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Empowering defense operations with Microsoft AI - Microsoft Industry Blogs

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single-link" data-m='{"cT":"Container","id":"c7c6c3c8c2m1r1a1","sN":7,"aN":"c6c3c8c2m1r1a1"}'> <a id="c-shellmenu_59" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/government/public-safety-and-justice" data-m='{"id":"n1c7c6c3c8c2m1r1a1","sN":1,"aN":"c7c6c3c8c2m1r1a1"}'>Public safety and justice</a> </li> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c8c6c3c8c2m1r1a1","sN":8,"aN":"c6c3c8c2m1r1a1"}'> <a id="c-shellmenu_60" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/federal/" data-m='{"id":"n1c8c6c3c8c2m1r1a1","sN":1,"aN":"c8c6c3c8c2m1r1a1"}'>US Federal</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c7c3c8c2m1r1a1","sN":7,"aN":"c3c8c2m1r1a1"}'> <span id="uhf-navspn-c-shellmenu_61-span" style="display:none" aria-expanded="false" data-m='{"id":"nn1c7c3c8c2m1r1a1","sN":1,"aN":"c7c3c8c2m1r1a1"}'>Healthcare</span> <button id="uhf-navbtn-c-shellmenu_61-button" type="button" aria-expanded="false" data-m='{"id":"nn2c7c3c8c2m1r1a1","sN":2,"aN":"c7c3c8c2m1r1a1"}'>Healthcare</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-c-shellmenu_61-span"> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c3c7c3c8c2m1r1a1","sN":3,"aN":"c7c3c8c2m1r1a1"}'> <a id="c-shellmenu_62" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/microsoft-cloud-for-healthcare" data-m='{"id":"n1c3c7c3c8c2m1r1a1","sN":1,"aN":"c3c7c3c8c2m1r1a1"}'>Overview</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Providers_cont","cT":"Container","id":"c4c7c3c8c2m1r1a1","sN":4,"aN":"c7c3c8c2m1r1a1"}'> <a id="c-shellmenu_63" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/providers" data-m='{"cN":"CatNav_Providers_nav","id":"n1c4c7c3c8c2m1r1a1","sN":1,"aN":"c4c7c3c8c2m1r1a1"}'>Providers</a> </li> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c5c7c3c8c2m1r1a1","sN":5,"aN":"c7c3c8c2m1r1a1"}'> <a id="c-shellmenu_64" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/payors" data-m='{"id":"n1c5c7c3c8c2m1r1a1","sN":1,"aN":"c5c7c3c8c2m1r1a1"}'>Payors</a> </li> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c6c7c3c8c2m1r1a1","sN":6,"aN":"c7c3c8c2m1r1a1"}'> <a id="c-shellmenu_65" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/life-sciences" data-m='{"id":"n1c6c7c3c8c2m1r1a1","sN":1,"aN":"c6c7c3c8c2m1r1a1"}'>Life sciences</a> </li> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c7c7c3c8c2m1r1a1","sN":7,"aN":"c7c3c8c2m1r1a1"}'> <a id="c-shellmenu_66" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/health/epic-on-azure" data-m='{"id":"n1c7c7c3c8c2m1r1a1","sN":1,"aN":"c7c7c3c8c2m1r1a1"}'>Epic on Azure</a> </li> </ul> </li> <li class="f-sub-menu js-nav-menu nested-menu" data-m='{"cT":"Container","id":"c8c3c8c2m1r1a1","sN":8,"aN":"c3c8c2m1r1a1"}'> <span id="uhf-navspn-c-shellmenu_67-span" style="display:none" aria-expanded="false" data-m='{"id":"nn1c8c3c8c2m1r1a1","sN":1,"aN":"c8c3c8c2m1r1a1"}'>Manufacturing</span> <button id="uhf-navbtn-c-shellmenu_67-button" type="button" aria-expanded="false" data-m='{"id":"nn2c8c3c8c2m1r1a1","sN":2,"aN":"c8c3c8c2m1r1a1"}'>Manufacturing</button> <ul aria-hidden="true" aria-labelledby="uhf-navspn-c-shellmenu_67-span"> <li class="js-nav-menu single-link" data-m='{"cN":"Overview_cont","cT":"Container","id":"c3c8c3c8c2m1r1a1","sN":3,"aN":"c8c3c8c2m1r1a1"}'> <a id="c-shellmenu_68" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/manufacturing/microsoft-cloud-for-manufacturing" data-m='{"cN":"CatNav_Overview_nav","id":"n1c3c8c3c8c2m1r1a1","sN":1,"aN":"c3c8c3c8c2m1r1a1"}'>Overview</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"IndustrialTransformation_cont","cT":"Container","id":"c4c8c3c8c2m1r1a1","sN":4,"aN":"c8c3c8c2m1r1a1"}'> <a