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    <title>Prompt-Engineering on Chandras Edu | AI, US Stocks, Courses &amp; Jobs India</title>
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      <title>Module 1.1: What is Generative AI — LLMs Explained Simply</title>
      <link>https://chandrashaker.in/courses/genai/unit1/module-1-1-what-is-generative-ai/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
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&lt;a href=&#34;https://chandrashaker.in/courses/genai/&#34; style=&#34;font-size:12px;color:#1565C0;text-decoration:none;font-weight:600&#34;&gt;&amp;#8592; Course home&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-bg&#34;&gt;&#xA;    &lt;div class=&#34;mod-progress-fill&#34; style=&#34;width:0%&#34;&gt;&lt;/div&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div style=&#34;font-size:12px;color:#FF8C00;font-weight:600;margin-bottom:10px&#34;&gt;0 of 20 modules complete&lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-units&#34;&gt;&#xA;    &lt;a class=&#34;mod-progress-unit current&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-1&#34;&gt;Understanding GenAI&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-2&#34;&gt;Prompt Engineering&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 1 &amp;nbsp;›&amp;nbsp; MODULE 1 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;What is Generative AI — LLMs Explained Simply&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 12 min read&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;📝 Assignment inside&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;No prerequisites&lt;/span&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;You have probably used ChatGPT, Copilot, or Gemini by now — maybe to draft an email, explain a bug, or summarise a document. But do you know what is actually happening when you type a message and the AI responds?&lt;/p&gt;</description>
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      <title>Module 2.1: Anatomy of a Good Prompt</title>
      <link>https://chandrashaker.in/courses/genai/unit2/module-2-1-anatomy-of-a-good-prompt/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit2/module-2-1-anatomy-of-a-good-prompt/</guid>
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In Unit 1 you built a mental model of what GenAI is and where it fails. Now you start using it effectively.&lt;/p&gt;</description>
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    <item>
      <title>Generative AI: Zero to Job-Ready</title>
      <link>https://chandrashaker.in/courses/genai/</link>
      <pubDate>Tue, 02 Jun 2026 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/</guid>
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      <link>https://chandrashaker.in/courses/genai/unit2/module-2-2-zero-shot-few-shot-cot/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit2/module-2-2-zero-shot-few-shot-cot/</guid>
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Engineering&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 2 &amp;nbsp;›&amp;nbsp; MODULE 2 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;Zero-Shot, Few-Shot, and Chain-of-Thought Prompting&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 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This module teaches three specific techniques that sit on top of that foundation — the highest-impact methods professional prompt engineers use every day.&lt;/p&gt;</description>
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    <item>
      <title>Module 2.3: Role Prompting and Persona Techniques</title>
      <link>https://chandrashaker.in/courses/genai/unit2/module-2-3-role-prompting-personas/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit2/module-2-3-role-prompting-personas/</guid>
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class=&#34;mod-progress-units&#34;&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-1&#34;&gt;Understanding GenAI ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit current&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-2&#34;&gt;Prompt Engineering&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 2 &amp;nbsp;›&amp;nbsp; MODULE 3 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;Role Prompting and Persona Techniques&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 13 min read&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;📝 Assignment inside&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;Requires Module 2.1&lt;/span&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;You have already been using role prompting since Module 2.1 — every time you wrote &amp;ldquo;You are a senior Python developer&amp;hellip;&amp;rdquo; at the start of a prompt, that was role prompting. This module goes deeper: what exactly makes a role effective, when it genuinely improves output, and — critically — when it can actually hurt the quality of your results.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Module 4.3: Fine-Tuning vs Prompting — When to Use Which</title>
      <link>https://chandrashaker.in/courses/genai/unit4/module-4-3-finetuning-vs-prompting/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit4/module-4-3-finetuning-vs-prompting/</guid>
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summary{cursor:pointer;font-size:12px;color:#aaa;list-style:none}&#xA;.mod-credits summary:hover{color:#888}&#xA;.img-center{display:flex;justify-content:center;margin:20px 0}&#xA;.img-center svg{max-width:100%;height:auto}&#xA;@media(max-width:520px){.mod-method-grid{grid-template-columns:1fr}.mod-india-grid{grid-template-columns:1fr}}&#xA;&lt;/style&gt;&#xA;&lt;div class=&#34;mod-wrap&#34;&gt;&#xA;&lt;div class=&#34;mod-progress-wrap&#34;&gt;&#xA;  &lt;div class=&#34;mod-progress-header&#34;&gt;&#xA;    &lt;span class=&#34;mod-progress-title&#34;&gt;YOUR PROGRESS — GENERATIVE AI: ZERO TO JOB-READY&lt;/span&gt;&#xA;    &lt;a href=&#34;https://chandrashaker.in/courses/genai/&#34; style=&#34;font-size:12px;color:#1565C0;text-decoration:none;font-weight:600&#34;&gt;&amp;#8592; Course home&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-bg&#34;&gt;&#xA;    &lt;div class=&#34;mod-progress-fill&#34; style=&#34;width:70%&#34;&gt;&lt;/div&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div style=&#34;font-size:12px;color:#FF8C00;font-weight:600;margin-bottom:10px&#34;&gt;14 of 20 modules