{"id":6010,"date":"2026-07-24T23:01:39","date_gmt":"2026-07-24T23:01:39","guid":{"rendered":"https:\/\/jonjones.ai\/uncategorized\/daily-saturday-shortcuts-stop-ai-agent-making-things-up-2026-07-25\/"},"modified":"2026-07-24T23:01:39","modified_gmt":"2026-07-24T23:01:39","slug":"daily-saturday-shortcuts-stop-ai-agent-making-things-up-2026-07-25","status":"publish","type":"post","link":"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/daily-saturday-shortcuts-stop-ai-agent-making-things-up-2026-07-25\/","title":{"rendered":"\u9031\u516d\u5c0f\u6487\u6b65\uff1a\u9632\u6b62\u4eba\u5de5\u667a\u6167\u4ee3\u7406\u80e1\u7de8\u4e82\u9020\u76843\u7a2e\u65b9\u6cd5"},"content":{"rendered":"<p>Here&#8217;s the quiet fear that stops most people from letting an AI agent do real work: <em>what if it just makes something up?<\/em> A confident, well-written, completely invented answer is the nightmare \u2014 because it doesn&#8217;t <em>look<\/em> wrong. Good news: you can stop your AI agent from making things up with three shortcuts I wire into every agent I run. None of them require code. All of them come down to one idea \u2014 never let the agent answer from memory when it can answer from a source.<\/p>\n\n<h2>Shortcut 1: Give it a facts file to quote from<\/h2>\n<p>An AI model left to its own devices will fill gaps with plausible-sounding guesses. So don&#8217;t leave a gap. Before an agent writes a word, I hand it a short &#8220;facts file&#8221; \u2014 a plain text or markdown doc with the real numbers, names, prices, and links it&#8217;s allowed to use. The instruction is blunt: <strong>&#8220;Only state facts that appear in this file. If it&#8217;s not here, say you don&#8217;t know.&#8221;<\/strong> Suddenly the agent isn&#8217;t inventing \u2014 it&#8217;s quoting. This is the same trick that turns <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/%e6%af%8f%e6%97%a5%e6%98%9f%e6%9c%9f%e5%85%ad%e5%bf%ab%e6%8d%b7%e6%96%b9%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e4%bb%a3%e7%90%86%e8%a8%98%e6%86%b6-2026-07-18\/\">a pile of notes into reliable agent memory<\/a>: the file is the source of truth, and the agent reads from it instead of guessing.<\/p>\n\n<h2>Shortcut 2: Make &#8220;cite your source&#8221; a rule, not a hope<\/h2>\n<p>The fastest way to catch a made-up fact is to force the agent to show its work. I add one line to the prompt: <strong>&#8220;For every claim, name where it came from.&#8221;<\/strong> When an agent has to point at a source for each sentence, two things happen \u2014 it stops reaching for facts it can&#8217;t back up, and when it <em>\u505a<\/em> slip, you can see it instantly because the citation is missing or vague. A claim with no source is a red flag you can spot in two seconds. No source, no trust.<\/p>\n\n<h2>Shortcut 3: Draft first, verify, then send<\/h2>\n<p>The cheapest insurance against a hallucination reaching a real person is a gap between &#8220;written&#8221; and &#8220;sent.&#8221; I never let a new agent publish or reply straight to the world. It drafts; I (or a quick second check) verify the facts against the source; <em>\u7136\u5f8c<\/em> it goes out. Once it&#8217;s earned trust on a narrow job, I loosen the leash \u2014 but the draft-then-verify habit is exactly how you can eventually <a href=\"https:\/\/jonjones.ai\/zh\/%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%87%aa%e5%8b%95%e5%8c%96\/daily-faq-friday-trust-ai-agent-unattended-2026-07-24\/\">trust an agent to run without you watching<\/a>. Where a wrong answer actually costs you money \u2014 like <a href=\"https:\/\/jonjones.ai\/zh\/%e8%87%aa%e5%8b%95%e5%8c%96\/2026%e5%b9%b4%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e8%88%87%e5%ae%a2%e6%88%b6%e6%9c%8d%e5%8b%99%e7%8d%a8%e7%ab%8b%e5%89%b5%e6%a5%ad%e8%80%85%e6%8c%87%e5%8d%97\/\">an AI agent answering your customers<\/a> \u2014 this gap is non-negotiable.