{"id":2745,"date":"2025-12-05T19:44:35","date_gmt":"2025-12-05T11:44:35","guid":{"rendered":"https:\/\/paulwright.ai\/?page_id=2745"},"modified":"2026-01-30T10:55:38","modified_gmt":"2026-01-30T02:55:38","slug":"ai-coding","status":"publish","type":"page","link":"https:\/\/paulwright.ai\/en-us\/ai-coding\/","title":{"rendered":"AI Coding for Engineering Teams"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"2745\" class=\"elementor elementor-2745\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61ae44c6 container-mask e-flex e-con-boxed e-con e-parent\" data-id=\"61ae44c6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:1942,&quot;url&quot;:&quot;https:\\\/\\\/paulwright.ai\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/scimgX2mLKI28eCh7.webp&quot;}],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4850c682 elementor-widget elementor-widget-heading\" data-id=\"4850c682\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI Coding for Engineering Teams<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23702c5c elementor-widget__width-initial text-outline elementor-widget elementor-widget-text-editor\" data-id=\"23702c5c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Use AI to accelerate development\u2014without sacrificing architectural quality.<br data-start=\"129\" data-end=\"132\" \/>Learn how to break down complex problems into AI-manageable tasks.<br data-start=\"151\" data-end=\"154\" \/>Let AI generate code, while you review, integrate, and make the final calls.<br data-start=\"174\" data-end=\"177\" \/>Become an engineer who masters AI, instead of being dragged along by it.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ec2d6e3 e-flex e-con-boxed e-con e-parent\" data-id=\"3ec2d6e3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-46ee0615 elementor-widget elementor-widget-heading\" data-id=\"46ee0615\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">This course addresses the 3 biggest challenges engineers face in the AI era<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5f5b43c e-grid e-con-full e-con e-child\" data-id=\"5f5b43c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-54ba124a e-con-full e-flex e-con e-child\" data-id=\"54ba124a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3e277df8 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"3e277df8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-tachometer-alt\" viewbox=\"0 0 576 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M288 32C128.94 32 0 160.94 0 320c0 52.8 14.25 102.26 39.06 144.8 5.61 9.62 16.3 15.2 27.44 15.2h443c11.14 0 21.83-5.58 27.44-15.2C561.75 422.26 576 372.8 576 320c0-159.06-128.94-288-288-288zm0 64c14.71 0 26.58 10.13 30.32 23.65-1.11 2.26-2.64 4.23-3.45 6.67l-9.22 27.67c-5.13 3.49-10.97 6.01-17.64 6.01-17.67 0-32-14.33-32-32S270.33 96 288 96zM96 384c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32zm48-160c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32zm246.77-72.41l-61.33 184C343.13 347.33 352 364.54 352 384c0 11.72-3.38 22.55-8.88 32H232.88c-5.5-9.45-8.88-20.28-8.88-32 0-33.94 26.5-61.43 59.9-63.59l61.34-184.01c4.17-12.56 17.73-19.45 30.36-15.17 12.57 4.19 19.35 17.79 15.17 30.36zm14.66 57.2l15.52-46.55c3.47-1.29 7.13-2.23 11.05-2.23 17.67 0 32 14.33 32 32s-14.33 32-32 32c-11.38-.01-20.89-6.28-26.57-15.22zM480 384c-17.67 0-32-14.33-32-32s14.33-32 32-32 32 14.33 32 32-14.33 32-32 32z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-22ad1ed5 elementor-widget elementor-widget-heading\" data-id=\"22ad1ed5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI can write code well\u2014but how do you make it maintainable?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7771ba elementor-widget elementor-widget-text-editor\" data-id=\"f7771ba\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>LLMs excel at small features, but struggle with large tasks: they guess blindly, break architecture, and reduce cohesion.