{"id":32433,"date":"2026-07-30T15:18:04","date_gmt":"2026-07-30T13:18:04","guid":{"rendered":"https:\/\/sano.science\/?p=32433"},"modified":"2026-07-30T15:18:04","modified_gmt":"2026-07-30T13:18:04","slug":"a-field-guide-to-confidently-wrong-ai-agents","status":"publish","type":"post","link":"https:\/\/sano.science\/a-field-guide-to-confidently-wrong-ai-agents\/","title":{"rendered":"A Field Guide to Confidently-Wrong AI Agents"},"content":{"rendered":"\n<p class=\"eplus-wrapper wp-block-paragraph\">Sano researcher Micha\u0142 Orzechowski will take the stage at AGNTCon + MCPCon Europe in Amsterdam on Thursday, 17 September 2026, with a talk titled \u201cVerify, Abstain, or Amplify: A Field Guide to Confidently-Wrong Agents.\u201d<br>A coding agent earns our trust because a compiler and a test suite catch its mistakes. Most AI agents have no such oracle. They pass their evaluations and still ship confident, wrong answers \u2014 because for many real tasks, there is simply nothing to check against.<br>Orzechowski\u2019s talk offers three honest moves.<\/p>\n\n\n<ul class=\"wp-block-list eplus-wrapper eplus-styles-uid-d84648\">\n<li class=\" eplus-wrapper\"> <strong>Verify<\/strong>: when you can check the answer, run deterministic checks on the output itself, inside the harness. <\/li>\n\n\n\n<li class=\" eplus-wrapper\"><strong>Abstain<\/strong>: when you can\u2019t, make the agent say \u201cI can\u2019t verify this\u201d \u2014 gated on an external check rather than the model\u2019s own confidence. <\/li>\n\n\n\n<li class=\" eplus-wrapper\"><strong>Amplify<\/strong>: when there is no single right answer, only judgment, push the model off the bland average it drifts toward and amplify the novelty you feed it, with a human as the judge.<\/li>\n<\/ul>\n\n\n<p class=\"eplus-wrapper wp-block-paragraph\">Each move is grounded in real systems where models are reliably wrong: a finance agent, a genomics agent that invents false-but-plausible mechanisms, and a microtonal-music agent that keeps sliding back toward Western tonality. In the end, it comes down to two questions: can you check the answer, and is there a right one?<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n\n\n\n<p class=\"has-text-align-center eplus-wrapper wp-block-paragraph\"><em>The talk<br>\u201cVerify, Abstain, or Amplify: A Field Guide to Confidently-Wrong Agents\u201d Micha\u0142 Orzechowski<br><em>Thursday, 17 September 2026 \u00b7 AGNTCon + MCPCon Europe, RAI Amsterdam (17\u201318 September 2026)<br><\/em>Schedule: <\/em><a href=\"https:\/\/bit.ly\/4fIOhmu\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">bit.ly<\/a><\/p>\n","protected":false},"excerpt":"Micha\u0142 Orzechowski heads to AGNTCon + MCPCon Europe with a practical playbook for building AI agents you can actually trust.","author":8,"featured_media":32434,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"editor_plus_post_options":"{}","editor_plus_copied_stylings":"{}","footnotes":""},"categories":[1],"tags":[],"class_list":["post-32433","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.1 (Yoast SEO v28.1) - 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class=\" eplus-wrapper\"> <strong>Verify<\/strong>: when you can check the answer, run deterministic checks on the output itself, inside the harness. <\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\"> <strong>Verify<\/strong>: when you can check the answer, run deterministic checks on the output itself, inside the harness. <\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-rsVPUk","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\"><strong>Abstain<\/strong>: when you can\u2019t, make the agent say \u201cI can\u2019t verify this\u201d \u2014 gated on an external check rather than the model\u2019s own confidence. <\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\"><strong>Abstain<\/strong>: when you can\u2019t, make the agent say \u201cI can\u2019t verify this\u201d \u2014 gated on an external check rather than the model\u2019s own confidence. <\/li>\n"]},{"blockName":"core\/list-item","attrs":{"epAnimationGeneratedClass":"edplus_anim-rsVPUk","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<li class=\" eplus-wrapper\"><strong>Amplify<\/strong>: when there is no single right answer, only judgment, push the model off the bland average it drifts toward and amplify the novelty you feed it, with a human as the judge.