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    <title>Forem: Luke Fryer</title>
    <description>The latest articles on Forem by Luke Fryer (@lukefryer4).</description>
    <link>https://forem.com/lukefryer4</link>
    <image>
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      <title>Forem: Luke Fryer</title>
      <link>https://forem.com/lukefryer4</link>
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    <item>
      <title>Zero-Shot vs Few-Shot vs Chain-of-Thought Prompting: Complete 2026 Guide</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:46:00 +0000</pubDate>
      <link>https://forem.com/lukefryer4/zero-shot-vs-few-shot-vs-chain-of-thought-prompting-complete-2026-guide-2jnb</link>
      <guid>https://forem.com/lukefryer4/zero-shot-vs-few-shot-vs-chain-of-thought-prompting-complete-2026-guide-2jnb</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Quick Answer Zero-shot prompting gives the AI no examples — you just describe the task. Few-shot prompting includes 2-3 examples showing the desired input/output pattern. Chain-of-thought (CoT) prompting adds "think step by step" reasoning. Each technique has specific strengths, and the best results come from combining them with a structured framework like STCO.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/zero-shot-vs-few-shot-prompting" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How to Write System Prompts: The Definitive Guide</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:45:25 +0000</pubDate>
      <link>https://forem.com/lukefryer4/how-to-write-system-prompts-the-definitive-guide-20pe</link>
      <guid>https://forem.com/lukefryer4/how-to-write-system-prompts-the-definitive-guide-20pe</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Quick Answer A system prompt is a hidden instruction that defines AI behavior before the conversation starts — the role, rules, expertise, and output format. It's the most impactful part of any AI interaction, yet most people skip it entirely. This guide shows you the 5-part structure used by production AI systems, with copy-paste examples for every major role.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/system-prompts-guide" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>ReAct Prompting: The Framework Behind AI Agents</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:39:28 +0000</pubDate>
      <link>https://forem.com/lukefryer4/react-prompting-the-framework-behind-ai-agents-2gii</link>
      <guid>https://forem.com/lukefryer4/react-prompting-the-framework-behind-ai-agents-2gii</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Advanced Guide • 14 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/react-prompting" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>RAG Prompting Guide: Retrieval-Augmented Generation Explained</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:38:53 +0000</pubDate>
      <link>https://forem.com/lukefryer4/rag-prompting-guide-retrieval-augmented-generation-explained-f6d</link>
      <guid>https://forem.com/lukefryer4/rag-prompting-guide-retrieval-augmented-generation-explained-f6d</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Technical Guide • 14 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/rag-prompting-guide" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Prompt Versioning &amp; Management: The Enterprise Guide</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:32:57 +0000</pubDate>
      <link>https://forem.com/lukefryer4/prompt-versioning-management-the-enterprise-guide-2j3</link>
      <guid>https://forem.com/lukefryer4/prompt-versioning-management-the-enterprise-guide-2j3</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Enterprise Guide • 10 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-versioning" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How to Test &amp; Evaluate AI Prompts</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:32:21 +0000</pubDate>
      <link>https://forem.com/lukefryer4/how-to-test-evaluate-ai-prompts-53cd</link>
      <guid>https://forem.com/lukefryer4/how-to-test-evaluate-ai-prompts-53cd</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Professional Guide • 12 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-testing-evaluation" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Prompt Injection Prevention: The Complete Security Guide</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:26:25 +0000</pubDate>
      <link>https://forem.com/lukefryer4/prompt-injection-prevention-the-complete-security-guide-4nm3</link>
      <guid>https://forem.com/lukefryer4/prompt-injection-prevention-the-complete-security-guide-4nm3</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Security Guide • 15 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-injection-prevention" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Prompt Engineering Career Guide: Salary, Skills &amp; How to Start</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:25:50 +0000</pubDate>
      <link>https://forem.com/lukefryer4/prompt-engineering-career-guide-salary-skills-how-to-start-25m5</link>
      <guid>https://forem.com/lukefryer4/prompt-engineering-career-guide-salary-skills-how-to-start-25m5</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Quick Answer Prompt engineering is one of the fastest-growing careers in tech, with demand up 312% year-over-year. Salaries range from £60,000–£150,000 in the UK and $80,000–$200,000 in the US. No CS degree required — employers want demonstrated prompting skill and domain expertise. Here's your complete roadmap.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-engineering-career" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>AI Prompt Engineering for Business: The 2026 Playbook</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:19:53 +0000</pubDate>
      <link>https://forem.com/lukefryer4/ai-prompt-engineering-for-business-the-2026-playbook-1d65</link>
      <guid>https://forem.com/lukefryer4/ai-prompt-engineering-for-business-the-2026-playbook-1d65</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Quick Answer Businesses that use structured prompt engineering with the STCO framework report 30-60% time savings on content creation, 40% reduction in customer support costs, and 5x faster data analysis. This guide shows you exactly how to implement AI prompting across your organisation — no technical skills required.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-engineering-for-business" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Prompt Chaining: How to Build Multi-Step AI Workflows</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:19:17 +0000</pubDate>
      <link>https://forem.com/lukefryer4/prompt-chaining-how-to-build-multi-step-ai-workflows-4hcm</link>
      <guid>https://forem.com/lukefryer4/prompt-chaining-how-to-build-multi-step-ai-workflows-4hcm</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Advanced Guide • 12 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/prompt-chaining" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Perplexity vs ChatGPT: Which Do You Actually Need?</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:13:21 +0000</pubDate>
      <link>https://forem.com/lukefryer4/perplexity-vs-chatgpt-which-do-you-actually-need-451k</link>
      <guid>https://forem.com/lukefryer4/perplexity-vs-chatgpt-which-do-you-actually-need-451k</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Quick Answer The debate between Perplexity and ChatGPT is fundamentally a misunderstanding of what these tools do. In 2026, power users don\'t choose one or the other—they use both. Perplexity is an Answer Engine built for research and verifiable facts. ChatGPT is a Language Model built for reasoning, coding, and creative generation.&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/comparisons/perplexity-vs-chatgpt" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
    </item>
    <item>
      <title>Multi-Modal Prompting: Images, Audio &amp; Video AI Guide</title>
      <dc:creator>Luke Fryer</dc:creator>
      <pubDate>Wed, 15 Apr 2026 15:12:45 +0000</pubDate>
      <link>https://forem.com/lukefryer4/multi-modal-prompting-images-audio-video-ai-guide-3742</link>
      <guid>https://forem.com/lukefryer4/multi-modal-prompting-images-audio-video-ai-guide-3742</guid>
      <description>&lt;h2&gt;
  
  
  Quick Answer
&lt;/h2&gt;

&lt;blockquote&gt;
&lt;p&gt;Advanced Guide • 12 min read&lt;/p&gt;
&lt;/blockquote&gt;




&lt;p&gt;For the complete guide:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://aipromptarchitect.co.uk/guides/multi-modal-prompting" rel="noopener noreferrer"&gt;Read the full guide on AI Prompt Architect →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;&lt;a href="https://aipromptarchitect.co.uk" rel="noopener noreferrer"&gt;AI Prompt Architect&lt;/a&gt; — STCO framework. &lt;a href="https://www.npmjs.com/package/@lukefryer4/stco-prompt-builder" rel="noopener noreferrer"&gt;NPM&lt;/a&gt;.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>webdev</category>
      <category>productivity</category>
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