{"id":29824,"date":"2025-09-23T17:00:47","date_gmt":"2025-09-23T20:00:47","guid":{"rendered":"https:\/\/nocodestartup.io\/?p=29824"},"modified":"2025-09-23T17:00:49","modified_gmt":"2025-09-23T20:00:49","slug":"security-in-ai-agents","status":"publish","type":"post","link":"https:\/\/nocodestartup.io\/en\/security-in-ai-agents\/","title":{"rendered":"Security in AI Agents: Strategies to protect intelligent workflows with confidence and robustness."},"content":{"rendered":"<p>Security in AI agents has become a strategic priority for companies implementing autonomous workflows in critical sectors such as finance, legal, customer service, and operations.<br><br>With the increasing use of generative artificial intelligence and agents that perform tasks without human supervision, ensuring data security, legal compliance, and the integrity of decisions has become vital.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/O-que-e-seguranca-em-agentes-de-IA.png\" alt=\"What is security in AI agents?\" class=\"wp-image-29834\"\/><figcaption class=\"wp-element-caption\">What is security in AI agents?<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What is security in AI agents?<\/strong><\/h2>\n\n\n\n<p>Security in AI agents is the set of best practices, technologies, and policies designed to protect autonomous agents against failures, cyberattacks, and misuse of sensitive information.<br><br>This includes measures such as prompt validation, call authentication, dynamic access control, log monitoring, and auditing of automated decisions.<\/p>\n\n\n\n<p>This concern is especially relevant in highly regulated business environments, such as banks, insurance companies, and technology companies, where integration with <a href=\"https:\/\/nocodestartup.io\/en\/api-nocode\/\">APIs<\/a> Internal and legacy systems require a more rigorous level of governance.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI security versus AI protection<\/strong><\/h2>\n\n\n\n<p>Although the terms &quot;AI security&quot; and &quot;AI protection&quot; are often used synonymously, they represent different and complementary concepts.<br><br>THE <strong>AI security<\/strong> It relates to how we build, monitor, and align models so that their results conform to human values, avoiding unintended or unwanted consequences.<br><br>Already the <strong>AI protection<\/strong> This refers to defending these systems against external threats, such as cyberattacks, data leaks, and unauthorized access.<\/p>\n\n\n\n<p>Understanding this distinction is crucial for professionals who manage workflows with autonomous agents in corporate environments.<br><br>AI security is connected to the ethical and technical alignment of the agent with the organization&#039;s objectives, while AI protection relies on access policies, encryption, network segmentation, and cybersecurity practices.<\/p>\n\n\n\n<p>These two layers \u2014 internal security (alignment, explainability, robustness) and external protection (firewalls, tokens, audits) \u2014 should be viewed as interdependent parts of a resilient enterprise AI architecture.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Most common risks for independent agents<\/strong><\/h2>\n\n\n\n<p>Among the main risk vectors are prompt injection attacks, where malicious commands are disguised as input devices in input fields, redirecting the behavior of the agents.<br><br>According to<a href=\"https:\/\/owasp.org\/www-project-top-10-for-large-language-model-applications\/\" rel=\"nofollow noopener\" target=\"_blank\"> OWASP LLM Top 10<\/a>, Prompt injection is currently one of the most exploited vulnerabilities in generative AI applications.<\/p>\n\n\n\n<p>Another critical risk is the leakage of sensitive data during interactions with agents that lack proper encryption or sandboxing, especially in workflows involving internal documents or integrations with ERP systems.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Como-aplicar-seguranca-em-workflows-com-agentes-de-IA-1024x683.png\" alt=\"How to apply security to workflows with AI agents.\" class=\"wp-image-29833\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Como-aplicar-seguranca-em-workflows-com-agentes-de-IA-1024x683.png 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Como-aplicar-seguranca-em-workflows-com-agentes-de-IA-768x512.png 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Como-aplicar-seguranca-em-workflows-com-agentes-de-IA-18x12.png 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Como-aplicar-seguranca-em-workflows-com-agentes-de-IA.