<\/li>\n","innerContent":["\n<li class=\" eplus-wrapper\"><strong>Amplify<\/strong>: when there is no single right answer, only judgment, push the model off the bland average it drifts toward and amplify the novelty you feed it, with a human as the judge.<\/li>\n"]}],"innerHTML":"<ul class=\"wp-block-list eplus-wrapper eplus-styles-uid-d84648\">\n\n\n\n<\/ul>","innerContent":["\n<ul class=\"wp-block-list 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In the end, it comes down to two questions: can you check the answer, and is there a right one?<\/p>\n","innerContent":["\n<p class=\" eplus-wrapper\">Each move is grounded in real systems where models are reliably wrong: a finance agent, a genomics agent that invents false-but-plausible mechanisms, and a microtonal-music agent that keeps sliding back toward Western tonality. In the end, it comes down to two questions: can you check the answer, and is there a right one?<\/p>\n"]},{"blockName":"core\/spacer","attrs":{"height":"30px","epAnimationGeneratedClass":"edplus_anim-qhkTof","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/spacer","attrs":{"height":"0px","epAnimationGeneratedClass":"edplus_anim-PZcKIX","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n","innerContent":["\n<div style=\"height:0px\" aria-hidden=\"true\" class=\"wp-block-spacer eplus-wrapper\"><\/div>\n"]},{"blockName":"core\/paragraph","attrs":{"style":{"typography":{"textAlign":"center"}},"epAnimationGeneratedClass":"edplus_anim-6Jwy0g","epGeneratedClass":"eplus-wrapper"},"innerBlocks":[],"innerHTML":"\n<p class=\"has-text-align-center eplus-wrapper\"><em>The talk<br>\u201cVerify, Abstain, or Amplify: A Field Guide to Confidently-Wrong Agents\u201d Micha\u0142 Orzechowski<br><em>Thursday, 17 September 2026 \u00b7 AGNTCon + MCPCon Europe, RAI Amsterdam (17\u201318 September 2026)<br><\/em>Schedule: <\/em><a href=\"https:\/\/bit.ly\/4fIOhmu\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">bit.ly<\/a><\/p>\n","innerContent":["\n<p class=\"has-text-align-center eplus-wrapper\"><em>The talk<br>\u201cVerify, Abstain, or Amplify: A Field Guide to Confidently-Wrong Agents\u201d Micha\u0142 Orzechowski<br><em>Thursday, 17 September 2026 \u00b7 AGNTCon + MCPCon Europe, RAI Amsterdam (17\u201318 September 2026)<br><\/em>Schedule: <\/em><a href=\"https:\/\/bit.ly\/4fIOhmu\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">bit.ly<\/a><\/p>\n"]}],"meta_data":{"has_thumbnail_pattern":false,"share_on_social_media":{"has_social_media":false}},"featured_image":{"url":"https:\/\/sano.science\/wp-content\/uploads\/2026\/07\/Michal-Orzechowski-819x1024.jpg"},"main_category":{"name":"Uncategorized"},"prev_page":false,"next_page":{"slug":"summer-at-sano-sunshine-sups-and-good-company"},"_links":{"self":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/32433","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/comments?post=32433"}],"version-history":[{"count":4,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/32433\/revisions"}],"predecessor-version":[{"id":32438,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/posts\/32433\/revisions\/32438"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media\/32434"}],"wp:attachment":[{"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/media?parent=32433"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/categories?post=32433"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sano.science\/index.php\/wp-json\/wp\/v2\/tags?post=32433"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}