id="c-shellmenu_69" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/manufacturing/industrial-transformation" data-m='{"cN":"CatNav_IndustrialTransformation_nav","id":"n1c4c8c3c8c2m1r1a1","sN":1,"aN":"c4c8c3c8c2m1r1a1"}'>Industrial transformation</a> </li> </ul> </li> <li class="js-nav-menu single-link" data-m='{"cT":"Container","id":"c9c3c8c2m1r1a1","sN":9,"aN":"c3c8c2m1r1a1"}'> <a id="c-shellmenu_70" class="js-subm-uhf-nav-link" href="https://www.microsoft.com/en-us/industry/media-entertainment" data-m='{"id":"n1c9c3c8c2m1r1a1","sN":1,"aN":"c9c3c8c2m1r1a1"}'>Media and entertainment</a> </li> <li class="js-nav-menu single-link" data-m='{"cN":"Microsoft Cloud for Sovereignty_cont","cT":"Container","id":"c10c3c8c2m1r1a1","sN":10,"aN":"c3c8c2m1r1a1"}'> <a id="c-shellmenu_71" class="js-subm-uhf-nav-link" 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class="text-light-blue" href="https://www.microsoft.com/en-us/industry/blog/author/lloyd-hewitt/" data-bi-cn="Lloyd Hewitt" data-bi-ct="author link" >Lloyd Hewitt,</a> Director Business Strategy Worldwide Public Sector Defense and Intelligence, Microsoft </li> <li class="list-inline-item"> <a class="text-light-blue" href="https://www.microsoft.com/en-us/industry/blog/author/jonathon-beesley/" data-bi-cn="Jonathon Beesley" data-bi-ct="author link" >Jonathon Beesley,</a> Director Business Strategy, Worldwide Public Sector Defense and Intelligence, Microsoft </li> </ul> </div> </div> </div> </div> </div> </header> </div> </div> <div class="clearfix bg-body pb-5 pt-md-5 pt-5"> <div class="single__meta" data-bi-an="Rail"> <time class="single__date single__meta-title text-neutral-600 font-weight-bold d-block pb-3 small" datetime="2024-11-12T08:00:00-08:00" > November 12, 2024 </time> <ul class="single__share d-inline-flex pb-3 list-inline mb-0 align-middle"> <li class="list-inline-item 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LinkedIn" data-bi-ct="share link" data-bi-bhvr="120" href="https://www.linkedin.com/shareArticle?mini=true&url=https://www.microsoft.com/en-us/industry/blog/government/2024/11/12/empowering-defense-operations-with-microsoft-ai/" target="_blank" rel="noreferrer noopener"> <span class="svg" aria-hidden="true" role="img"> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="#0067B8" d="M19.884 20.283h-3.45v-5.535c0-1.305-.038-3.005-1.783-3.005-1.783 0-2.092 1.423-2.092 2.926v5.614h-3.45V8.936h3.294v1.542h.04a3.54 3.54 0 0 1 3.294-1.819c3.488 0 4.147 2.372 4.147 5.417zM5.194 7.393c-1.124 0-2.016-.909-2.016-2.055s.892-2.056 2.016-2.056 2.015.91 2.015 2.056-.891 2.056-2.015 2.056Zm1.744 12.89H3.45V8.936H6.9v11.347zM21.628 0H1.706C.775 0 0 .751 0 1.7v20.402c0 .95.775 1.74 1.705 1.7H21.59c.93 0 1.705-.75 1.744-1.7V1.7c0-.949-.775-1.7-1.706-1.7" /></svg> </span> </a> </li> </ul> <div id="single-tags" class="single__tags-wrapper mt-lg-2 mb-4 mb-lg-0 d-flex flex-wrap d-lg-block"> <ul class="single__tags list-unstyled mb-lg-4" data-bi-an="post-post_tag"> <li class="font-weight-bold single__meta-title small " data-type="label"> Tags </li> <li> <a class="btn text-inverse btn-sm font-weight-normal" href="https://www.microsoft.com/en-us/industry/blog/tag/ai/" data-bi-cn="AI" data-bi-ct="cta link" > AI </a> </li> </ul> </div> </div> <div class="single__content" data-bi-an="Blog Body"> <p>In today&#8217;s rapidly changing global <a href="https://www.microsoft.com/industry/defense-intelligence">defense and intelligence</a> landscape, the need for real-time data processing, analysis, and decision-making has never been more critical. Cloud computing continues to emerge as a transformative technology, offering unparalleled innovation, scalability, agility, security, and accessibility for information-driven operations. The rapid advent of <a href="https://www.microsoft.com/en-us/ai" target="_blank" rel="noreferrer noopener"></a>AI and language models is taking the contest for digital advantage to the next level. As the demand for rapid innovation and more aggressive digital strategies rises, defense organizations are encountering significant challenges, including:&nbsp;</p> <ul class="wp-block-list"> <li>Constraints imposed by an austere and remote operating environment.