strong>The control:<\/strong> treat the agent&#8217;s account like any other user account. Minimum rights. Reviewed periodically. <strong>Not an administrator.<\/strong><\/p>\n<h2>6. Nobody reviews the output<\/h2>\n<p><strong>The quiet one.<\/strong><\/p>\n<p>An agent producing drafts is safe <strong>only if somebody reads them.<\/strong><\/p>\n<p><strong>What happens in practice:<\/strong> the drafts are good for three months, review becomes skimming, and then one bad one goes out.<\/p>\n<p><strong>Two controls:<\/strong><\/p>\n<p><strong>Make review a real step<\/strong>, not a formality. Somebody with the knowledge to spot a wrong draft.<\/p>\n<p><strong>Sample deliberately<\/strong>, even after you trust it. A fixed proportion, checked properly.<\/p>\n<div style=\"border:1px solid #e0e0e0;border-radius:6px;padding:18px 20px;margin:24px 0;background:#fafafa;\">\n<p style=\"font-size:12px;letter-spacing:.5px;text-transform:uppercase;color:#5C3A52;font-weight:700;margin:0 0 14px;\">FIGURE 2: TWO WAYS AN AGENT IS DEPLOYED<\/p>\n<div style=\"display:flex;flex-wrap:wrap;gap:14px;\">\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#0F9E96;font-size:14px;\">Controlled<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Dedicated account, minimum rights<\/li>\n<li>Prepares drafts, never commits<\/li>\n<li>Step and record limits set and tested<\/li>\n<li>Every action logged, output sampled<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#B04A4A;font-size:14px;\">Risky<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Running with broad access<\/li>\n<li>Acts directly on systems<\/li>\n<li>No limits, no tested stop<\/li>\n<li>Drafts nobody actually reads<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<h2>The control that does most work<\/h2>\n<p><strong>Stop before the commit.<\/strong><\/p>\n<p><strong>If an agent never does anything irreversible, most of the risk disappears.<\/strong><\/p>\n<p>A wrong draft is discarded. A wrong list is corrected. A wrong summary is ignored.<\/p>\n<p><strong>The value is preserved<\/strong>, because gathering and preparing is where the time goes \u2014 not the final click.<\/p>\n<p><strong>When you might relax it:<\/strong> never, for anything touching money, going to a customer, or that an auditor might examine.<\/p>\n<p><strong>Possibly, for low-consequence internal actions<\/strong> where the cost of being wrong is genuinely small and reversal is easy. <strong>That is a shorter list than it first appears.<\/strong><\/p>\n<h2>Testing before you trust it<\/h2>\n<p><strong>Test the failure cases, not the happy path.<\/strong><\/p>\n<ul>\n<li>A record with missing data<\/li>\n<li>A system unavailable mid-run<\/li>\n<li>A situation the agent has not seen<\/li>\n<li>A case where the right answer is &#8220;do nothing&#8221;<\/li>\n<li><strong>Stopping it mid-run<\/strong><\/li>\n<li>Running it twice at once<\/li>\n<\/ul>\n<p><strong>That fourth one matters.<\/strong> An agent that always finds something to do will do something unnecessary. <strong>&#8220;Nothing needs action&#8221; has to be an acceptable outcome.<\/strong><\/p>\n<h2>Questions before adopting one<\/h2>\n<p>Six.<\/p>\n<p><strong>What can it do without a person confirming?<\/strong> If the answer is anything meaningful, ask why.<\/p>\n<p><strong>What account does it run as, and with what rights?<\/strong><\/p>\n<p><strong>How do we see what it did?<\/strong><\/p>\n<p><strong>How do we stop it?<\/strong><\/p>\n<p><strong>What happens when it meets something unexpected?<\/strong><\/p>\n<p><strong>Who reviews the output, and will they actually read it?<\/strong><\/p>\n<p><strong>Vague answers to any of these are a reason to wait.<\/strong><\/p>\n<div style=\"border:1px solid #e0e0e0;border-radius:6px;padding:18px 20px;margin:24px 0;background:#fafafa;\">\n<p style=\"font-size:12px;letter-spacing:.5px;text-transform:uppercase;color:#5C3A52;font-weight:700;margin:0 0 14px;\">FIGURE 3: BEFORE YOU ADOPT ONE<\/p>\n<div style=\"display:flex;flex-wrap:wrap;gap:14px;\">\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">What can it do unconfirmed?<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>If the answer is anything meaningful, ask why.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">What rights does it run with?<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Not administrator. Minimum for the task.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">How do we stop it?<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Test it. An untested stop has never worked.<\/li>\n<\/ul>\n<\/div>\n<div style=\"flex:1 1 200px;min-width:200px;background:#fff;border:1px solid #e6e6e6;border-radius:5px;padding:14px 16px;\">\n<p style=\"margin:0 0 8px;font-weight:700;color:#5C3A52;font-size:14px;\">Who actually reads the output?<\/p>\n<ul style=\"margin:0;padding-left:18px;color:#5a5a5a;font-size:13px;line-height:1.6;\">\n<li>Drafts nobody reads still get used.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<h2>A proportionate view<\/h2>\n<p><strong>None of this means avoid agents.<\/strong><\/p>\n<p><strong>It means the controls are the design<\/strong>, not an afterthought. An agent with minimum permissions, a commit boundary, limits, logging and a real review step is genuinely useful.<\/p>\n<p><strong>The same agent without those is a liability that looks like a capability<\/strong> \u2014 and the difference does not show until the exception arrives.<\/p>\n<h2>The short version<\/h2>\n<p><strong>Control with permissions, not instructions.<\/strong> If you do not want something to happen, remove the ability.<\/p>\n<p><strong>Stop before anything irreversible.<\/strong> That single boundary removes most of the risk while keeping most of the value.<\/p>\n<p><strong>Set and test step limits, record limits and a stop mechanism.<\/strong><\/p>\n<p><strong>Log every step<\/strong>, because &#8220;why did it do that&#8221; is a question you will eventually ask.<\/p>\n<p><strong>And make sure somebody actually reads the output.<\/strong> Drafts nobody reads still get used.<\/p>\n<div style=\"border-left:4px solid #5C3A52;background:#F7F3F6;padding:18px 22px;margin:28px 0;border-radius:0 6px 6px 0;\">\n<p style=\"margin:0 0 6px;font-weight:700;color:#5C3A52;font-size:16px;\">Considering an agent for something that touches your systems?<\/p>\n<p style=\"margin:0;color:#5a5a5a;\">Get in touch. We will go through the permissions, the commit boundary and the logging before anything is built \u2014 those decide whether it is useful or a liability.<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Why this needs its own article An agent takes actions. A single-step AI feature produces text somebody reads. That difference changes the risk entirely. A bad draft is discarded. A bad action has already happened. Six risks worth understanding, and what controls each one. 1. It does something you did not intend The main risk. [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":9486,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[],"class_list":["post-9485","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.4 (Yoast SEO v28.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Agent Risks and Controls: 6 Key Risks Explained<\/title>\n<meta name=\"description\" content=\"Understand the top AI agent risks \u2014 unintended actions, loops, and more \u2014 plus practical controls like permissions and step limits to deploy agents safely.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/aboutknowledge.com\/zh\/ai-agent-risks-and-controls\/\" 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