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">How to apply security to workflows with AI agents.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to apply security to workflows with AI agents.<\/strong><\/h2>\n\n\n\n<p>The first layer of protection involves creating a model of <strong>AI governance<\/strong>, as proposed by<a href=\"https:\/\/www.nist.gov\/itl\/ai-risk-management-framework\" rel=\"nofollow noopener\" target=\"_blank\"> NIST AI Risk Management Framework<\/a>, which organizes risks into categories such as reputational damage, loss of operational control, and privacy violations.<\/p>\n\n\n\n<p>In practice, there are several ways to mitigate threats. One of the most effective resources is the adoption of a Zero Trust architecture, as exemplified by...<a href=\"https:\/\/blogs.cisco.com\/security\/redefining-zero-trust-in-the-age-of-ai-agents\" rel=\"nofollow noopener\" target=\"_blank\"> Cisco<\/a>, in which each action of the agent needs to be verified by context, identity, and permission.<\/p>\n\n\n\n<p>Tools like <strong>watsonx.governance<\/strong> and <strong>Azure AI Security Layers<\/strong> They have implemented solutions to allow these agents to operate with their own digital identity, creating &quot;identity cards&quot; with OAuth2 authentication and traceable logs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Recommended tools and frameworks<\/strong><\/h2>\n\n\n\n<p>At No Code Start Up, we recommend using platforms such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/nocodestartup.io\/en\/n8n-course-2\/\">N8N Course<\/a>, This course teaches you how to configure safe executions in automations with error handling and conditional triggers.<br><\/li>\n\n\n\n<li><a href=\"https:\/\/nocodestartup.io\/en\/open-ai-agents-course-2\/\">Agents Course with OpenAI<\/a>, focusing on multi-agent architectures integrated with security best practices.<br><\/li>\n\n\n\n<li><a href=\"https:\/\/nocodestartup.io\/en\/nocode-training-3\/\">AI Agent and Automation Manager Training<\/a>, which teaches how to audit and monitor workflows with a corporate focus.<br><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Casos-reais-de-ataques-e-aprendizados-1024x683.png\" alt=\"Real-life cases of attacks and lessons learned.\" class=\"wp-image-29832\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Casos-reais-de-ataques-e-aprendizados-1024x683.png 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Casos-reais-de-ataques-e-aprendizados-768x512.png 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Casos-reais-de-ataques-e-aprendizados-18x12.png 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Casos-reais-de-ataques-e-aprendizados.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Real-life cases of attacks and lessons learned.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Real-life cases of attacks and lessons learned.<\/strong><\/h2>\n\n\n\n<p>The rapid growth in the use of AI agents in the corporate environment has been accompanied by a new wave of attacks and security breaches.<br><br>Below are real-world examples that illustrate the practical challenges and lessons learned:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>EchoLeak: zero-click in Microsoft 365 Copilot (Jun 2025)<\/strong><\/h3>\n\n\n\n<p>Researchers from <a href=\"https:\/\/www.aim.security\/lp\/aim-labs-echoleak-m365\" rel=\"nofollow noopener\" target=\"_blank\">Aim Security<\/a> They identified the vulnerability. <strong>EchoLeak<\/strong>, an attack of <em>prompt injection<\/em> Indirectly, it requires zero user interaction: a simple email containing hidden instructions is all that&#039;s needed for Copilot to reveal or send confidential data to an external domain.<br><br>The problem was classified as <strong>\u201c&quot;LLM Scope Violation&quot;\u201d<\/strong> Because it caused the agent to overstep their boundaries of trust, silently exfiltrating internal files.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Prompt Mines in Salesforce Einstein: CRM corruption (Aug 2025)<\/strong><\/h3>\n\n\n\n<p>The Zenity Labs team demonstrated how \u201c<a href=\"https:\/\/labs.zenity.io\/p\/prompt-mines-0-click-data-corruption-in-salesforce-einstein-1cfb\" rel=\"nofollow noopener\" target=\"_blank\">Prompt Mines<\/a>\u201d&quot;\u2014Malicious pieces of text injected into CRM records can force Einstein to perform privileged actions, such as updating or deleting customer data, without clicking anything.&quot;.<br><br>The attack bypassed the <em>Trust Layer<\/em> Salesforce&#039;s findings demonstrated that even environments with RAG controls can be compromised if the agent reads corrupted content.