&nbsp;</li> <li>Increased cognitive load on individuals conducting operations due to exponential growth in the volume, veracity, and velocity of data.&nbsp;</li> <li>Survivability and the need for distributed nodal command and control.</li> </ul> <p>The dilemma posed here is whether technological advancements inadvertently compromise decision-making abilities due to the heightened cognitive burden on users.&nbsp;</p> <div class="wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-1 wp-block-buttons-is-layout-flex"> <div class="wp-block-button has-custom-width wp-block-button__width-75"><a class="wp-block-button__link wp-element-button" href="https://www.microsoft.com/industry/defense-intelligence">Achieve your mission outcomes to promote stability and security with Microsoft Cloud defense and intelligence solutions.</a></div> </div> <h2 class="wp-block-heading" id="decisive-action-powered-by-ai">Decisive action powered by AI&nbsp;</h2> <p>Speed, precision, and data are critical on the modern digital battlefield. Human-machine teaming allows modern soldiers to work with AI as their digital agents, using natural language or voice commands through military radios. This hands-free interaction improves situational awareness and enhances decision-making by combining AI&#8217;s analytical power with human intuition and judgment.&nbsp;&nbsp;</p> <p>Using <a href="https://www.microsoft.com/ai">AI and machine learning</a> on missions will become critical to effective command and control environments. Language models have evolved to create and use enterprise-level knowledge bases, integrating external data for more complex interactions. This advancement has significant effects for mission capabilities, with early applications in:&nbsp;</p> <ul class="wp-block-list"> <li><strong>Voice transcription and translation</strong>—We have already seen that when paired with Push-To-Talk (PTT) voice radios, digital audio voice streams can be captured for real-time transcription, translations, and augmentation with other sources of data.&nbsp;</li> <li><strong>Robotic command and control orchestration</strong>—With an intent to release operators from the need to operate these systems manually, we can not only free human resources to concentrate on the specifics of their mission but also reduce the force protection overhead that is required to keep operators safe.&nbsp;</li> <li><strong>Intelligence, Surveillance, and Reconnaissance (ISR) analysis</strong>—Working with multiple agents and multimodal sensors for defense use cases, we can help increase the accuracy and range of surveillance and provide a multilayered approach to detection and action.&nbsp;</li> <li><strong>Querying Battle Management Systems</strong>—We not only provide the capability to access information in a humanistic way, at the point of need, we also reduce the intense staff effort associated with briefing and analysis of data—the AI agents can take on the manual load, freeing up the human cognitive load to enable better and faster decision making.&nbsp;</li> </ul> <h2 class="wp-block-heading" id="agentic-ai-explained">Agentic AI explained&nbsp;</h2> <p>So, what do we understand about the advancement and application of Agentic AI? When discussing Agentic AI, it&#8217;s crucial to highlight the characteristics that distinguish an agent from tools like ChatGPT or traditional digital assistants we&#8217;ve seen in office settings. There are five key nonlinear elements that define agentic capabilities:&nbsp;</p> <ul class="wp-block-list"> <li><strong>Planning</strong>—Instead of diving right into a task, an AI agent pauses and plans the series of steps required. This structured approach prevents errors, as we often see in traditional language model implementations with robots.