<br data-start=\"477\" data-end=\"480\" \/>The root cause: AI lacks <strong data-start=\"489\" data-end=\"513\">global context<\/strong> and architectural understanding.<br data-start=\"520\" data-end=\"523\" \/>This course teaches you how to guide AI to produce integratable code, not code that damages your system.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5e02cf86 e-con-full e-flex e-con e-child\" data-id=\"5e02cf86\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-77ebd5c1 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"77ebd5c1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-tape\" viewbox=\"0 0 640 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M224 192c-35.3 0-64 28.7-64 64s28.7 64 64 64 64-28.7 64-64-28.7-64-64-64zm400 224H380.6c41.5-40.7 67.4-97.3 67.4-160 0-123.7-100.3-224-224-224S0 132.3 0 256s100.3 224 224 224h400c8.8 0 16-7.2 16-16v-32c0-8.8-7.2-16-16-16zm-400-64c-53 0-96-43-96-96s43-96 96-96 96 43 96 96-43 96-96 96z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-16f63a0 elementor-widget elementor-widget-heading\" data-id=\"16f63a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">You\u2019re using Copilot \/ ChatGPT\u2014but productivity gains are limited?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1df8c11f elementor-widget elementor-widget-text-editor\" data-id=\"1df8c11f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"742\" data-end=\"752\">The issue isn\u2019t the tools. It\u2019s that:<\/p><p data-start=\"754\" data-end=\"796\">\u2718 Prompts are too large<br data-start=\"760\" data-end=\"763\" \/>\u2718 Requirements aren\u2019t decomposed<br data-start=\"769\" data-end=\"772\" \/>\u2718 Context isn\u2019t provided<br data-start=\"779\" data-end=\"782\" \/>\u2718 Inputs \/ outputs aren\u2019t clearly defined<\/p><p data-start=\"798\" data-end=\"834\">You\u2019ll learn engineer-grade prompt frameworks (not generic writing prompts),<br data-start=\"826\" data-end=\"829\" \/>including:<\/p><ul data-start=\"835\" data-end=\"889\"><li data-start=\"835\" data-end=\"843\"><p data-start=\"837\" data-end=\"843\">Task decomposition<\/p><\/li><li data-start=\"844\" data-end=\"860\"><p data-start=\"846\" data-end=\"860\">API contract<\/p><\/li><li data-start=\"861\" data-end=\"869\"><p data-start=\"863\" data-end=\"869\">Edge cases and error handling<\/p><\/li><li data-start=\"870\" data-end=\"878\"><p data-start=\"872\" data-end=\"878\">Output validation<\/p><\/li><li data-start=\"879\" data-end=\"889\"><p data-start=\"881\" data-end=\"889\">Layered integration strategies<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1b5b0dbf e-con-full e-flex e-con e-child\" data-id=\"1b5b0dbf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2650668 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"2650668\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-thermometer-quarter\" viewbox=\"0 0 256 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M192 384c0 35.346-28.654 64-64 64s-64-28.654-64-64c0-23.685 12.876-44.349 32-55.417V288c0-17.673 14.327-32 32-32s32 14.327 32 32v40.583c19.124 11.068 32 31.732 32 55.417zm32-84.653c19.912 22.563 32 52.194 32 84.653 0 70.696-57.303 128-128 128-.299 0-.609-.001-.909-.003C56.789 511.509-.357 453.636.002 383.333.166 351.135 12.225 321.755 32 299.347V96c0-53.019 42.981-96 96-96s96 42.981 96 96v203.347zM208 384c0-34.339-19.37-52.19-32-66.502V96c0-26.467-21.533-48-48-48S80 69.533 80 96v221.498c-12.732 14.428-31.825 32.1-31.999 66.08-.224 43.876 35.563 80.116 79.423 80.42L128 464c44.112 0 80-35.888 80-80z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5439f31 elementor-widget elementor-widget-heading\" data-id=\"5439f31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Worried AI will replace engineering skills?<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5849091f elementor-widget elementor-widget-text-editor\" data-id=\"5849091f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"924\" data-end=\"963\">The reality is the opposite.