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The Misnomer of Prompt Engineering

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!important;" data-widget-type="rich_text" data-x="0" data-w="6"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1693439500065276" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height: 0; font-size: 14px;">&nbsp;</p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-winforms" rel="noopener" style="color: #006489; text-decoration: none;">C# / WinForms</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-powerbuilder/" rel="noopener" style="color: #006489; text-decoration: none;">PowerBuilder</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-silverlight/" rel="noopener" style="color: #006489; text-decoration: none;">Silverlight</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/vbnet/" rel="noopener" style="color: #006489; text-decoration: none;">VB.NET</a></span></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/products/app-migrations/webmap-access" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Microsoft Access</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/webmap-xamarin-maui" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Xamarin to MAUI</span></a></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/webmap-csharp-blazor" rel="noopener" style="color: #006489; text-decoration: none;">C# to Blazor</a></span></p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-rich_text " style="padding-left: 12px;" data-widget-type="rich_text" data-x="6" data-w="6"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_15008306538152366" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height: 0; font-size: 14px;">&nbsp;</p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/dotnet/j2ee" rel="noopener" style="color: #006489; text-decoration: none;">Java to .NET</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-aspnet-webforms" rel="noopener" style="color: #006489; text-decoration: none;">ASP.NET Web Forms</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/delphi/" rel="noopener" style="color: #006489; text-decoration: none;">Delphi to C#</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/java/informix-4gl" rel="noopener" style="color: #006489; text-decoration: none;">Informix 4GL to Java &amp; HTML</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/webmap-clarion" rel="noopener" style="color: #006489; text-decoration: none;">Clarion</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/j2ee/unisys-linc" rel="noopener" style="color: #006489; text-decoration: none;">Unisys Linc</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/oracle-forms" rel="noopener" style="color: #006489; text-decoration: none;">Oracle Forms</a></span></p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span3 widget-span widget-type-cell " style="vertical-align: top;" data-widget-type="cell" data-x="9" data-w="3"> <div class="row-fluid-wrapper row-depth-3 row-number-5 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1654877692824310" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h6 style="text-align: left;"><a href="https://www.mobilize.net/services/app-migrations/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;"><span style="font-size: 20px;">Solutions</span></span></a></h6> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/application-assessments" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">App Assessments</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/products/app-migrations/custom-migrations/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Tools</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/post-migration/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Production Services</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/migration-blueprint" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Blueprint</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/migration-methodology" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Methodology</span></a></p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-3 row-number-6 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget " style="margin-top: 0px!important; margin-bottom: 0px!important;" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_1693440396081628" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <a class="hs-button hs-button-no-mgn" href="https://www.mobilize.net/rapidscan" id="hs-button_module_1693440396081628" rel=""> Free Code Assessment </a> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell mega-menu-branch activated-by-2" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell content-section bg-white max-full-vh-scroll large-shadow" style="padding-top: 20px; padding-bottom: 0!important;" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell centered" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell equal-height" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-3 "> <div class="row-fluid "> <div class="span6 widget-span widget-type-cell " style="border-right: 1px solid #FEBD12; vertical-align: top; margin-left: auto; display: flex; justify-content: flex-end;" data-widget-type="cell" data-x="0" data-w="6"> <div class="row-fluid-wrapper row-depth-3 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="align-self: flex-start; padding-right: 50px;" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_150888483015104" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div class="mega-menu-column no-custom-bullets"> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none;">Technology Services</h6> <ul style="padding-left: 0px; list-style-type: none !important; font-size: 15px;"> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Technology Modernization</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-application-assessments/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Application