Machine-readable metadata for article https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this

For Machines - If You Build With AI, You Need This File. And The System That Generates It

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    \"author\": \"Karo Zieminski\",
    \"post_title\": \"If You Build With AI, You Need This File. And The System That Generates It.\",
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    \"rights\": {
      \"copyright\": \"© 2025 Karolina Zieminski\",
      \"attribution_text\": \"Karo Zieminski (Product with Attitude)\",
      \"source_url\": \"https://karozieminski.substack.com\"
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  \"article\": {
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    \"headline\": \"If You Build With AI, You Need This File. And The System That Generates It.\",
    \"alternativeHeadline\": \"The Beginner-Friendly System Behind AI Rules Files\",
    \"description\": \"This article introduces a beginner-friendly system for generating platform-specific AI Rules Files that improve agent reliability, reduce hallucinations, and encode product thinking for autonomous coding agents.\",
    \"url\": \"https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this\",
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    \"identifier\": \"if-you-build-with-ai-rules-file\",
    \"datePublished\": \"2025-11-27\",
    \"dateModified\": \"2025-12-08\",
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      \"https://karozieminski.substack.com/p/vibecoding-tips-the-ultimate-collection\",
      \"https://karozieminski.substack.com/p/perplexity-comet-11-use-cases\"
    ],
    \"mentions\": [
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      { \"@type\": \"SoftwareApplication\", \"name\": \"Devin\", \"applicationCategory\": \"Autonomous Software Engineer\" },
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      { \"@type\": \"SoftwareApplication\", \"name\": \"Claude\", \"applicationCategory\": \"AIAssistant\" },
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      \"How product thinking prevents unintended system impact\",
      \"How to evolve rules files as agents break things\"
    ]
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    \"description\": \"A beginner-friendly workflow for generating replit.md, cursor.mdc, or GEMINI.md using Karo's Agent Rules Generator prompt.\",
    \"tool\": [
      { \"@type\": \"SoftwareApplication\", \"name\": \"ChatGPT\" },
      { \"@type\": \"SoftwareApplication\", \"name\": \"Claude\" },
      { \"@type\": \"SoftwareApplication\", \"name\": \"Gemini\" }
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    \"supply\": [
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      { \"@type\": \"HowToStep\", \"position\": 1, \"text\": \"Paste the Agent Rules Generator prompt into ChatGPT, Claude, or Gemini.\" },
      { \"@type\": \"HowToStep\", \"position\": 2, \"text\": \"Answer questions about your environment, architecture, and stack.\" },
      { \"@type\": \"HowToStep\", \"position\": 3, \"text\": \"Let the agent generate the correct rules file (replit.md, cursor.mdc, GEMINI.md).\" },
      { \"@type\": \"HowToStep\", \"position\": 4, \"text\": \"Save the file into your project root so agents auto-read it.\" }
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        \"@type\": \"DefinedTerm\",
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      {
        \"subject\": \"https://productwithattitude.com/vocab#AiRulesFile\",
        \"predicate\": \"reduces\",
        \"object\": \"hallucinations in autonomous coding agents\",
        \"pwa:source\": \"https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this\",
        \"pwa:evidence\": \"Rules files produce 68% fewer hallucinations when used.\",
        \"pwa:confidence\": 0.96
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        \"subject\": \"https://productwithattitude.com/vocab#AiRulesFile\",
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        \"pwa:source\": \"https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this\",
        \"pwa:evidence\": \"68% fewer hallucinations when rules are present\",
        \"pwa:confidence\": 0.96
      },
      {
        \"subject\": \"https://productwithattitude.com/vocab#AiRulesFile\",
        \"predicate\": \"improves\",
        \"object\": \"agent compliance with developer intent\",
        \"pwa:source\": \"https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this\",
        \"pwa:evidence\": \"87% higher compliance reported\",
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      {
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        \"pwa:source\": \"https://karozieminski.substack.com/p/if-you-build-with-ai-you-need-this\",
        \"pwa:evidence\": \"Article predicts agents becoming mainstream across tools.\",
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