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Vulnerabilities in ChatGPT plugins: data leak and <\/strong><strong><em>account takeover<\/em><\/strong><strong> (March 2024)<\/strong><\/h3>\n\n\n\n<p>Salt Security discovered <a href=\"https:\/\/salt.security\/blog\/security-flaws-within-chatgpt-extensions-allowed-access-to-accounts-on-third-party-websites-and-sensitive-data\" rel=\"nofollow noopener\" target=\"_blank\">Three flaws in the ChatGPT plugins.<\/a>One is in OpenAI itself involving OAuth, another is in the AskTheCode plugin (GitHub), and a third is in the Charts by Kesem AI plugin.<br><br>All of them allowed an attacker to install a malicious plugin on victims&#039; profiles and capture messages or tokens, exposing credentials and private repositories.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>The \u201cSydney\u201d incident on Bing Chat (Feb 2023)<\/strong><\/h3>\n\n\n\n<p>A Stanford student proved that it was possible to persuade the <a href=\"https:\/\/g1.globo.com\/tecnologia\/noticia\/2023\/03\/02\/free-sydney-por-que-mudanca-no-buscador-da-microsoft-causou-revolta-em-grupo-de-usuarios.ghtml\" rel=\"nofollow noopener\" target=\"_blank\">Bing Chat <\/a>to \u201cignore previous instructions\u201d and reveal their <em>system prompt<\/em>, internal guidelines and even the codename &quot;Sydney&quot;.<br><br>This attack of <em>prompt injection<\/em> The direct study demonstrated how simple commands in natural language can bypass safeguards and leak confidential policies.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>AI security measures<\/strong><\/h2>\n\n\n\n<p>To address the growing security challenges in AI agents, leading companies and IT teams have adopted practical measures covering everything from governance to cybersecurity. <br><br>Below are some of the most relevant approaches:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Detection and mitigation of algorithmic bias.<\/strong><\/h3>\n\n\n\n<p>AI algorithms can reflect or amplify existing biases in the data they are trained on. Identifying and neutralizing these biases is essential to avoid discriminatory decisions.<br><br>Techniques such as data audits, diverse training sets, and cross-validations help mitigate negative impacts on agent operations.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Robustness testing and validation<\/strong><\/h3>\n\n\n\n<p>Before deploying an agent into production, it is crucial to ensure that it responds appropriately to extreme situations, malicious inputs, or operational noise.<br><br>This is done through adversarial testing, stress analysis, and failure simulations to assess how the model behaves under pressure.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Explainable AI (XAI)<\/strong><\/h3>\n\n\n\n<p>Explainability is a key factor in trust. It allows humans to understand the criteria used by the agent to make decisions.<br><br>XAI tools help visualize weights, analyze the importance of variables, and generate reports that can be interpreted by non-experts, increasing the transparency of workflows.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Ethical AI Frameworks<\/strong><\/h3>\n\n\n\n<p>Several organizations have developed guidelines and governance frameworks to ensure that AI systems respect values such as fairness, justice, accountability, and privacy.<br><br>These frameworks are especially useful for defining ethical boundaries for the autonomy of agents.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Human supervision<\/strong><\/h3>\n\n\n\n<p>Even with a high degree of automation, human presence is still essential in critical cycles.<br><br>Human oversight allows for intervention in controversial decisions, review of ambiguous results, and interruption of processes when anomalous patterns are detected. This model is known as human-in-the-loop.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Security protocols<\/strong><\/h3>\n\n\n\n<p>Multifactor authentication, encryption, environment segregation, context-based access control, and detailed logging are examples of technical measures that increase the resilience of systems.<br><br>These practices also facilitate audits and reduce the attack surface of agents.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Industry-wide collaboration<\/strong><\/h3>\n\n\n\n<p>AI security is a field that demands collective effort. Participating in technical communities, inter-company forums, and initiatives such as the OWASP LLM Top 10 or the NIST AI RMF accelerates the dissemination of best practices and strengthens the ecosystem as a whole.