&nbsp;</li> <li><strong>Reflection</strong>—Current models like ChatGPT provide answers but don&#8217;t validate them, as they lack a built-in ‘reflection’ capability. The ability to ‘reflect’ and ensure completeness is crucial to confirm that tasks are executed properly and are relevant to each subsequent step in the Agentic AI lifecycle.&nbsp;</li> <li><strong>Use of tools</strong>—When the AI agent encounters a step it can&#8217;t perform, it checks its manual for a corresponding tool, gathers needed information, executes the task, and processes the response. This is crucial for proprietary industry capabilities, allowing handoffs to external sources.&nbsp;</li> <li><strong>Collaboration</strong>—Where the human or agents work collaboratively on collective tasks. This is important for two reasons: creating clear boundaries and ensuring agents are task-specific.&nbsp;&nbsp;</li> <li><strong>Memory</strong>—This cycle is further powered by memory, where the agent retains and can recall prior inputs, actions, and outcomes. With this memory, the agent learns from past decisions, allowing it to improve future actions and refine its planning and reflection.&nbsp;</li> </ul> <h2 class="wp-block-heading" id="traditional-non-agentic-ai-workflows-vs-agentic-ai-workflows">Traditional non-agentic AI workflows vs agentic AI workflows&nbsp;</h2> <p>Collectively, these five characteristics form a framework known as the REACT framework (Reasoning and Action). Reasoning involves planning and reflection, while action is about the execution.&nbsp;&nbsp;</p> <p>The key difference between traditional non-agentic AI workflows, often seen in zero-shot prompts, and the more advanced, agentic workflows we&#8217;ve been discussing can be seen in the diagram below.&nbsp;</p> <figure class="wp-block-image size-large"><img decoding="async" alt="graphical user interface" src="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-1024x576.webp" alt='The image illustrates the capability of Microsoft Copilot. The left shows "human to agent": single command/task capabilities. The right of the image shows "human to multi-agent" whereas an example planning and executing a variety of complex, multi-step tasks can be supported. Both the single agent and multi-agent help enhance human-machine teaming. ' class="wp-image-119063 webp-format" srcset="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-1024x576.webp 1024w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-300x169.webp 300w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-768x432.webp 768w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-1536x863.webp 1536w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1.webp 1601w" data-orig-alt="graphical user interface" src="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2024/11/Picture1-1024x576.webp"></figure> <p>In practice, AI agents can be seamlessly integrated into an organization&#8217;s workflow, especially for field operators. This will result in more efficient missions, quicker responses, and a trusted pairing of humans and machines. Additionally, it will allow warfighters to focus on tactical operations while AI handles data processing and situational analysis in the background.&nbsp;&nbsp;</p> <p>This is where digital agents can come into play. Digital agents that allow operators, particularly those in forward positions, to delegate specific tasks using natural language. Incorporating these agents into your workflow can help revolutionize how your organization handles complex operations. By offering an intuitive interface, robust performance under duress, and the ability to manage tedious tasks, these agents ensure that operators at the tactical edge can focus on what really matters—making critical decisions in dynamic environments.