{"id":3165,"date":"2025-04-15T16:03:09","date_gmt":"2025-04-15T10:33:09","guid":{"rendered":"https:\/\/www.changepond.com\/resources\/blog\/?p=3165"},"modified":"2026-04-01T14:53:28","modified_gmt":"2026-04-01T09:23:28","slug":"llm-security","status":"publish","type":"post","link":"https:\/\/www.changepond.com\/resources\/blog\/llm-security\/","title":{"rendered":"LLM security"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3165\" class=\"elementor elementor-3165\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5c03014 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5c03014\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-83753e7\" data-id=\"83753e7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c1b5c2 elementor-widget elementor-widget-text-editor\" data-id=\"6c1b5c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>LLM Security<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d0a3c6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d0a3c6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-03e5f30\" data-id=\"03e5f30\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-910a0d9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"910a0d9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-708ebfc\" data-id=\"708ebfc\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-357651a elementor-widget elementor-widget-text-editor\" data-id=\"357651a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Anil Kumar &#8211; AVP &#8211; Digital Solutions &amp; Projects &#8211; <span class=\"publishing-date\">Apr 15, 2025<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-06be3a8 social_nowrap elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"06be3a8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3a04221\" 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href=\"https:\/\/www.facebook.com\/sharer.php?u=https:\/\/www.changepond.com\/resources\/blog\/genai-attempts-to-provide-stability-and-efficiency-to-software-development-lifecycle-sdlc\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Facebook<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-facebook\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-3089678\" data-id=\"3089678\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4bedab6 elementor-widget elementor-widget-html\" data-id=\"4bedab6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t    <div class=\"tooltip\">\r\n      <i class=\"fas fa-link copyLink\"><\/i>\r\n    <span class=\"tooltip_style\">Copied!<\/span>\r\n    <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-99e9535 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"99e9535\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bdaab4b\" data-id=\"bdaab4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ca011b9 elementor-widget elementor-widget-image\" data-id=\"ca011b9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img alt=\"\" fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"393\" src=\"https:\/\/www.changepond.com\/resources\/blog\/wp-content\/uploads\/2025\/04\/Frame-1.png\" class=\"attachment-large size-large wp-image-3178\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5b031f3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5b031f3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0cfd38e\" data-id=\"0cfd38e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9564f90 elementor-widget elementor-widget-text-editor\" data-id=\"9564f90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: bold\">LLM Guard<\/span><br \/>The Security Toolkit for LLM Interactions<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fe121fa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fe121fa\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-5d73f75\" data-id=\"5d73f75\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2e6baf9 elementor-widget elementor-widget-text-editor\" data-id=\"2e6baf9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul>\n \t<li>LLM Guard by Protect AI is a comprehensive tool designed to fortify the security of Large Language Models <strong>(LLMs).<\/strong><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n&nbsp;\n<ul>\n \t<li>By offering sanitization, detection of harmful language, prevention of data leakage, and resistance against prompt injection attacks, LLM-Guard ensures that your interactions with LLMs remain safe and secure.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c69caaa elementor-widget elementor-widget-text-editor\" data-id=\"c69caaa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>LLM Guard secures large language model <span style=\"font-weight: 600\">(LLM) <\/span>interactions by routing all inputs and outputs through a dedicated sandbox. Within this controlled environment, every piece of data is scrutinized for risks\u2014ranging from prompt injection and adversarial manipulations to jailbreak techniques and inadvertent PII exposure\u2014before it reaches the live model.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3c57d7c\" data-id=\"3c57d7c\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4625d8d elementor-widget elementor-widget-image\" data-id=\"4625d8d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img alt=\"\" decoding=\"async\" width=\"324\" height=\"247\" src=\"https:\/\/www.changepond.com\/resources\/blog\/wp-content\/uploads\/2025\/04\/image-3-1.png\" class=\"attachment-large size-large wp-image-3179\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b048ab5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b048ab5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0c59809\" data-id=\"0c59809\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-def96ae elementor-widget elementor-widget-heading\" data-id=\"def96ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Attack Vectors<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-033f93d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"033f93d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-d29d09a\" data-id=\"d29d09a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9572c1f elementor-widget elementor-widget-image\" data-id=\"9572c1f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img alt=\"\" decoding=\"async\" width=\"484\" height=\"406\" src=\"https:\/\/www.changepond.com\/resources\/blog\/wp-content\/uploads\/2025\/04\/2149595831-1.png\" class=\"attachment-large size-large wp-image-3180\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-30e2725\" data-id=\"30e2725\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-746d128 elementor-widget elementor-widget-text-editor\" data-id=\"746d128\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"color: #18ace7;font-weight: bold\">1.