<br data-start=\"931\" data-end=\"934\" \/>AI excels at execution, not decision-making.<br data-start=\"948\" data-end=\"951\" \/>Future core engineering skills are:<\/p><p data-start=\"965\" data-end=\"1034\">\u2714 Problem decomposition<br data-start=\"971\" data-end=\"974\" \/>\u2714 Architectural decisions<br data-start=\"980\" data-end=\"983\" \/>\u2714 Quality control<br data-start=\"989\" data-end=\"992\" \/>\u2714 Task delegation (AI as a junior engineer)<br data-start=\"1020\" data-end=\"1023\" \/>\u2714 Cross-module integration<\/p><p data-start=\"1036\" data-end=\"1066\">You\u2019ll practice how to act as AI\u2019s tech lead in real scenarios.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-38cb442 e-flex e-con-boxed e-con e-parent\" data-id=\"38cb442\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d760983 elementor-widget elementor-widget-heading\" data-id=\"7d760983\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Skills you\u2019ll gain after this course<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4f65991c e-flex e-con-boxed e-con e-parent\" data-id=\"4f65991c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-251e7541 elementor-widget elementor-widget-heading\" data-id=\"251e7541\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Core AI development principles for engineers<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cad0e8a elementor-widget elementor-widget-text-editor\" data-id=\"7cad0e8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"1122\" data-end=\"1141\"><p data-start=\"1124\" data-end=\"1141\">AI is an assistant, not an architect<\/p><\/li><li data-start=\"1142\" data-end=\"1165\"><p data-start=\"1144\" data-end=\"1165\">Which tasks can be delegated to AI, and which must stay human<\/p><\/li><li data-start=\"1166\" data-end=\"1196\"><p data-start=\"1168\" data-end=\"1196\">How to prevent AI from eroding architecture (cohesion, module boundaries)<\/p><\/li><li data-start=\"1197\" data-end=\"1269\"><p data-start=\"1199\" data-end=\"1269\">How to design AI-friendly project structures (docs, naming, directories)<\/p><\/li><li data-start=\"1270\" data-end=\"1293\"><p data-start=\"1272\" data-end=\"1293\">How engineers maintain long-term competitiveness in the AI era<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-11bf7658 e-flex e-con-boxed e-con e-parent\" data-id=\"11bf7658\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-60971e19 elementor-widget elementor-widget-heading\" data-id=\"60971e19\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI Coding capabilities (engineer-focused prompting)<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-347c52c4 elementor-widget elementor-widget-text-editor\" data-id=\"347c52c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"1333\" data-end=\"1363\">You\u2019ll master prompts designed specifically for developers:<\/p><ol data-start=\"1365\" data-end=\"1503\"><li data-start=\"1365\" data-end=\"1396\"><p data-start=\"1368\" data-end=\"1396\"><strong data-start=\"1368\" data-end=\"1394\">Defining tasks (not vague \u201cbuild a full system\u201d requests)<\/strong><\/p><\/li><li data-start=\"1397\" data-end=\"1420\"><p data-start=\"1400\" data-end=\"1420\"><strong data-start=\"1400\" data-end=\"1418\">Breaking work into testable units<\/strong><\/p><\/li><li data-start=\"1421\" data-end=\"1448\"><p data-start=\"1424\" data-end=\"1448\"><strong data-start=\"1424\" data-end=\"1446\">Providing specs (I\/O, errors, boundaries)<\/strong><\/p><\/li><li data-start=\"1449\" data-end=\"1467\"><p data-start=\"1452\" data-end=\"1467\"><strong data-start=\"1452\" data-end=\"1465\">Supplying examples and test cases<\/strong><\/p><\/li><li data-start=\"1468\" data-end=\"1481\"><p data-start=\"1471\" data-end=\"1481\"><strong data-start=\"1471\" data-end=\"1479\">Layered integration<\/strong><\/p><\/li><li