&nbsp;</p> <h2 class="wp-block-heading" id="microsoft-ai-principles">Microsoft AI principles&nbsp;</h2> <p>Microsoft is committed to advancing AI through principles that put people first.&nbsp;</p> <p>We put our <a href="https://www.microsoft.com/ai/responsible-ai" target="_blank" rel="noreferrer noopener">responsible AI principles</a> into practice through the AI, Ethics, and Effects in Engineering and Research (Aether) Committee, as well as our Office of Responsible AI (ORA). The Aether Committee advises our leadership on the challenges and opportunities presented by AI innovations. ORA sets our rules and governance processes, working closely with teams across the company to support the effort.&nbsp;</p> <p>Microsoft AI serves to enhance human capabilities, not replace them. It’s designed to embody principles such as fairness, inclusivity, reliability and safety, transparency, privacy and security, and accountability. By using AI to optimize administrative functions and services, stakeholders can focus on what matters most: human-centered design, decision-making, and empathy.&nbsp;&nbsp;</p> <div class="wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-2 wp-block-buttons-is-layout-flex"> <div class="wp-block-button has-custom-width wp-block-button__width-75"><a class="wp-block-button__link wp-element-button" href="https://wwps.microsoft.com/defense-and-intelligence">Microsoft resources to support your defense and intelligence journey</a></div> </div> <h2 class="wp-block-heading" id="implement-emerging-technologies-strategically">Implement emerging technologies strategically&nbsp;</h2> <p>Defense decision makers should consider not just what AI can do, but what it should do to innovate in a reliable and trusted way. It’s critical to understand the components of a holistic approach to AI that will help agencies turn meaningful innovation into actionable results that will benefit society.&nbsp; To learn more contact your <a href="https://www.microsoft.com/industry/defense-intelligence" target="_blank" rel="noreferrer noopener">Microsoft Defense and Intelligence</a> representative today, or engage with the following Microsoft resources:&nbsp;&nbsp;</p> <ul class="wp-block-list"> <li><a href="https://learn.microsoft.com/en-us/azure/cosmos-db/ai-agents">Microsoft Agentic Agents</a>.</li> <li><a href="https://youtu.be/KuX_dkqr7UY?si=EJtFbEOkTntbDvnm" target="_blank" rel="noreferrer noopener">AutoGen Update: Complex Tasks and Agents</a>.</li> <li><a href="https://youtu.be/uo-vCFL96yQ?si=RjwbW97GTnelcFo6" target="_blank" rel="noreferrer noopener">Copilot agent builder</a>.&nbsp;&nbsp;</li> </ul> <div class="single__author-byline mt-5 border-top" data-bi-an="Author Bio"> <div class="row mt-5"> <div class="col col-12 col-md-3"> <div class="author__avatar rounded-circle embed-responsive embed-responsive-1by1"> <div class="embed-responsive-item"> <img width="170" height="170" src="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2021/06/Profile-Picture-250x250.jpg" class="avatar avatar-170 photo border-radius-round wp-post-image" alt="a person posing for the camera" /> </div> </div> </div> <div class="col col-12 col-md-9 pt-2 pt-md-0"> <div class="author__info-meta text-center text-md-left"> <div class="author__info-name h5 mb-2" itemprop="name"> Lloyd Hewitt </div> <div class="author__info-title small pt-0" itemprop="jobTitle"> Director Business Strategy Worldwide Public Sector Defense and Intelligence, Microsoft </div> <div class="d-inline-flex my-3"> <a href="https://www.linkedin.com/in/lloyd-r-hewitt/" target="_blank" rel="noreferrer noopener" class="d-flex action-trigger mr-2" aria-label="Follow on LinkedIn" data-bi-bhvr="126" data-bi-type="social-follow" > <span