Technology &amp; Security Assessments</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-architecture-assessments/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Technology Architecture Assessment</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/cloud-data-advisory/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Cloud &amp; Data Advisory Services</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/application-dependency-mapping/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Application Dependency Mapping</a></li> </ul> </div></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="6" data-w="6"> <div class="row-fluid-wrapper row-depth-3 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_150888483015108" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div class="mega-menu-column no-custom-bullets"> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none;">Transformation Services</h6> <ul style="padding-left: 0px; list-style-type: none !important; font-size: 15px;"> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/legacy-application-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Legacy Application Modernization</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/data-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Data Modernization Services</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/cloud-migrations/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Cloud Migration Services</a></li> </ul> </div> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none; margin-bottom: 17px;">Not Sure Where to Start?</h6></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-3 row-number-3 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget hs-button-no-mgn" style="margin-top: 0px!important; margin-bottom: 0px!important;" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_1715380388197388" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <a class="hs-button hs-button-no-mgn" href="https://www.mobilize.net/talk-to-an-engineer" id="hs-button_module_1715380388197388" rel=""> Talk to an Engineer </a> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="margin: 35px 0px 20px 0px;" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1715378742163213" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div style="text-align: center; color: #453f3e; font-size: 22px; font-family: Proxima Nova; font-weight: 800; word-wrap: break-word;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/" style="text-decoration: underline; color: inherit; font-family: 'Proxima-Nova', 'Proxima Nova', sans-serif;">View all Transformation &amp; Technology Services</a></div></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-global_group " style="" data-widget-type="global_group" data-x="0" data-w="12"> <div class="" data-global-widget-path="generated_global_groups/27321199716.html"><div class="row-fluid-wrapper row-depth-1 row-number-1 "> <div class="row-fluid "> <div class="sticky-header-options" data-linked-to=".header-wrapper"> <div class="span12 widget-span widget-type-cell sticky-header md-hidden mega-menu-parent" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell centered ptb5 vmiddle never-stack" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-3 "> <div class="row-fluid "> <div class="span3 widget-span widget-type-cell ns-sm-span5" style="" data-widget-type="cell" data-x="0" data-w="3"> <div class="row-fluid-wrapper row-depth-1 row-number-4 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-logo " style="" data-widget-type="logo" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_146731076570910" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="logo"><a href="https://www.mobilize.net/" id="hs-link-module_146731076570910" style="border-width:0px;border:0px;"><img src="https://www.mobilize.net/hubfs/Migrations%20Logo.svg" class="hs-image-widget " height="68" style="height: auto;width:175px;border-width:0px;border:0px;" width="175" alt="Migrations Logo" title="Migrations Logo"></a></span></div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span9 widget-span widget-type-cell ns-sm-span7" style="" data-widget-type="cell" data-x="3" data-w="9"> <div class="row-fluid-wrapper row-depth-1 row-number-5 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell all-inline tr" style="" data-widget-type="cell" data-x="0" data-w="12"> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-6 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell all-inline tr" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-menu menu-bar flyouts-fade flyouts-slide md-hidden linked-to-mega-menu-in-sticky-header" style="" data-widget-type="menu" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_146731076570911" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_menu" style="" data-hs-cos-general-type="widget" data-hs-cos-type="menu"><div id="hs_menu_wrapper_module_146731076570911" class="hs-menu-wrapper active-branch flyouts hs-menu-flow-horizontal" role="navigation" data-sitemap-name="default" data-menu-id="69172971116" aria-label="Navigation Menu"> <ul role="menu"> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="javascript:;" role="menuitem">App Modernization</a></li> <li class="hs-menu-item hs-menu-depth-1" role="none"><a href="javascript:;" role="menuitem">Consulting</a></li> <li class="hs-menu-item hs-menu-depth-1 hs-item-has-children" role="none"><a href="javascript:;" aria-haspopup="true" aria-expanded="false" role="menuitem">Resources</a> <ul role="menu" class="hs-menu-children-wrapper"> <li class="hs-menu-item hs-menu-depth-2" role="none"><a href="https://www.mobilize.net/blog" role="menuitem" target="_blank" rel="noopener">Blog</a></li> <li class="hs-menu-item hs-menu-depth-2" role="none"><a href="https://www.mobilize.net/resources/case-studies/" role="menuitem">Case Studies</a></li> <li class="hs-menu-item hs-menu-depth-2" role="none"><a 