data-start=\"1482\" data-end=\"1503\"><p data-start=\"1485\" data-end=\"1503\"><strong data-start=\"1485\" data-end=\"1501\">Validating AI-generated logic<\/strong><\/p><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-51f1550 elementor-widget elementor-widget-heading\" data-id=\"51f1550\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">7 core AI Coding use cases for engineers<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2224433 elementor-widget elementor-widget-text-editor\" data-id=\"2224433\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"1614\" data-end=\"1655\"><p data-start=\"1616\" data-end=\"1655\">Generating skeleton code \/ boilerplate (highest ROI)<\/p><\/li><li data-start=\"1656\" data-end=\"1666\"><p data-start=\"1658\" data-end=\"1666\">Writing small features<\/p><\/li><li data-start=\"1667\" data-end=\"1676\"><p data-start=\"1669\" data-end=\"1676\">Refactoring code<\/p><\/li><li data-start=\"1677\" data-end=\"1696\"><p data-start=\"1679\" data-end=\"1696\">Generating tests (with human-verified edge cases)<\/p><\/li><li data-start=\"1697\" data-end=\"1718\"><p data-start=\"1699\" data-end=\"1718\">Debugging (AI analyzes, engineer verifies)<\/p><\/li><li data-start=\"1719\" data-end=\"1739\"><p data-start=\"1721\" data-end=\"1739\">Technical research (docs, concepts, comparisons)<\/p><\/li><li data-start=\"1740\" data-end=\"1805\"><p data-start=\"1742\" data-end=\"1805\">Writing standards into .prompt.md files (team knowledge assets)<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b9e003 elementor-widget elementor-widget-heading\" data-id=\"6b9e003\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tool mastery: common AI tools and their roles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-19867aa elementor-widget elementor-widget-text-editor\" data-id=\"19867aa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul><li data-start=\"1844\" data-end=\"1895\"><p data-start=\"1846\" data-end=\"1895\"><strong data-start=\"1846\" data-end=\"1864\">GitHub Copilot<\/strong>Main workhorse for in-editor AI pair programming<\/p><\/li><li data-start=\"1896\" data-end=\"1941\"><p data-start=\"1898\" data-end=\"1941\"><strong data-start=\"1898\" data-end=\"1939\">Copilot Chat\uff08Ask \/ Edit \/ Agent Mode\uff09<\/strong><\/p><\/li><li data-start=\"1942\" data-end=\"1970\"><p data-start=\"1944\" data-end=\"1970\"><strong data-start=\"1944\" data-end=\"1968\">Cursor \/ Claude Code<\/strong><\/p><\/li><li data-start=\"1971\" data-end=\"2004\"><p data-start=\"1973\" data-end=\"2004\"><strong data-start=\"1973\" data-end=\"2002\">AI Search: Perplexity \/ Gemini<\/strong><\/p><\/li><li data-start=\"2005\" data-end=\"2035\"><p data-start=\"2007\" data-end=\"2035\"><strong data-start=\"2007\" data-end=\"2033\">Architecture reasoning models: Claude \/ GPT-4o<\/strong><\/p><\/li><li data-start=\"2036\" data-end=\"2070\"><p data-start=\"2038\" data-end=\"2070\"><strong data-start=\"2038\" data-end=\"2068\">Agent Mode: command execution, multi-file edits, chained actions<\/strong><\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-067798e elementor-widget elementor-widget-heading\" data-id=\"067798e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">6-hour course structure<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b33f4c elementor-widget elementor-widget-text-editor\" data-id=\"7b33f4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-start=\"138\" data-end=\"173\"><strong data-start=\"140\" data-end=\"173\">Phase 1 (3 hours): AI engineering mindset \u00d7 hands-on foundations<\/strong><\/p><p data-start=\"175\" data-end=\"207\"><strong data-start=\"178\" data-end=\"207\">1. The real impact of AI on engineers (30 min)<\/strong><\/p><ul data-start=\"208\" data-end=\"298\"><li data-start=\"208\" data-end=\"237\"><p data-start=\"210\" data-end=\"237\">AI boosts productivity by 35%+, but large tasks degrade quality<\/p><\/li><li