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      "slug": "what-happens-inside-an-llm-before-it-generates-your-first-token",
      "title": "What Happens Inside an LLM Before It Generates Your First Token?",
      "summary": "Every day, billions of people ask AI assistants questions. The answers appear almost instantly, making the process feel effortless. Yet before the very first w...",
      "author": "Rajshree",
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        "Gpt"
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        "Python",
        "LLMs"
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        "From tokenization and embeddings to GPU inference, KV Cache, FlashAttention, and speculative decoding.",
        "Part 1 — From Human Language to Machine Understanding",
        "The Journey Before the First Token",
        "Why LLMs Don't Understand Words",
        "Step 1 — Receiving the Prompt"
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          "question": "What is the main topic of \"What Happens Inside an LLM Before It Generates Your First Token?\"?",
          "answer": "Every day, billions of people ask AI assistants questions. The answers appear almost instantly, making the process feel effortless. Yet before the very first w..."
        },
        {
          "question": "Who wrote \"What Happens Inside an LLM Before It Generates Your First Token?\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"What Happens Inside an LLM Before It Generates Your First Token?\"?",
          "answer": "Rajshree discusses JavaScript, Python, LLMs."
        },
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          "answer": "Software Engineers, Full Stack MERN & AI Developers"
        },
        {
          "question": "What skills or prerequisites are required for \"What Happens Inside an LLM Before It Generates Your First Token?\"?",
          "answer": "Recommended background: REST API Consumption, Prompt Engineering Basics, Python Fundamentals, Basic Statistics. Skill Level: Advanced."
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      "slug": "coding-doesnt-make-you-a-software-engineer",
      "title": "Coding Doesn’t Make You a Software Engineer",
      "summary": "> Many students graduate knowing how to code. Very few graduate knowing how to engineer software.\n>\n> That's the uncomfortable truth most Computer Science s...",
      "author": "Rajshree",
      "authorRole": "Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet",
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        "Programming",
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          "Database Concepts & CRUD",
          "Python Fundamentals",
          "Basic Statistics"
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        "careerRelevance": "Crucial for Senior Frontend Engineer roles, UI performance audits, and scalable component architecture.",
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          "question": "What is the main topic of \"Coding Doesn’t Make You a Software Engineer\"?",
          "answer": "> Many students graduate knowing how to code. Very few graduate knowing how to engineer software.\n>\n> That's the uncomfortable truth most Computer Science s..."
        },
        {
          "question": "Who wrote \"Coding Doesn’t Make You a Software Engineer\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"Coding Doesn’t Make You a Software Engineer\"?",
          "answer": "Rajshree discusses React, Node.js, MongoDB, JavaScript, Python, Next.js."
        },
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          "question": "Who should read \"Coding Doesn’t Make You a Software Engineer\"?",
          "answer": "Software Architects, Engineering Leads & Tech Enthusiasts"
        },
        {
          "question": "What skills or prerequisites are required for \"Coding Doesn’t Make You a Software Engineer\"?",
          "answer": "Recommended background: Basic JavaScript (ES6+), React Components & JSX, Asynchronous JavaScript, HTTP Protocol Basics, Database Concepts & CRUD, Python Fundamentals, Basic Statistics. Skill Level: Advanced."
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      "summary": "मैं न रोता हूँ, न पछताता हूँ\nन कुछ खोता हूँ और न ही पाता हूँ।\nजो आता है, बसा लेता हूँ\nऔर जाने वाले को दुआ देता हूँ।\nसिलसिला ये चलता रहता है,\nकोई दबे पाँव आकर दि...",
      "author": "Rajshree",
      "authorRole": "Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet",
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        "Sahitya",
        "Poem",
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        "Poet"
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          "question": "What is the main topic of \"क्योंकि मैं राज हूं\"?",
          "answer": "मैं न रोता हूँ, न पछताता हूँ\nन कुछ खोता हूँ और न ही पाता हूँ।\nजो आता है, बसा लेता हूँ\nऔर जाने वाले को दुआ देता हूँ।\nसिलसिला ये चलता रहता है,\nकोई दबे पाँव आकर दि..."
        },
        {
          "question": "Who wrote \"क्योंकि मैं राज हूं\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"क्योंकि मैं राज हूं\"?",
          "answer": "Covers software concepts in Poetry & Reflections."
        },
        {
          "question": "Who should read \"क्योंकि मैं राज हूं\"?",
          "answer": "Literary Readers, Poetry Lovers & Reflective Thinkers"
        },
        {
          "question": "What skills or prerequisites are required for \"क्योंकि मैं राज हूं\"?",
          "answer": "Recommended background: Appreciation for Hindi/English Literature. Skill Level: Beginner."
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      "author": "Rajshree",
      "authorRole": "Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet",
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      "canonicalUrl": "https://rjshree.com/writings/i-describe-myself-as",
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      "readingTime": "1 min read",
      "faq": [
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          "question": "What is the main topic of \"I describe myself as\"?",
          "answer": "Loving, caring, & affectionate,\nA hard-working & passionate.\nSelf-centered, & very much considerate,\nSometimes happy, sometimes bate.\n\nA theorist, but not so gr..."
        },
        {
          "question": "Who wrote \"I describe myself as\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"I describe myself as\"?",
          "answer": "Covers software concepts in Poetry & Reflections."
        },
        {
          "question": "Who should read \"I describe myself as\"?",
          "answer": "Literary Readers, Poetry Lovers & Reflective Thinkers"
        },
        {
          "question": "What skills or prerequisites are required for \"I describe myself as\"?",
          "answer": "Recommended background: Appreciation for Hindi/English Literature. Skill Level: Beginner."