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</ul> </div></span></div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-2 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget " style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_15306490941511805" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><span class="control-button search fss-open-btn"><i class="fa fa-search" aria-hidden="true"></i></span></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-2 row-number-3 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget " style="" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_15306490978961809" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"><span class="control-button menu" data-slide-menu="primary-slide-menu"> <span class="open"> <i class="fa fa-bars" aria-hidden="true"></i> </span> <span class="close"> <i class="fa fa-bars" aria-hidden="true"></i> </span> <span></span></span></div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-2 row-number-4 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-logo " style="" data-widget-type="logo" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1676254236245364" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_logo" style="" data-hs-cos-general-type="widget" data-hs-cos-type="logo"><a href="https://www.growthaccelerationpartners.com/" target="_blank" id="hs-link-module_1676254236245364" rel="noopener" style="border-width:0px;border:0px;"><img src="https://www.mobilize.net/hubfs/Media%20Center/Logos/GAP-LOGO.svg" class="hs-image-widget " height="120" style="height: auto;width:120px;border-width:0px;border:0px;" width="120" alt="Growth Acceleration Partners" title="Growth Acceleration Partners"></a></span></div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell all-inline tr" style="" data-widget-type="cell" data-x="0" data-w="12"> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-2 "> <div class="row-fluid "> <div class="mega-menu-options" data-menu=".linked-to-mega-menu-in-sticky-header"> <div class="span12 widget-span widget-type-cell mega-menu" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-3 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell mega-menu-branch activated-by-1" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-4 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell content-section bg-white pt20 pb10 large-shadow" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell centered" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell equal-height" style="margin-bottom: 10px; " data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-3 "> <div class="row-fluid "> <div class="span3 widget-span widget-type-cell " style="border-right: 1px solid #FEBD12;" data-widget-type="cell" data-x="0" data-w="3"> <div class="row-fluid-wrapper row-depth-3 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text link-hover-theme-yellow" style="" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_151580625732205" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h6 style="text-align: left;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/vbuc" rel="noopener" style="text-decoration: none; color: #006489;"><span style="font-size: 20px;">.NET &amp; Web Migrations</span></a></span></h6> <p style="line-height: 0; font-size: 14px; padding-top: 6px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/vbuc" rel="noopener" style="color: #006489; text-decoration: none;">VB6</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-asp/" rel="noopener" style="color: #006489; text-decoration: none;">ASP</a></span></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/products/app-migrations/vbuc/free-trial" rel="noopener" linktext=""><img src="https://www.mobilize.net/hubfs/VBUC%20Button%20Nav%20Bar.png" width="0" loading="lazy" alt="VBUC 10 Download - Banner" style="width: 190px; height: auto; max-width: 100%; border-radius: 15px; box-shadow: 0px 4px 12px 0px rgba(0, 0, 0, 0.40);"></a></p> <p>&nbsp;</p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell " style="border-right: 1px solid #FEBD12; vertical-align: top; " data-widget-type="cell" data-x="3" data-w="6"> <div class="row-fluid-wrapper row-depth-3 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell " style="justify-content: space-between;" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-3 row-number-3 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text link-hover-theme-yellow" style="margin-bottom:10px;" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1647976548095657" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h6 style="text-align: center;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap/" rel="noopener" style="text-decoration: none; color: #006489;"><span style="color: #006489;"><span style="font-size: 20px;">Native Web &amp; Cloud Migrations</span></span></a></span></h6></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-3 row-number-4 "> <div class="row-fluid "> <div class="span6 widget-span widget-type-rich_text link-hover-theme-yellow" style="border-right: 1px solid #FEBD12 !important; padding-top: 0px;" data-widget-type="rich_text" data-x="0" data-w="6"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1693268196696366" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height: 0; font-size: 14px;">&nbsp;</p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-winforms" rel="noopener" style="color: #006489; text-decoration: none;">C# / WinForms</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-powerbuilder/" rel="noopener" style="color: #006489; text-decoration: none;">PowerBuilder</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-silverlight/" rel="noopener" style="color: #006489; text-decoration: none;">Silverlight</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/vbnet/" rel="noopener" style="color: #006489; text-decoration: none;">VB.NET</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-access" rel="noopener" style="color: #006489; text-decoration: none;">Microsoft Access</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/webmap-xamarin-maui" rel="noopener" style="color: #006489; text-decoration: none;">Xamarin to MAUI</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/webmap-csharp-blazor" rel="noopener" style="color: #006489; text-decoration: none;">C# to Blazor</a></span></p> <p style="line-height: 0; font-size: 14px;">&nbsp;</p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-rich_text link-hover-theme-yellow" style="padding-left: 12px; padding-top: 0px;" data-widget-type="rich_text" data-x="6" data-w="6"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1693268198471374" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><p style="line-height: 0; font-size: 14px;">&nbsp;</p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/dotnet/j2ee" rel="noopener" style="color: #006489; text-decoration: none;">Java to .NET</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/webmap-aspnet-webforms" rel="noopener" style="color: #006489; text-decoration: none;">ASP.NET Web Forms</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/delphi/" rel="noopener" style="color: #006489; text-decoration: none;">Delphi to C#</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/java/informix-4gl" rel="noopener" style="color: #006489; text-decoration: none;">Informix 4GL to Java &amp; HTML</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/webmap-clarion" rel="noopener" style="color: #006489; text-decoration: none;">Clarion</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/products/app-migrations/j2ee/unisys-linc" rel="noopener" style="color: #006489; text-decoration: none;">Unisys LINC</a></span></p> <p style="line-height: 0; font-size: 14px;"><span style="color: #006489;"><a href="https://www.mobilize.net/oracle-forms" rel="noopener" style="color: #006489; text-decoration: none;">Oracle Forms</a></span></p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span3 widget-span widget-type-cell " style="vertical-align: top;" data-widget-type="cell" data-x="9" data-w="3"> <div class="row-fluid-wrapper row-depth-3 row-number-5 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-3 row-number-6 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text link-hover-theme-yellow" style="" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1647976555327676" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><h6 style="text-align: left;"><a href="https://www.mobilize.net/services/app-migrations/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;"><span style="font-size: 20px;">Solutions</span></span></a></h6> <p style="line-height: 0; font-size: 14px; padding-top: 5px;"><a href="https://www.mobilize.net/services/app-migrations/application-assessments" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">App Assessments</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/products/app-migrations/custom-migrations/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Tools</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/post-migration/" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Production Services</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/migration-blueprint" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Blueprint</span></a></p> <p style="line-height: 0; font-size: 14px;"><a href="https://www.mobilize.net/services/app-migrations/migration-methodology" rel="noopener" style="text-decoration: none;"><span style="color: #006489;">Migration Methodology</span></a></p></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-3 row-number-7 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget hs-button-no-mgn" style="margin-top: 0px!important; margin-bottom: 0px!important;" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_1693442200628199" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <a class="hs-button hs-button-no-mgn" href="https://www.mobilize.net/rapidscan" id="hs-button_module_1693442200628199" rel=""> Free Code Assessment </a> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-1 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell mega-menu-branch activated-by-2" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-1 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell content-section bg-white large-shadow" style="padding-top: 20px; padding-bottom: 0px!important;" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell centered" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-cell equal-height" style="" data-widget-type="cell" data-x="0" data-w="12"> <div class="row-fluid-wrapper row-depth-2 row-number-3 "> <div class="row-fluid "> <div class="span6 widget-span widget-type-cell " style="border-right: 1px solid #FEBD12; vertical-align: top; margin-left: auto; display: flex; justify-content: flex-end;" data-widget-type="cell" data-x="0" data-w="6"> <div class="row-fluid-wrapper row-depth-3 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="align-self: flex-start; padding-right: 50px;" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1647976381615537" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div class="mega-menu-column no-custom-bullets"> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none;">Technology Services</h6> <ul style="padding-left: 0px; list-style-type: none !important; font-size: 15px;"> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Technology Modernization</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-application-assessments/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Application Technology &amp; Security Assessments</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/technology-architecture-assessments/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Technology Architecture Assessment</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/cloud-data-advisory/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Cloud &amp; Data Advisory Services</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/application-dependency-mapping/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Application Dependency Mapping</a></li> </ul> </div></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> <div class="span6 widget-span widget-type-cell " style="" data-widget-type="cell" data-x="6" data-w="6"> <div class="row-fluid-wrapper row-depth-3 row-number-2 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1647976381615539" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div class="mega-menu-column no-custom-bullets"> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none;">Transformation Services</h6> <ul style="padding-left: 0px; list-style-type: none !important; font-size: 15px;"> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/legacy-application-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Legacy Application Modernization</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/data-modernization/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Data Modernization Services</a></li> <li style="font-size: 15px; margin-bottom: 5px; list-style-type: none !important;"><a class="link-hover-theme-yellow" href="https://www.mobilize.net/services/cloud-migrations/" target="_blank" rel="noopener noreferrer" style="color: #006489; text-decoration: none;">Cloud Migration Services</a></li> </ul> </div> <h6 style="text-align: left; color: #006489; font-size: 22px; text-decoration: none; margin-bottom: 17px;">Not Sure Where to Start?</h6></span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-3 row-number-3 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-custom_widget hs-button-no-mgn" style="margin-top: 0px!important; margin-bottom: 0px!important;" data-widget-type="custom_widget" data-x="0" data-w="12"> <div id="hs_cos_wrapper_module_1715381828537746" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_module" style="" data-hs-cos-general-type="widget" data-hs-cos-type="module"> <a class="hs-button hs-button-no-mgn" href="https://www.mobilize.net/talk-to-an-engineer" id="hs-button_module_1715381828537746" rel=""> Talk to an Engineer </a> </div> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> <div class="row-fluid-wrapper row-depth-2 row-number-1 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-rich_text " style="margin: 35px 0px 20px 0px;" data-widget-type="rich_text" data-x="0" data-w="12"> <div class="cell-wrapper layout-widget-wrapper"> <span id="hs_cos_wrapper_module_1715381767558702" class="hs_cos_wrapper hs_cos_wrapper_widget hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="widget" data-hs-cos-type="rich_text"><div style="text-align: center; color: #453f3e; font-size: 22px; font-family: Proxima Nova; font-weight: 800; word-wrap: break-word;"> 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class="row-fluid-wrapper row-depth-1 row-number-11 "> <div class="row-fluid "> <div class="span12 widget-span widget-type-blog_content " style="" data-widget-type="blog_content" data-x="0" data-w="12"> <div class="post-template"> <div class="post-wrapper"> <div class="sticky-parent"><div class="post-sharing top"> <div class="addthis-widget-type-1 vertical sticky-item offset-100 md-cancel md-hidden"> <div class="addthis_inline_share_toolbox" data-url="https://www.mobilize.net/blog/the-misnomer-of-prompt-engineering" data-title="The Misnomer of Prompt Engineering" data-media="https://216184.fs1.hubspotusercontent-na1.net/hubfs/216184/not%20a%20bug.jpg"></div> </div> </div><div class="post-body"> <div class="section-intro hs10"> <h1><span id="hs_cos_wrapper_name" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="text">The Misnomer of Prompt Engineering</span></h1> </div> <p>by <a class="strong" href="https://www.mobilize.net/blog/author/deedee-walsh">DeeDee Walsh</a>, on Jan 3, 2024 9:11:34 AM</p><div class="clear"> <span id="hs_cos_wrapper_post_body" class="hs_cos_wrapper hs_cos_wrapper_meta_field hs_cos_wrapper_type_rich_text" style="" data-hs-cos-general-type="meta_field" data-hs-cos-type="rich_text"><h2>Embracing the unpredictability of Generative AI</h2> <p>In software development, the term "engineering"* carries a weight of precision and predictability. When a coder writes a script in languages like C# or Python, there's an expectation of a specific, reliable output. This expectation stems from a fundamental principle of programming: the unwavering obedience of code to its written logic. (Note: I know, I know, we all agree that programming is a lot like golf. Expectations rarely meet reality)</p> <!--more--> <p><img src="https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=500&amp;height=303&amp;name=not%20a%20bug.jpg" width="500" height="303" loading="lazy" alt="not a bug" style="height: auto; max-width: 100%; width: 500px;" srcset="https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=250&amp;height=152&amp;name=not%20a%20bug.jpg 250w, https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=500&amp;height=303&amp;name=not%20a%20bug.jpg 500w, https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=750&amp;height=455&amp;name=not%20a%20bug.jpg 750w, https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=1000&amp;height=606&amp;name=not%20a%20bug.jpg 1000w, https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=1250&amp;height=758&amp;name=not%20a%20bug.jpg 1250w, https://www.mobilize.net/hs-fs/hubfs/not%20a%20bug.jpg?width=1500&amp;height=909&amp;name=not%20a%20bug.jpg 1500w" sizes="(max-width: 500px) 100vw, 500px"></p> <p>Enter the world of prompt "engineering" in the context of generative AI, and you find yourself in totally unfamiliar territory. Here, the term "engineering" almost feels like a misnomer. Unlike the deterministic nature of traditional coding, interacting with generative AI models like GPT-4 is similar to conversing with a human - unpredictable, nuanced, and sometimes, delightfully surprising.