\u00a0 Prompt Injection<\/span><br \/>Malicious inputs may overwrite or bypass safe instructions, potentially triggering the model to reveal sensitive information.<\/p><p><span style=\"color: #18ace7;font-weight: bold\">2.\u00a0 Adversarial Inputs<\/span><br \/>Slight alterations in phrasing or formatting can bypass basic filters, risking unintended disclosure of confidential data.<\/p><p><span style=\"color: #18ace7;font-weight: bold\">3.\u00a0 Jailbreak Techniques<\/span><br \/>Carefully crafted prompts might disable built-in safeguards, leading to the exposure of PII or other sensitive content.<\/p><p><span style=\"color: #18ace7;font-weight: bold\">4.\u00a0 Context Manipulation<\/span><br \/>Chained or complex input sequences can drive the model into unsafe operational states.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9f54a52 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9f54a52\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-306f2e5\" data-id=\"306f2e5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3b03f4e elementor-widget elementor-widget-heading\" data-id=\"3b03f4e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sandbox-Based Security Mitigation and Real Output Scoring Evaluation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-980d525 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"980d525\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-318b0c7\" data-id=\"318b0c7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a87b0b5 elementor-widget elementor-widget-text-editor\" data-id=\"a87b0b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<strong>Isolated Environment:<\/strong> The sandbox acts as an intermediary layer where all inputs and outputs pass through advanced scanners before interacting with the LLM.\n<br><br>\n<strong>Input Sanitization &amp; Output Verification:<\/strong>\n<ul>\n \t<li>Each scanner (for example, those designed for PII redaction, prompt injection detection, or content quality assessment) processes the data and returns a risk score between 0 (no risk) and 1 (high risk), along with a validity flag.<\/li>\n<\/ul><br>\n<strong>Output Scoring Evaluation:<\/strong>\n<ul>\n<li><strong>Individual Scoring:<\/strong> Each output scanner evaluates the model\u2019s response by calculating a risk score based on its specific criteria. For instance, the Sensitive Scanner might score an output at 0.2 if minimal PII is detected, while a Prompt Injection Scanner could score a higher risk if hidden instructions are uncovered.<\/li>\n<br>\n \t<li><strong>Aggregation:<\/strong> The sandbox aggregates these individual risk scores\u2014using methods such as weighted averaging or threshold-based scoring\u2014to produce an overall risk evaluation for the output.<\/li>\n<br>\n<li><strong>Decision Making:<\/strong>\n<ul>\n<li>If the aggregated risk score falls below a predefined threshold (e.g., 0.5), the output is deemed safe and allowed to pass through.<\/li>\n \t<li>If the score exceeds this threshold, the system either automatically redacts sensitive content, flags the output for review, or rejects the response entirely.<\/li>\n<\/ul>\n<br>\n \t<li><strong>Continuous Feedback: <\/strong>This real output scoring evaluation not only provides immediate quantifiable feedback on the safety of the output but also feeds into ongoing model and scanner refinements, ensuring that emerging threats are promptly addressed.<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9ad318a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9ad318a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e914330\" data-id=\"e914330\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6dc9324 elementor-widget elementor-widget-heading\" data-id=\"6dc9324\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-041e1c6 elementor-widget elementor-widget-text-editor\" data-id=\"041e1c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>By combining sandbox isolation, rigorous input\/output scanning, and a robust real output scoring evaluation mechanism, LLM Guard ensures that only data meeting strict safety criteria reaches the live model. 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Within this controlled environment, every piece of data is scrutinized for risks&#8230;<\/p>\n","protected":false},"author":7,"featured_media":3242,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"none","_seopress_titles_title":"","_seopress_titles_desc":"LLM Guard secures large language model (LLM) interactions by routing all inputs and outputs through a dedicated sandbox. Within this controlled environment, every piece of data is scrutinized for risks\u2014ranging from prompt injection and adversarial manipulations to jailbreak techniques and inadvertent PII exposure\u2014before it reaches the live model.","_seopress_robots_index":"","footnotes":""},"categories":[29],"tags":[],"class_list":["post-3165","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-genai"],"_links":{"self":[{"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/posts\/3165","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/comments?post=3165"}],"version-history":[{"count":107,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/posts\/3165\/revisions"}],"predecessor-version":[{"id":6291,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/posts\/3165\/revisions\/6291"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/media\/3242"}],"wp:attachment":[{"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/media?parent=3165"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/categories?post=3165"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.changepond.com\/resources\/blog\/wp-json\/wp\/v2\/tags?post=3165"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}