data-start=\"238\" data-end=\"270\"><p data-start=\"240\" data-end=\"270\">Early implementation, boilerplate, docs \u2192 AI\u2019s strengths<\/p><\/li><li data-start=\"271\" data-end=\"298\"><p data-start=\"273\" data-end=\"298\">Cross-module logic, architecture \u2192 AI\u2019s weaknesses<\/p><\/li><\/ul><p data-start=\"300\" data-end=\"326\">\ud83d\udc49 Engineer value shifts from writing code to decomposition + integration<\/p><p data-start=\"333\" data-end=\"366\"><strong data-start=\"336\" data-end=\"366\">2. Engineer-grade prompting techniques (30 min)<\/strong><\/p><ul data-start=\"367\" data-end=\"435\"><li data-start=\"367\" data-end=\"379\"><p data-start=\"369\" data-end=\"379\">Clearly define I\/O<\/p><\/li><li data-start=\"380\" data-end=\"396\"><p data-start=\"382\" data-end=\"396\">One task per prompt<\/p><\/li><li data-start=\"397\" data-end=\"419\"><p data-start=\"399\" data-end=\"419\">Provide context (types, boundaries, module location)<\/p><\/li><li data-start=\"420\" data-end=\"435\"><p data-start=\"422\" data-end=\"435\">Generate \u2192 validate \u2192 refine<\/p><\/li><\/ul><p data-start=\"437\" data-end=\"453\">\ud83d\udc49 Prevent AI from guessing or over-modifying<\/p><p data-start=\"460\" data-end=\"492\"><strong data-start=\"463\" data-end=\"492\">3. Hands-on: small AI-assisted development tasks (1 hr)<\/strong><\/p><p data-start=\"493\" data-end=\"505\">You\u2019ll build:<\/p><ul data-start=\"507\" data-end=\"578\"><li data-start=\"507\" data-end=\"526\"><p data-start=\"509\" data-end=\"526\">Pure functions (data transforms, validators)<\/p><\/li><li data-start=\"527\" data-end=\"558\"><p data-start=\"529\" data-end=\"558\">Refactors (naming, function extraction, async\/await)<\/p><\/li><li data-start=\"559\" data-end=\"578\"><p data-start=\"561\" data-end=\"578\">Tests (and how to add missing edge cases)<\/p><\/li><\/ul><p data-start=\"580\" data-end=\"606\">\ud83d\udc49 Experience AI\u2019s strength in \u201csmall and precise\u201d tasks<\/p><p data-start=\"613\" data-end=\"637\"><strong data-start=\"616\" data-end=\"637\">4. Task decomposition practice (30 min)<\/strong><\/p><p data-start=\"638\" data-end=\"649\">Example:<\/p><ul data-start=\"651\" data-end=\"716\"><li data-start=\"651\" data-end=\"697\"><p data-start=\"653\" data-end=\"697\">Break \u201clogin flow\u201d into DTO \/ validator \/ service \/ controller<\/p><\/li><li data-start=\"698\" data-end=\"716\"><p data-start=\"700\" data-end=\"716\">Let AI handle each part, you integrate<\/p><\/li><\/ul><p data-start=\"718\" data-end=\"737\">\ud83d\udc49 Avoid one-shot garbage code<\/p><p data-start=\"749\" data-end=\"790\"><strong data-start=\"751\" data-end=\"790\">Phase 2 (3 hours): AI-first workflows \u00d7 integration mastery<\/strong><\/p><p data-start=\"792\" data-end=\"824\"><strong data-start=\"795\" data-end=\"824\">5. AI-first engineering workflow (40 min)<\/strong><\/p><p data-start=\"825\" data-end=\"840\">A reusable workflow you can take back to work:<\/p><p data-start=\"842\" data-end=\"863\"><strong data-start=\"842\" data-end=\"863\">Decompose \u2192 delegate \u2192 validate \u2192 integrate<\/strong><\/p><p data-start=\"865\" data-end=\"869\">Includes:<\/p><ul data-start=\"871\" data-end=\"933\"><li data-start=\"871\" data-end=\"888\"><p data-start=\"873\" data-end=\"888\">Constraining AI to respect architecture<\/p><\/li><li data-start=\"889\" data-end=\"912\"><p data-start=\"891\" data-end=\"912\">Enforcing folder structures and naming rules<\/p><\/li><li data-start=\"913\" data-end=\"933\"><p data-start=\"915\" data-end=\"933\">Knowing when AI should write vs when humans should<\/p><\/li><\/ul><p data-start=\"940\" data-end=\"966\"><strong data-start=\"943\" data-end=\"966\">6. Multi-file modification &amp; integration (1 hr)<\/strong><\/p><p data-start=\"967\" data-end=\"1006\">Using Copilot \/ Cursor edit &amp; agent modes:<\/p><ul data-start=\"1008\" data-end=\"1079\"><li