{"id":1899,"date":"2025-06-30T05:14:05","date_gmt":"2025-06-30T05:14:05","guid":{"rendered":"https:\/\/yodaplus.com\/blog\/?p=1899"},"modified":"2025-06-30T05:14:05","modified_gmt":"2025-06-30T05:14:05","slug":"how-to-design-agents-that-reason-under-uncertainty","status":"publish","type":"post","link":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/","title":{"rendered":"How to Design AI Agents That Reason Under Uncertainty"},"content":{"rendered":"<h3>Introduction<\/h3>\n<p><span style=\"font-weight: 400;\">When it comes to <\/span><a href=\"https:\/\/bit.ly\/45pJUYK\"><span style=\"font-weight: 400;\">FinTech<\/span><\/a><span style=\"font-weight: 400;\">, things may not always be black and white when making decisions. There is often uncertainty, missing information, or a chance of what will happen in transactions, credit risks, fraud signs, and even customer behavior. <\/span><a href=\"https:\/\/bit.ly\/4mozChK\"><span style=\"font-weight: 400;\">Artificial intelligence (AI)<\/span><\/a><span style=\"font-weight: 400;\"> agents that can think clearly even when they don&#8217;t have all the facts step in to help systems make good choices even when the data is messy or unknown.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This blog talks about how to make these kinds of agents, the technologies that make them possible, and how they&#8217;re used in <\/span><a href=\"https:\/\/bit.ly\/3QueJTq\"><span style=\"font-weight: 400;\">Financial Technology solutions<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>Why Uncertainty Matters in FinTech<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">From fraud detection to credit scoring and financial forecasting, FinTech platforms frequently operate under uncertainty. Traditional rule-based systems often fall short when dealing with:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Missing or incomplete data in user profiles<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Sudden market changes or behavioral anomalies<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Conflicting signals in risk analysis<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Probabilistic outcomes in investment or lending<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">In these cases, AI-powered decision engines need to think like humans would, by guessing how likely something is to happen, weighing the risks, and changing based on feedback.\u00a0<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>Core Principles of AI Agents That Handle Uncertainty<\/b><\/h3>\n<h5><b>1. Probabilistic Modeling<\/b><\/h5>\n<p><span style=\"font-weight: 400;\">Instead of hardcoded rules, agents rely on probabilistic models to capture the likelihood of various outcomes. Popular techniques include:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bayesian Networks<\/b><span style=\"font-weight: 400;\">: Represent dependencies between variables (e.g., income \u2192 default probability).<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Hidden Markov Models (HMMs)<\/b><span style=\"font-weight: 400;\">: Track sequential events, useful in fraud detection or behavioral analysis.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gaussian Processes<\/b><span style=\"font-weight: 400;\">: Predict financial trends or risk scores with a measure of confidence.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">These models help AI agents understand not just what might happen\u2014but how likely it is.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><b>2. Belief State Representation<\/b><\/h5>\n<p><span style=\"font-weight: 400;\">When things aren&#8217;t clear, agents keep a belief state, which is a chance distribution over all the possible outcomes. For instance, a FinTech worker reviewing a loan application might have more than one belief state about how reliable their income is, how much they spend, and how stable their job is, and they might change these belief states as new information comes in.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In this way, the agent can act even when it doesn&#8217;t have all the facts.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h5><b>3. Decision-Making Under Uncertainty<\/b><\/h5>\n<p><span style=\"font-weight: 400;\">Agents use algorithms like:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Partially Observable Markov Decision Processes (POMDPs)<\/b><b>\n<p><\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Monte Carlo Tree Search (MCTS)<\/b><b>\n<p><\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bayesian Reinforcement Learning<\/b><b>\n<p><\/b><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">These help agents optimize for outcomes across future states by simulating actions, evaluating rewards, and planning even when certain variables are unknown.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>Integrating with FinTech Platforms<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">At <\/span><a href=\"https:\/\/bit.ly\/3XdzxCr\"><span style=\"font-weight: 400;\">Yodaplus<\/span><\/a><span style=\"font-weight: 400;\">, we specialize in designing AI solutions that fit seamlessly into FinTech workflows whether it\u2019s real-time credit assessment, anomaly detection in capital markets, or smart categorization in digital wallets.<\/span><\/p>\n<h5><b>Use Cases Include:<\/b><\/h5>\n<p><b>1. Credit Risk Management<\/b><\/p>\n<p><span style=\"font-weight: 400;\">AI agents evaluate borrower profiles using probabilistic models, adjusting risk scores based on incomplete financial histories or fluctuating income signals.<\/span><\/p>\n<p><b>2. Fraud Detection<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Rather than flagging based on static thresholds, agents analyze patterns across time and adapt their fraud probability estimates dynamically.<\/span><\/p>\n<p><b>3. Automated Wealth Management<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Robo-advisors powered by reinforcement learning models suggest portfolio adjustments while factoring in market uncertainty, user behavior, and external shocks.<\/span><\/p>\n<p><b>4. Smart Financial Reporting<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Agents classify transactions and generate summaries by interpreting context, even when metadata or categories are vague, using NLP and learned priors.