</p> <h2>Why "Prompt Engineering" is not quite engineering</h2> <p>Prompt engineering, at its core, is an art of trial and error. It's about developing inputs (prompts) for AI in a way that nudges it toward the desired output. But here's the catch: the AI's response often varies significantly, influenced by a ton of factors, much like human responses. This unpredictability isn't a flaw; rather, it's a feature of the AI's design, mirroring the complexity of human thought and language.</p> <h2>The Human Element in AI</h2> <p>What makes this unpredictability interesting is the human-like traits that AI exhibits. The large language models are trained on VAST amounts of data that encompasses the full richness of human language and human interaction.&nbsp; As a result, generative AI is a reflection of our unpredictability, biases, creativity, and even humor. Side note: I appreciate my company hasn't required me to expose my ChatGPT history with all of my "humor" requests 😜. IMO, prompt engineering is less about commanding and more about conversing with an entity that has its own understanding of the world. Am I the only one who feels comforted by ChatGPT's often encouraging and upbeat responses to prompts?</p> <h2>Navigating the unpredictability of generative AI</h2> <p>Despite its unpredictability, I've discovered some strategies to improve the consistency of outcomes when using generative AI. Here are my tips:</p> <ol> <li><strong>Be specific and detailed</strong>: The more detailed your prompt, the less room for AI to veer off course. Precision in language guides AI more effectively to a meaningful response. For example, I wanted a summary of a very long whitepaper so I typed into ChatGPT: "summarize this whitepaper". What I got was a very long response that didn't give me what I really wanted which was: "summarize this whitepaper, plus provide me with a summary of what's most important, plus give me any interesting data points." The response I got was much better the second time when I told ChatGPT exactly what I wanted.</li> <li><strong>Understand limitations of the model</strong>: Generative AI, while powerful, has limitations. It's not an oracle, but a reflection of the data it's been trained on. That's why asking it for detailed information on the very latest technology often yields lousy results.&nbsp;</li> <li><strong>Refine, refine, refine</strong>: It's a rare occurrence for me to get it right the first time. If you treat AI as an iterative process you'll be surprised at how much your results improve by continously refining. Like debugging code, the more you refine, the better it gets.</li> <li><strong>Use examples as often as possible</strong>: Providing examples within your prompt acts as a guide for AI - setting a precedent for the kind of response you're looking for. One time I kept getting an unsatisfactory response to some sample code I wanted generated. Finally, I added some code that I'd gotten earlier from AI. It was amazing how my response immediately got better.&nbsp;</li> <li><strong>Experiment &amp; learn</strong>: Can we all agree that AI is kind of unpredictable? Sometimes that leads to serendipitous results - offering new insights you might never have considered. And sometimes it's just crazy stuff. Either way, the more you experiment the better it gets.</li> </ol> <h2>Embracing a new paradigm</h2> <p>Prompt engineering challenges our traditional understanding of "engineering". Being great at prompt engineering requires a blend of technical expertise, creativity, and a willingness to embrace uncertainty. As we all get better and more experienced we'll learn to communicate with an emerging form of digital consciousness - one that's as unpredictably human as the data it was trained on.</p> <p>*Credit to <a href="https://twitter.com/simonw" rel="noopener" target="_blank">Simon Willison</a> whose <a href="https://simonwillison.net/2023/Dec/31/ai-in-2023/" rel="noopener" target="_blank">blog post</a>&nbsp;inspired me to write this post.&nbsp;</p></span> </div> </div> </div><div class="post-bottom"> <span class="strong mr10 text-dark">Topics:</span><a href="https://www.mobilize.net/blog/topic/ai">AI</a><span class="sep"></span><a href="https://www.mobilize.net/blog/topic/generative-ai">generative AI</a><span class="sep"></span><a href="https://www.mobilize.net/blog/topic/prompt-engineering">prompt engineering</a><span class="sep"></span><a href="https://www.mobilize.net/blog/topic/llm">llm</a></div> <div class="bottom-shadow"></div><div class="post-sharing bottom"> <div 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href="https://www.mobilize.net/blog/archive/2022/03">March 2022 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2022/02">February 2022 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/12">December 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/11">November 2021 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/10">October 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/09">September 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/07">July 2021 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/06">June 2021 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/05">May 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/03">March 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/02">February 2021 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2021/01">January 2021 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/12">December 2020 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/11">November 2020 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/10">October 2020 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/09">September 2020 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/08">August 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/07">July 