data-start=\"1008\" data-end=\"1038\"><p data-start=\"1010\" data-end=\"1038\">Modify service \u2192 sync controller<\/p><\/li><li data-start=\"1039\" data-end=\"1055\"><p data-start=\"1041\" data-end=\"1055\">Refactor \u2192 auto-update related files<\/p><\/li><li data-start=\"1056\" data-end=\"1079\"><p data-start=\"1058\" data-end=\"1079\">You\u2019ll learn which AI changes must be rejected<\/p><\/li><\/ul><p data-start=\"1081\" data-end=\"1102\">\ud83d\udc49 Engineers become reviewers of AI output<\/p><p data-start=\"1109\" data-end=\"1141\"><strong data-start=\"1112\" data-end=\"1141\">7. AI-assisted code review (40 min)<\/strong><\/p><p data-start=\"1142\" data-end=\"1156\">Practice reviewing with AI:<\/p><ul data-start=\"1158\" data-end=\"1217\"><li data-start=\"1158\" data-end=\"1168\"><p data-start=\"1160\" data-end=\"1168\">Logical errors<\/p><\/li><li data-start=\"1169\" data-end=\"1179\"><p data-start=\"1171\" data-end=\"1179\">Edge cases<\/p><\/li><li data-start=\"1180\" data-end=\"1195\"><p data-start=\"1182\" data-end=\"1195\">Coupling and naming consistency<\/p><\/li><li data-start=\"1196\" data-end=\"1217\"><p data-start=\"1198\" data-end=\"1217\">Hidden side effects<\/p><\/li><\/ul><p data-start=\"1219\" data-end=\"1241\">\ud83d\udc49 AI assists, engineers decide what merges<\/p><p data-start=\"1248\" data-end=\"1288\"><strong data-start=\"1251\" data-end=\"1288\">8. Build an engineer prompt library (40 min)<\/strong><\/p><p data-start=\"1289\" data-end=\"1294\">You\u2019ll leave with:<\/p><ul data-start=\"1296\" data-end=\"1389\"><li data-start=\"1296\" data-end=\"1314\"><p data-start=\"1298\" data-end=\"1314\">Feature prompts<\/p><\/li><li data-start=\"1315\" data-end=\"1334\"><p data-start=\"1317\" data-end=\"1334\">Refactor prompts<\/p><\/li><li data-start=\"1335\" data-end=\"1350\"><p data-start=\"1337\" data-end=\"1350\">Test prompts<\/p><\/li><li data-start=\"1351\" data-end=\"1373\"><p data-start=\"1353\" data-end=\"1373\">Code review prompts<\/p><\/li><li data-start=\"1374\" data-end=\"1389\"><p data-start=\"1376\" data-end=\"1389\">Architecture-protection prompts<\/p><\/li><\/ul><p data-start=\"1391\" data-end=\"1409\">\ud83d\udc49 Immediately usable in daily development<\/p><h4 data-start=\"1416\" data-end=\"1436\">\ud83c\udfaf <strong data-start=\"1421\" data-end=\"1436\">After 6 hours, you will be able to:<\/strong><\/h4><ul data-start=\"1437\" data-end=\"1547\"><li data-start=\"1437\" data-end=\"1457\"><p data-start=\"1439\" data-end=\"1457\">Use AI to accelerate early development and refactoring<\/p><\/li><li data-start=\"1458\" data-end=\"1478\"><p data-start=\"1460\" data-end=\"1478\">Clearly distinguish what AI can and cannot do<\/p><\/li><li data-start=\"1479\" data-end=\"1500\"><p data-start=\"1481\" data-end=\"1500\">Decompose requirements into AI-manageable tasks<\/p><\/li><li data-start=\"1501\" data-end=\"1524\"><p data-start=\"1503\" data-end=\"1524\">Review and integrate AI-generated code without breaking architecture<\/p><\/li><li data-start=\"1525\" data-end=\"1547\"><p data-start=\"1527\" data-end=\"1547\">Achieve a 20\u201335% real productivity gain in engineering work<\/p><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1562218f e-con-full e-flex e-con e-parent\" data-id=\"1562218f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-41c0ac28 e-con-full e-flex e-con e-child\" data-id=\"41c0ac28\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72ed5f16 elementor-hidden-mobile elementor-widget elementor-widget-heading\" data-id=\"72ed5f16\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Want to learn more? Contact our expert consultants now.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-259f7bc8 elementor-widget elementor-widget-text-editor\" data-id=\"259f7bc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Not sure where to start? 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