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>Technical Building Blocks<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">Here\u2019s what you\u2019ll need to develop robust AI agents that reason with uncertainty:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>ML Models: <\/b><span style=\"font-weight: 400;\">Learn behavior patterns and correlations from financial data.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>POMDP Solvers: <\/b><span style=\"font-weight: 400;\">Enable decision-making with partial observability<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Bayesian Inference: <\/b><span style=\"font-weight: 400;\">Update beliefs as new data arrives<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Feedback Loops: <\/b><span style=\"font-weight: 400;\">Improve decision accuracy over time via corrections<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data Pipelines: <\/b><span style=\"font-weight: 400;\">Feed agents structured and unstructured inputs (e.g., from digital documents, TMS, or <\/span><a href=\"https:\/\/bit.ly\/43pdfRW\"><span style=\"font-weight: 400;\">ERPs<\/span><\/a><span style=\"font-weight: 400;\">)<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">Yodaplus leverages this stack to deliver custom AI workflows within FinTech platforms, supporting both cloud-native and hybrid deployments.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3><b>Challenges and Considerations<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">While powerful, designing agents under uncertainty comes with technical hurdles:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Computational complexity<\/b><span style=\"font-weight: 400;\">: POMDPs and Bayesian inference can be slow at scale.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Data quality<\/b><span style=\"font-weight: 400;\">: Uncertainty reasoning depends heavily on diverse, high-integrity datasets.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Explainability<\/b><span style=\"font-weight: 400;\">: Regulators require FinTech systems to justify decisions, even probabilistic ones.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Human-in-the-loop<\/b><span style=\"font-weight: 400;\">: For edge cases, human oversight may still be necessary.<\/span><span style=\"font-weight: 400;\">\n<p><\/span><\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><b>Looking Ahead: Agentic AI in FinTech<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">As Agentic AI becomes more common, these agents that can deal with uncertainty will change into self-sufficient team members, not just tools. As they deal with risk, uncertainty, and change on the fly, they&#8217;ll figure out what users are trying to do, keep track of long-term financial goals, and talk to each other across systems.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">At Yodaplus, we are trying to integrate Agentic AI Solutions in the workflows and others proceeds to make the output quicker and accurate.<\/span><\/p>\n<h3><b>Final Thoughts<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">AI agents that work with uncertainty play a key role in today\u2019s FinTech systems. They support smarter decisions in areas like personal finance, credit analysis, and fraud detection, even when the data is incomplete or unclear.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">By combining the right models, feedback loops, and data pipelines, you can build systems that adapt and perform reliably in real-world conditions.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction When it comes to FinTech, things may not always be black and white when making decisions. There is often uncertainty, missing information, or a chance of what will happen in transactions, credit risks, fraud signs, and even customer behavior. Artificial intelligence (AI) agents that can think clearly even when they don&#8217;t have all the [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1900,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[49,42],"tags":[],"class_list":["post-1899","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-financial-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies<\/title>\n<meta name=\"description\" content=\"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies\" \/>\n<meta property=\"og:description\" content=\"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\" \/>\n<meta property=\"og:site_name\" content=\"Yodaplus Technologies\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/m.facebook.com\/yodaplustech\/\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-30T05:14:05+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1081\" \/>\n\t<meta property=\"og:image:height\" content=\"722\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Yodaplus\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@yodaplustech\" \/>\n<meta name=\"twitter:site\" content=\"@yodaplustech\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yodaplus\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\"},\"author\":{\"name\":\"Yodaplus\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/b9d05d8179b088323926de247987842a\"},\"headline\":\"How to Design AI Agents That Reason Under Uncertainty\",\"datePublished\":\"2025-06-30T05:14:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\"},\"wordCount\":821,\"publisher\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/#organization\"},\"image\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png\",\"articleSection\":[\"Artificial Intelligence\",\"Financial Technology\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\",\"url\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\",\"name\":\"How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies\",\"isPartOf\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png\",\"datePublished\":\"2025-06-30T05:14:05+00:00\",\"description\":\"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.\",\"breadcrumb\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage\",\"url\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png\",\"contentUrl\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png\",\"width\":1081,\"height\":722,\"caption\":\"How to Design AI Agents That Reason Under Uncertainty\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/yodaplus.