<\/p>\n\n<h2>\u91cd\u9ede<\/h2>\n<p>Hallucination isn&#8217;t a mysterious flaw you have to live with \u2014 it&#8217;s what happens when you ask an agent to answer without giving it something to answer <em>\u5f9e<\/em>. Ground it in a facts file, make it cite every claim, and keep a draft-then-verify gap before anything reaches a real person. Do those three and the &#8220;what if it makes something up&#8221; fear mostly disappears. If you&#8217;d like a second set of eyes on where your automations could quietly go wrong, <a href=\"https:\/\/jonjones.ai\/zh\/%e9%a0%90%e7%b4%84%e6%9c%83%e8%ad%b0\/\">\u9810\u7d04\u7b56\u7565\u8aee\u8a62<\/a> and we&#8217;ll pressure-test it together.<\/p>\n<p>\u2014\u2014\u55ac\u6069<\/p>\n\n\n<div class=\"wp-block-group has-background\" style=\"border-radius:12px;background-color:#0e2f34;padding-top:40px;padding-right:40px;padding-bottom:40px;padding-left:40px\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-container-core-group-is-layout-c1ab20b5 wp-block-group-is-layout-constrained\">\n\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\">\n\n<figure class=\"wp-block-image size-large has-custom-border\"><img decoding=\"async\" src=\"https:\/\/jonjones.ai\/wp-content\/uploads\/2026\/06\/newsletter-cta-ai-playbook.jpg\" alt=\"\u514d\u8cbb\u4eba\u5de5\u667a\u6167\u624b\u518a\u6f5b\u5728\u5ba2\u6236\u958b\u767c\u5de5\u5177\" style=\"border-radius:10px\"\/><\/figure>\n\n<\/div>\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\">\n\n<h3 class=\"wp-block-heading has-text-color\" style=\"color:#ffffff\">\u53d6\u5f97\u514d\u8cbb\u7684\u4eba\u5de5\u667a\u6167\u7b56\u7565\u624b\u518a<\/h3>\n\n\n<p class=\"has-text-color\" style=\"color:#c8e6e2\">The exact systems I use to run autonomous businesses solo. Straight to your inbox.<\/p>\n\n<div class='fluentform ff-default fluentform_wrapper_8 ffs_default_wrap'><form data-form_id=\"8\" id=\"fluentform_8\" class=\"frm-fluent-form fluent_form_8 ff-el-form-top ff_form_instance_8_1 ff-form-loading ffs_default\" data-form_instance=\"ff_form_instance_8_1\" method=\"POST\" action=\"\" ><fieldset  style=\"border: none!important;margin: 0!important;padding: 0!important;background-color: transparent!important;box-shadow: none!important;outline: none!important; min-inline-size: 100%;\">\n                    <legend class=\"ff_screen_reader_title\" style=\"display: block; margin: 0!important;padding: 0!important;height: 0!important;text-indent: -999999px;width: 0!important;overflow:hidden;\">\u5f15\u6d41\u5de5\u5177 - AI \u7b56\u7565\u624b\u518a<\/legend><input type='hidden' name='__fluent_form_embded_post_id' value='6010' \/><input type=\"hidden\" id=\"_fluentform_8_fluentformnonce\" name=\"_fluentform_8_fluentformnonce\" value=\"b652487fed\" \/><input type=\"hidden\" name=\"_wp_http_referer\" value=\"\/zh\/wp-json\/wp\/v2\/posts\/6010\" \/><div class='ff-el-group'><div class='ff-el-input--content'><input type=\"email\" name=\"email\" id=\"ff_8_email\" class=\"ff-el-form-control\" placeholder=\"\u60a8\u7684\u96fb\u5b50\u90f5\u4ef6\u5730\u5740\" data-name=\"email\"  aria-invalid=\"false\" aria-required=\"true\"><\/div><\/div><div class='ff-el-group ff-text-left ff_submit_btn_wrapper ff_submit_btn_wrapper_custom'><button class=\"ff-btn ff-btn-submit ff-btn-md ff_btn_style wpf_has_custom_css\" type=\"submit\" name=\"custom_submit_button-8_1\" data-name=\"custom_submit_button-8_1\"  aria-label=\"\u53d6\u5f97\u64cd\u4f5c\u624b\u518a\">\u53d6\u5f97\u64cd\u4f5c\u624b\u518a<\/button><style>form.fluent_form_8 .wpf_has_custom_css.ff-btn-submit { background-color:#00ff88;border-color:#00ff88;color:#0a0a14;min-width:100%; 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