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA.png\" alt=\"Trends for the future of AI security\" class=\"wp-image-29835\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA.png 1536w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA-1024x683.png 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA-768x512.png 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA-18x12.png 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Tendencias-para-o-futuro-da-seguranca-em-IA-150x100.png 150w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/><figcaption class=\"wp-element-caption\">Trends for the future of AI security<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Trends for the future of AI security<\/strong><\/h2>\n\n\n\n<p>It is expected that the new versions of the LGPD guidelines and ISO 42001 (IA) will include specific recommendations for independent agents.<br><br>In addition, suppliers such as<a href=\"https:\/\/aws.amazon.com\/pt\/bedrock\/\" rel=\"nofollow noopener\" target=\"_blank\"> AWS Bedrock<\/a> They are releasing SDKs with built-in protections against indirect attacks.<\/p>\n\n\n\n<p>The emergence of specialized hubs, such as the project<a href=\"https:\/\/www.lakera.ai\/blog\/what-is-prompt-injection\" rel=\"nofollow noopener\" target=\"_blank\"> Lakera Prompt Security<\/a>, This also indicates a clear maturing of the security ecosystem towards generative AI, with a focus on increasingly complex agents.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI-1024x683.png\" alt=\"Future and Trends of Multimodal AI\" class=\"wp-image-29634\" srcset=\"https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI-1024x683.png 1024w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI-768x512.png 768w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI-18x12.png 18w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI-150x100.png 150w, https:\/\/nocodestartup.io\/wp-content\/uploads\/2025\/09\/Futuro-e-Tendencias-da-Multimodal-AI.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Future and Trends of Multimodal AI<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Where does the competitive advantage lie?<\/strong><\/h2>\n\n\n\n<p>The company that implements security in AI agents from the start gains more than just protection: it gains... <strong>scalable trust<\/strong>.<br><br>The agents become high-value assets, auditable, compliant with legislation, and ready to operate in regulated environments.<\/p>\n\n\n\n<p>By combining frameworks such as the one from<a href=\"https:\/\/owasp.org\/\" rel=\"nofollow noopener\" target=\"_blank\"> OWASP<\/a>, With NIST controls and the know-how of platforms like those offered by No Code Start Up, it&#039;s possible to build secure and productive autonomous workflows.<\/p>\n\n\n\n<p>The future belongs not to those who automate fastest, but to those who automate responsibly, with traceability and operational intelligence. <br><br>Security in AI agents is the cornerstone of this new phase of digital transformation \u2014 and those who master these pillars have a real competitive advantage.<br><br>If you want to lead this movement with technical expertise and strategic vision, learn more about...<a href=\"https:\/\/nocodestartup.io\/en\/nocode-training-3\/\"> AI Agent and Automation Manager Training<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>Security in AI agents has become a strategic priority for companies implementing autonomous workflows in critical sectors such as finance, legal, customer service, and operations.<\/p>","protected":false},"author":4,"featured_media":29830,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[23],"tags":[],"post_folder":[],"class_list":["post-29824","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-inteligencia-artificial"],"acf":[],"_links":{"self":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts\/29824","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/comments?post=29824"}],"version-history":[{"count":0,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/posts\/29824\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/media\/29830"}],"wp:attachment":[{"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/media?parent=29824"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/categories?post=29824"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/tags?post=29824"},{"taxonomy":"post_folder","embeddable":true,"href":"https:\/\/nocodestartup.io\/en\/wp-json\/wp\/v2\/post_folder?post=29824"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}