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      "title": "Thank you & Farewell!",
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      "author": "Rajshree",
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      "readingTime": "1 min read",
      "faq": [
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          "question": "What is the main topic of \"Thank you & Farewell!\"?",
          "answer": "We entered as strangers - unknown & shy, \nNow leave with hearts too full to cry. \nFrom awkward hellos to unplanned plans, \nWe built a bond that forever stands...."
        },
        {
          "question": "Who wrote \"Thank you & Farewell!\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"Thank you & Farewell!\"?",
          "answer": "Covers software concepts in Poetry & Reflections."
        },
        {
          "question": "Who should read \"Thank you & Farewell!\"?",
          "answer": "Literary Readers, Poetry Lovers & Reflective Thinkers"
        },
        {
          "question": "What skills or prerequisites are required for \"Thank you & Farewell!\"?",
          "answer": "Recommended background: Appreciation for Hindi/English Literature. Skill Level: Beginner."
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      "author": "Rajshree",
      "authorRole": "Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet",
      "publishedAt": "2026-08-03T22:30:43.218Z",
      "canonicalUrl": "https://rjshree.com/writings/why-every-developer-should-start-writing-even-if-nobody-reads-it",
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        "Engineering",
        "Web-development"
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      "primaryTopic": "Career Growth & Technical Leadership",
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      "technologies": [
        "React",
        "MongoDB",
        "Docker",
        "GraphQL"
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          "type": "Framework",
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          "canonicalUrl": "https://react.dev",
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          "canonicalUrl": "https://rjshree.com/writings?search=GraphQL",
          "sameAs": "https://en.wikipedia.org/wiki/GraphQL"
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          "React Components & JSX",
          "Database Concepts & CRUD"
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        "whoShouldRead": "Software Architects, Engineering Leads & Tech Enthusiasts",
        "careerRelevance": "Crucial for Senior Frontend Engineer roles, UI performance audits, and scalable component architecture.",
        "technologiesUsed": [
          "React",
          "MongoDB",
          "Docker",
          "GraphQL"
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        "estimatedComplexity": "8/10 (Advanced)",
        "complexityNumeric": 8
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      "skillLevel": "Advanced",
      "prerequisites": [
        "Basic JavaScript (ES6+)",
        "React Components & JSX",
        "Database Concepts & CRUD"
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      "careerRelevance": "Crucial for Senior Frontend Engineer roles, UI performance audits, and scalable component architecture.",
      "estimatedComplexity": "8/10 (Advanced)",
      "entities": [
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      "keyPoints": [
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        "Writing Is Thinking Made Visible",
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        "Project A"
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      "wordCount": 1709,
      "readingTime": "9 min read",
      "faq": [
        {
          "question": "What is the main topic of \"Why Every Developer Should Start Writing (Even If Nobody Reads It)\"?",
          "answer": "> Code builds products. Writing builds engineers. And over time, writing builds careers.\n\nEvery developer writes.\n\nWe write code.\n\nWe write commit..."
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          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
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          "answer": "Recommended background: Basic JavaScript (ES6+), React Components & JSX, Database Concepts & CRUD. Skill Level: Advanced."
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        },
        {
          "question": "Who wrote \"Beyond SEO: Building a Website That Humans, Search Engines, and AI Can All Understand\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"Beyond SEO: Building a Website That Humans, Search Engines, and AI Can All Understand\"?",
          "answer": "Rajshree discusses LLMs."
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          "question": "Who should read \"Beyond SEO: Building a Website That Humans, Search Engines, and AI Can All Understand\"?",
          "answer": "Software Engineers, Full Stack MERN & AI Developers"
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          "question": "What skills or prerequisites are required for \"Beyond SEO: Building a Website That Humans, Search Engines, and AI Can All Understand\"?",
          "answer": "Recommended background: REST API Consumption, Prompt Engineering Basics. Skill Level: Advanced."
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      "slug": "developers-are-optimising-for-google-ai-is-watching-something-else",
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        "Developers Are Optimizing for Google. AI Is Watching Something Else.",
        "Why modern websites must communicate with AI—not just rank in search results.",
        "A Realisation While Building My Portfolio",
        "Search Engines Retrieve Information. AI Tries to Understand It."
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      "faq": [
        {
          "question": "What is the main topic of \"Developers Are Optimising for Google. AI Is Watching Something Else\"?",
          "answer": "Why modern websites must communicate with AI—not just rank in search results.\n\n\n> AI isn't replacing SEO.\n>\n> It's changing what it means to build..."
        },
        {
          "question": "Who wrote \"Developers Are Optimising for Google. AI Is Watching Something Else\"?",
          "answer": "Written by Rajshree, Software Engineer • Full Stack MERN Developer • AI Engineer • Writer & Poet. Published on Rajshree Content Studio."
        },
        {
          "question": "What technologies are discussed in \"Developers Are Optimising for Google. AI Is Watching Something Else\"?",
          "answer": "Rajshree discusses React, MongoDB, JavaScript."
        },
        {
          "question": "Who should read \"Developers Are Optimising for Google. AI Is Watching Something Else\"?",
          "answer": "Software Engineers, Full Stack MERN & AI Developers"
        },
        {
          "question": "What skills or prerequisites are required for \"Developers Are Optimising for Google. AI Is Watching Something Else\"?",
          "answer": "Recommended background: Basic JavaScript (ES6+), React Components & JSX, Database Concepts & CRUD. Skill Level: Advanced."
        }
      ]
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}