{"id":6,"date":"2026-09-20T00:35:09","date_gmt":"2026-09-20T00:35:09","guid":{"rendered":"http:\/\/127.0.0.1\/?p=6"},"modified":"2026-09-20T01:02:54","modified_gmt":"2026-09-20T01:02:54","slug":"agentic-ai-frankensteins","status":"publish","type":"post","link":"https:\/\/blog.awsportfolioch.com\/?p=6","title":{"rendered":"Agentic AI Frankensteins"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">We build agentic AI systems the way Victor Frankenstein built his creature: stitching together parts that each work well in isolation \u2014 a language model here, a tool-calling framework there, a vector database, a scheduler, a handful of subagents \u2014 and animating the whole thing with just enough orchestration logic to make it move. Then we&#8217;re surprised when it develops a mind of its own.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How the monster gets assembled<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most &#8220;agentic AI Frankensteins&#8221; aren&#8217;t the result of one bad decision. They&#8217;re the accumulation of many reasonable ones:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Bolted-on autonomy.<\/strong> A tool-using chatbot quietly gains the ability to loop, retry, and call other agents \u2014 without anyone revisiting the original safety assumptions.<\/li>\n\n\n\n<li><strong>Mismatched parts.<\/strong> Different subagents are built on different models, prompting conventions, and error-handling philosophies, so failures propagate in ways no single team fully understands.<\/li>\n\n\n\n<li><strong>No one owns the whole.<\/strong> Each component has an owner. The emergent behavior of the system as a whole belongs to no one until it breaks in production.<\/li>\n\n\n\n<li><strong>Guardrails added after the fact.<\/strong> Permissions, rate limits, and human-in-the-loop checks get retrofitted once something goes wrong, rather than designed in from the start.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Why it matters<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">A single model that hallucinates is a nuisance. A chain of agents that hand off tasks, retry on failure, and take real-world actions (sending messages, spending money, modifying infrastructure) can turn a small mistake into a cascading one \u2014 especially when the failure mode wasn&#8217;t anticipated by any single component&#8217;s designer.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Stitching it together more carefully<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Design the seams, not just the parts.<\/strong> Treat handoffs between agents as a first-class interface with explicit contracts, not an afterthought.<\/li>\n<li><strong>Bound autonomy deliberately.<\/strong> Decide up front which actions require human confirmation, and keep that list visible as capabilities grow.<\/li>\n<li><strong>Make the system observable as a whole.<\/strong> Logging each agent&#8217;s output isn&#8217;t enough &#8212; you need to see the full chain of decisions that led to an outcome.<\/li>\n<li><strong>Assign ownership of emergent behavior.<\/strong> Someone should be accountable for what the assembled system does, not just what each piece does.<\/li>\n<li><strong>Test the monster, not just the muscles.<\/strong> Unit-test each agent, but also run end-to-end scenarios that exercise the full multi-agent loop under failure conditions.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">The lesson from Shelley&#8217;s novel was never &#8220;don&#8217;t build anything ambitious.&#8221; It was that ambition without responsibility for the whole creation is where things go wrong. The same is true for agentic AI: the risk isn&#8217;t in connecting powerful components together \u2014 it&#8217;s in doing so without anyone accountable for the creature that results.<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-layout-constrained wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--60);padding-bottom:var(--wp--preset--spacing--50)\">\n<div class=\"wp-block-group alignwide is-layout-flow wp-block-group-is-layout-flow\">\n\n\n<div class=\"wp-block-group alignfull is-content-justification-space-between is-layout-flex wp-container-core-group-is-layout-cf54d0a6 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<div style=\"height:var(--wp--preset--spacing--40);width:0px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-content-justification-space-between is-layout-flex wp-container-core-group-is-layout-bf19e0b3 wp-block-group-is-layout-flex\"><nav class=\"is-vertical wp-block-navigation is-layout-flex wp-container-core-navigation-is-layout-831b2db5 wp-block-navigation-is-layout-flex\"><ul class=\"wp-block-navigation__container is-vertical wp-block-navigation\"><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"#\"><span class=\"wp-block-navigation-item__label\">Blog<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"#\"><span class=\"wp-block-navigation-item__label\">About<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"#\"><span class=\"wp-block-navigation-item__label\">FAQs<\/span><\/a><\/li><li class=\"wp-block-navigation-item wp-block-navigation-link\"><a class=\"wp-block-navigation-item__content\"  href=\"#\"><span class=\"wp-block-navigation-item__label\">Authors<\/span><\/a><\/li><\/ul><\/nav>\n\n<nav class=\"is-vertical wp-block-navigation is-layout-flex wp-container-core-navigation-is-layout-831b2db5 wp-block-navigation-is-layout-flex\" aria-label=\"Menu\"><\/nav><\/div>\n<\/div>\n\n\n\n<div style=\"height:var(--wp--preset--spacing--70)\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group alignfull is-content-justification-space-between is-layout-flex wp-container-core-group-is-layout-2ab8c7fb wp-block-group-is-layout-flex\">\n<p class=\"has-small-font-size wp-block-paragraph\">Twenty Twenty-Five<\/p>\n\n\n\n<p class=\"has-small-font-size wp-block-paragraph\">\n\t\t\t\tDesigned with <a href=\"https:\/\/wordpress.org\" rel=\"nofollow\">WordPress<\/a>\t\t\t<\/p>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>We build agentic AI systems the way Victor Frankenstein built his creature: stitching together parts that each work well in isolation \u2014 a language model here, a tool-calling framework there, a vector database, a scheduler, a handful of subagents \u2014 and animating the whole thing with just enough orchestration logic to make it move. Then [&hellip;]<\/p>\n","protected":false},"author":0,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-6","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=\/wp\/v2\/posts\/6","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=6"}],"version-history":[{"count":2,"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=\/wp\/v2\/posts\/6\/revisions"}],"predecessor-version":[{"id":10,"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=\/wp\/v2\/posts\/6\/revisions\/10"}],"wp:attachment":[{"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.awsportfolioch.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}