complete&lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-units&#34;&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-1&#34;&gt;Understanding GenAI ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-2&#34;&gt;Prompt Engineering ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit current&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 4 &amp;nbsp;›&amp;nbsp; MODULE 3 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;Fine-Tuning vs Prompting — When to Use Which&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 13 min read&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;📝 Assignment inside&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;Decision framework&lt;/span&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;You now understand prompting (Units 1–2), RAG (Module 4.1), and agents (Module 4.2). This module answers the question that comes up in almost every Indian IT AI project discussion: when is prompting enough, when should you use RAG, and when do you actually need to fine-tune?&lt;/p&gt;</description>
    </item>
    <item>
      <title>Module 2.4: Common Prompt Mistakes and How to Fix Them</title>
      <link>https://chandrashaker.in/courses/genai/unit2/module-2-4-common-prompt-mistakes/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit2/module-2-4-common-prompt-mistakes/</guid>
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svg{max-width:100%;height:auto}&#xA;.img-center&gt;div{max-width:680px;width:100%}&#xA;@media(max-width:520px){.mod-ba-pair,.mod-unit-summary{grid-template-columns:1fr}}&#xA;&lt;/style&gt;&#xA;&lt;div class=&#34;mod-wrap&#34;&gt;&#xA;&lt;div class=&#34;mod-progress-wrap&#34;&gt;&#xA;  &lt;div class=&#34;mod-progress-header&#34;&gt;&#xA;    &lt;span class=&#34;mod-progress-title&#34;&gt;YOUR PROGRESS — GENERATIVE AI: ZERO TO JOB-READY&lt;/span&gt;&#xA;    &lt;a href=&#34;https://chandrashaker.in/courses/genai/&#34; style=&#34;font-size:12px;color:#1565C0;text-decoration:none;font-weight:600&#34;&gt;&amp;#8592; Course home&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-bg&#34;&gt;&#xA;    &lt;div class=&#34;mod-progress-fill&#34; style=&#34;width:35%&#34;&gt;&lt;/div&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div style=&#34;font-size:12px;color:#FF8C00;font-weight:600;margin-bottom:10px&#34;&gt;7 of 20 modules complete&lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-units&#34;&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-1&#34;&gt;Understanding GenAI ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit current&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-2&#34;&gt;Prompt Engineering&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 2 &amp;nbsp;›&amp;nbsp; MODULE 4 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;Common Prompt Mistakes and How to Fix Them&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 14 min read&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;📝 Assignment inside&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;Unit 2 Finale&lt;/span&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;This is the final module of Unit 2 — and the most practical one. You now have three modules of prompt engineering theory behind you. This module is about what goes wrong when you apply it, and how to fix it fast.&lt;/p&gt;</description>
    </item>
    <item>
      <title>Module 3.4: Building Your Personal Prompt Library</title>
      <link>https://chandrashaker.in/courses/genai/unit3/module-3-4-prompt-library/</link>
      <pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate>
      <guid>https://chandrashaker.in/courses/genai/unit3/module-3-4-prompt-library/</guid>
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summary:hover{color:#888}&#xA;@media(max-width:520px){.mod-org-grid{grid-template-columns:1fr}.mod-role-grid{grid-template-columns:1fr}.mod-unit-summary{grid-template-columns:1fr}}&#xA;&lt;/style&gt;&#xA;&lt;div class=&#34;mod-wrap&#34;&gt;&#xA;&lt;div class=&#34;mod-progress-wrap&#34;&gt;&#xA;  &lt;div class=&#34;mod-progress-header&#34;&gt;&#xA;    &lt;span class=&#34;mod-progress-title&#34;&gt;YOUR PROGRESS — GENERATIVE AI: ZERO TO JOB-READY&lt;/span&gt;&#xA;    &lt;a href=&#34;https://chandrashaker.in/courses/genai/&#34; style=&#34;font-size:12px;color:#1565C0;text-decoration:none;font-weight:600&#34;&gt;&amp;#8592; Course home&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-bg&#34;&gt;&#xA;    &lt;div class=&#34;mod-progress-fill&#34; style=&#34;width:55%&#34;&gt;&lt;/div&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div style=&#34;font-size:12px;color:#FF8C00;font-weight:600;margin-bottom:10px&#34;&gt;11 of 20 modules complete&lt;/div&gt;&#xA;  &lt;div class=&#34;mod-progress-units&#34;&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-1&#34;&gt;Understanding GenAI ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit done&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-2&#34;&gt;Prompt Engineering ✓&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit current&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-3&#34;&gt;GenAI for Your Job&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-4&#34;&gt;Advanced Techniques&lt;/a&gt;&#xA;    &lt;a class=&#34;mod-progress-unit upcoming&#34; href=&#34;https://chandrashaker.in/courses/genai/#module-5&#34;&gt;Career &amp; India&lt;/a&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;div class=&#34;mod-header&#34;&gt;&#xA;  &lt;div class=&#34;mod-header-left&#34;&gt;&#xA;    &lt;span class=&#34;mod-breadcrumb&#34;&gt;GENERATIVE AI: ZERO TO JOB-READY &amp;nbsp;›&amp;nbsp; UNIT 3 &amp;nbsp;›&amp;nbsp; MODULE 4 OF 4&lt;/span&gt;&#xA;    &lt;h1 class=&#34;mod-title-inline&#34;&gt;Building Your Personal Prompt Library&lt;/h1&gt;&#xA;  &lt;/div&gt;&#xA;  &lt;div class=&#34;mod-meta&#34;&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;⏱ 12 min read&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;📝 Assignment inside&lt;/span&gt;&#xA;    &lt;span class=&#34;mod-meta-item&#34;&gt;Unit 3 Finale&lt;/span&gt;&#xA;  &lt;/div&gt;&#xA;&lt;/div&gt;&#xA;&lt;p&gt;This is the final module of Unit 3 — and the most directly actionable one. Over the past three modules you built prompts for developers, analysts, and managers. This module shows you how to collect, organise, and maintain all of them into a personal prompt library that compounds in value over time.&lt;/p&gt;</description>
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