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/06">June 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/05">May 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/04">April 2020 <span class="filter-link-count" dir="ltr">(9)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/03">March 2020 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/02">February 2020 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2020/01">January 2020 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/12">December 2019 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/11">November 2019 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/10">October 2019 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/09">September 2019 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/08">August 2019 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/07">July 2019 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/06">June 2019 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/05">May 2019 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/04">April 2019 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2019/03">March 2019 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/12">December 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/11">November 2018 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/10">October 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/09">September 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/08">August 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/07">July 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/06">June 2018 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/05">May 2018 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/04">April 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/03">March 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/02">February 2018 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2018/01">January 2018 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/12">December 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/11">November 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/10">October 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/09">September 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/08">August 2017 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/07">July 2017 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/06">June 2017 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/05">May 2017 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/04">April 2017 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/03">March 2017 <span class="filter-link-count" dir="ltr">(5)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/02">February 2017 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2017/01">January 2017 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/12">December 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/11">November 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/10">October 2016 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/09">September 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/08">August 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/06">June 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/05">May 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/03">March 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/02">February 2016 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2016/01">January 2016 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/12">December 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/11">November 2015 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/10">October 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/09">September 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/08">August 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/05">May 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/04">April 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/03">March 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/02">February 2015 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2015/01">January 2015 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/07">July 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/06">June 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/04">April 2014 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/03">March 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/02">February 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2014/01">January 2014 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/12">December 2013 <span class="filter-link-count" dir="ltr">(1)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/11">November 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/10">October 2013 <span class="filter-link-count" dir="ltr">(6)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/09">September 2013 <span class="filter-link-count" dir="ltr">(2)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/08">August 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/07">July 2013 <span class="filter-link-count" dir="ltr">(4)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/05">May 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/04">April 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/03">March 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/02">February 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> <li style="display:none;"> <a href="https://www.mobilize.net/blog/archive/2013/01">January 2013 <span class="filter-link-count" dir="ltr">(3)</span></a> </li> </ul> <a class="filter-expand-link" href="#">More...</a> </div> </div> </span> </div><!--end layout-widget-wrapper --> </div><!--end widget-span --> </div><!--end row--> </div><!--end row-wrapper --> </div><!--end widget-span --> 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