class="social-share__icon" aria-hidden="true"> <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" fill="none" viewBox="0 0 24 24"><path fill="#0067B8" d="M19.884 20.283h-3.45v-5.535c0-1.305-.038-3.005-1.783-3.005-1.783 0-2.092 1.423-2.092 2.926v5.614h-3.45V8.936h3.294v1.542h.04a3.54 3.54 0 0 1 3.294-1.819c3.488 0 4.147 2.372 4.147 5.417zM5.194 7.393c-1.124 0-2.016-.909-2.016-2.055s.892-2.056 2.016-2.056 2.015.91 2.015 2.056-.891 2.056-2.015 2.056Zm1.744 12.89H3.45V8.936H6.9v11.347zM21.628 0H1.706C.775 0 0 .751 0 1.7v20.402c0 .95.775 1.74 1.705 1.7H21.59c.93 0 1.705-.75 1.744-1.7V1.7c0-.949-.775-1.7-1.706-1.7" /></svg> </span> </a> </div> </div> <div class="author__info-meta pt-3 pt-md-0"> Hewitt, as an experienced business leader, and former United Kingdom and Australian Defense Naval Officer has worked in both public and private sector industries. As Director, Worldwide Public Sector, he is responsible for Microsoft’s Defense Strategy where he relies on years of experience and intuitional knowledge of defense procedures and ecosystem. He is a vocal advocate for the adoption of cloud-based technologies to future defense missions. </div> <a class="author-link cta font-weight-normal base mt-3" href="https://www.microsoft.com/en-us/industry/blog/author/lloyd-hewitt/" data-bi-cn="See more articles from this author" data-bi-id="62124" data-bi-ct="author link" rel="author" aria-label=" See more articles from Lloyd Hewitt " > See more articles from this author </a> </div> </div> <div class="row mt-5"> <div class="col col-12 col-md-3"> <div class="author__avatar rounded-circle embed-responsive embed-responsive-1by1"> <div class="embed-responsive-item"> <img width="170" height="170" src="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2022/08/Jono-300x300.jpg" class="avatar avatar-170 photo border-radius-round wp-post-image" alt="Jonathon Beesley headshot" srcset="https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2022/08/Jono-300x300.jpg 300w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2022/08/Jono-150x150.jpg 150w, https://www.microsoft.com/en-us/industry/blog/wp-content/uploads/2022/08/Jono.jpg 400w" sizes="(max-width: 170px) 100vw, 170px" /> </div> </div> </div> <div class="col col-12 col-md-9 pt-2 pt-md-0"> <div class="author__info-meta text-center text-md-left"> <div class="author__info-name h5 mb-2" itemprop="name"> Jonathon Beesley </div> <div class="author__info-title small pt-0" itemprop="jobTitle"> Director Business Strategy, Worldwide Public Sector Defense and Intelligence, Microsoft </div> </div> <div class="author__info-meta pt-3 pt-md-0"> Beesley, as an experienced business leader, and former Australian Defence Force Brigadier relies on his years of experience and institutional knowledge of leading multi-disciplinary organizations in complex national security environments. Jono is a passionate advocate the adoption of cloud-based technologies to help protect national security. </div> <a class="author-link cta font-weight-normal base mt-3" href="https://www.microsoft.com/en-us/industry/blog/author/jonathon-beesley/" data-bi-cn="See more articles from this author" data-bi-id="91649" data-bi-ct="author link" rel="author" aria-label=" See more articles from Jonathon Beesley " > See more articles from this author </a> </div> </div> </div> </aside> </div> </div> <section class="single__related" data-bi-an="Related Articles"> <div class="container"> <h2 class="single__related-heading h3 mb-md-5 mb-3"> Related posts </h2> <ul class="single__related-posts list-unstyled row row-cols-1 row-cols-sm-2 row-cols-lg-4"> <li class="col d-flex"> <article id="post-119123" class="card card--related material-card is-entire-card-clickable post-119123 post type-post status-publish format-standard has-post-thumbnail hentry category-financial-services category-general 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