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"How to Design AI Agents That Reason Under Uncertainty\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#website\",\"url\":\"https:\/\/yodaplus.com\/blog\/\",\"name\":\"Yodaplus Technologies\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/yodaplus.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#organization\",\"name\":\"Yodaplus Technologies Private Limited\",\"url\":\"https:\/\/yodaplus.com\/blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/02\/yodaplus_logo_1.png\",\"contentUrl\":\"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/02\/yodaplus_logo_1.png\",\"width\":500,\"height\":500,\"caption\":\"Yodaplus Technologies Private Limited\"},\"image\":{\"@id\":\"https:\/\/yodaplus.com\/blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/m.facebook.com\/yodaplustech\/\",\"https:\/\/x.com\/yodaplustech\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/b9d05d8179b088323926de247987842a\",\"name\":\"Yodaplus\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/c1309be20047952d3cb894935d9b0c69?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/c1309be20047952d3cb894935d9b0c69?s=96&d=mm&r=g\",\"caption\":\"Yodaplus\"},\"sameAs\":[\"https:\/\/yodaplus.com\/blog\"],\"url\":\"https:\/\/yodaplus.com\/blog\/author\/admin_yoda\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies","description":"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/","og_locale":"en_US","og_type":"article","og_title":"How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies","og_description":"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.","og_url":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/","og_site_name":"Yodaplus Technologies","article_publisher":"https:\/\/m.facebook.com\/yodaplustech\/","article_published_time":"2025-06-30T05:14:05+00:00","og_image":[{"width":1081,"height":722,"url":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png","type":"image\/png"}],"author":"Yodaplus","twitter_card":"summary_large_image","twitter_creator":"@yodaplustech","twitter_site":"@yodaplustech","twitter_misc":{"Written by":"Yodaplus","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#article","isPartOf":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/"},"author":{"name":"Yodaplus","@id":"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/b9d05d8179b088323926de247987842a"},"headline":"How to Design AI Agents That Reason Under Uncertainty","datePublished":"2025-06-30T05:14:05+00:00","mainEntityOfPage":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/"},"wordCount":821,"publisher":{"@id":"https:\/\/yodaplus.com\/blog\/#organization"},"image":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage"},"thumbnailUrl":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png","articleSection":["Artificial Intelligence","Financial Technology"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/","url":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/","name":"How to Design AI Agents That Reason Under Uncertainty | Yodaplus Technologies","isPartOf":{"@id":"https:\/\/yodaplus.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage"},"image":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage"},"thumbnailUrl":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png","datePublished":"2025-06-30T05:14:05+00:00","description":"Discover how AI agents handle uncertainty in FinTech, from credit risk to fraud detection, using probabilistic models and smart decisions.","breadcrumb":{"@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#primaryimage","url":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png","contentUrl":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/06\/How-to-Design-AI-Agents-That-Reason-Under-Uncertainty.png","width":1081,"height":722,"caption":"How to Design AI Agents That Reason Under Uncertainty"},{"@type":"BreadcrumbList","@id":"https:\/\/yodaplus.com\/blog\/how-to-design-agents-that-reason-under-uncertainty\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/yodaplus.com\/blog\/"},{"@type":"ListItem","position":2,"name":"How to Design AI Agents That Reason Under Uncertainty"}]},{"@type":"WebSite","@id":"https:\/\/yodaplus.com\/blog\/#website","url":"https:\/\/yodaplus.com\/blog\/","name":"Yodaplus Technologies","description":"","publisher":{"@id":"https:\/\/yodaplus.com\/blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/yodaplus.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/yodaplus.com\/blog\/#organization","name":"Yodaplus Technologies Private Limited","url":"https:\/\/yodaplus.com\/blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/yodaplus.com\/blog\/#\/schema\/logo\/image\/","url":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/02\/yodaplus_logo_1.png","contentUrl":"https:\/\/yodaplus.com\/blog\/wp-content\/uploads\/2025\/02\/yodaplus_logo_1.png","width":500,"height":500,"caption":"Yodaplus Technologies Private Limited"},"image":{"@id":"https:\/\/yodaplus.com\/blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/m.facebook.com\/yodaplustech\/","https:\/\/x.com\/yodaplustech"]},{"@type":"Person","@id":"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/b9d05d8179b088323926de247987842a","name":"Yodaplus","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/yodaplus.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/c1309be20047952d3cb894935d9b0c69?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/c1309be20047952d3cb894935d9b0c69?s=96&d=mm&r=g","caption":"Yodaplus"},"sameAs":["https:\/\/yodaplus.com\/blog"],"url":"https:\/\/yodaplus.com\/blog\/author\/admin_yoda\/"}]}},"_links":{"self":[{"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/posts\/1899","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/comments?post=1899"}],"version-history":[{"count":1,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/posts\/1899\/revisions"}],"predecessor-version":[{"id":1901,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/posts\/1899\/revisions\/1901"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/media\/1900"}],"wp:attachment":[{"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/media?parent=1899"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/categories?post=1899"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yodaplus.com\/blog\/wp-json\/wp\/v2\/tags?post=1899"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}