Author: anticodeguy

  • ANTIghostwriter #17: Write 3000+ Word Articles Using the APAGC Framework

    This is Lesson #17 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #16: Use ChatGPT Deep Research to Enrich Your Articles


    What You’ll Learn

    The core of the ANTIghostwriter system: transforming your notes and research into a compelling 3,000+ word article. You’ll learn the APAGC framework (Attention, Perspective, Advantage, Gamify, Conclusion), use a comprehensive 40+ instruction prompt, and work with Claude to produce long-form content that preserves your authentic voice while being properly structured for engagement.

    Time to complete: ~60 minutes (prompt setup + generation + editing)


    After completing our research, we now move directly to compiling the actual article. At this point, we have gathered the following materials:

    First — the original text, which will serve as the foundation for the article compilation.

    I hope that you’re following the structure, at minimum recording some of your thoughts, and that this isn’t just some brief general idea, but rather a fully detailed reasoning that includes your specific thought process, your specific phrases and your reflections on this topic, which will make it authentic.

    Second — we have detailed research that contains all the necessary materials to confirm your assertions, refute them, and add richness by supporting them with scientific data, research findings, statistical data, real examples and, of course, quotes, which will enhance your text beyond mere dry reasoning.

    Third — we have an authorial style that you can supplement with your new notes by sending new documents to the same chat, and the authorial style will update accordingly, adding phrases or details from them that will refine it.

    And fourth — the reader avatar, which represents your target audience, who you’re writing for, including all their pain points, problems and demographics, psychographics. In essence, everything needed to purposefully write this article so that it resonates with a specific reader.

    So, we open Claude and create a new chat. It’s important to create a new chat because, as I mentioned in previous lessons, Claude rereads all information from the beginning of the chat, and therefore it’s important to work with one article within one context, meaning one chat.

    Prompt

    <System>
    You are an expert at writing long-form articles and specialize in
    structuring imperfect, human-like content. You write non-hype,
    human-sounding articles in collaboration with the user using
    clear outlines, iterative steps, and realistic tone-mirroring.
    
    The text needs to feel imperfect, messy, and like a human has
    written it. Avoid over-sensationalized language and 'hype' words.
    Make sure you mimic the example given to you to mirror language,
    tone of voice, structure, and everything else that makes it
    human.
    
    You must take the user's original text, which can be written in
    any language, as a reference for voice, presentation style, and
    key phrases, but create the final article in English. Your task
    is not to rewrite the text, but to enrich it with research data,
    improve its structure for better readability, and incorporate
    engagement techniques while preserving all key narrative elements
    from the original text.
    
    CRITICAL: In the final article, never reference the source text
    and the research document provided as inputs (avoid phrases like
    "as the research notes," "the research shows," "according to the
    source text"). However, you CAN mention specific studies
    naturally (e.g., "according to a 2020 World Health Organization
    study..." or "Harvard researchers found that..."). Do not invent
    names, titles, or credentials that weren't mentioned in the
    original text.
    </System>
    
    <Context>
    You are helping the user write a deep-expertise article based on:
    
    - Original text: the user will provide their original text which
    serves as the reference for voice, presentation style, and key
    phrases that may be used in the article. This text contains the
    main ideas, logic, key arguments, and personal tone that must be
    preserved in the English-language article. In the final article,
    never reference the source document itself.
    
    - Deep research: supporting material that includes fact-checks of
    the original ideas, real-world examples, quotes from public
    figures, scientific/statistical data, and a synthesized summary —
    this is used to enrich and strengthen the article. In the final
    article, reference specific studies naturally (e.g., "MIT
    researchers discovered...") but never reference the research
    document itself.
    
    - Authorial Style Guide: the user will provide a style guide that
    should be used alongside the original text as a reference for
    voice and presentation.
    
    - Target audience: will always be provided. Every part of your
    output (headlines, structure, tone, pacing, insights) must be
    tailored to this audience's needs, struggles, desires, and
    aspirations.
    
    You must:
    
    - Treat the original text as the source of the main ideas and key
    narrative elements that must be preserved in the English article
    (but never reference "source" in the final article).
    
    - Preserve ALL thoughts, ideas, stories, examples, and personal
    perspectives from the original text. Every story, example, or
    personal viewpoint from the original must be transferred to the
    final article.
    
    - Use the research material to back claims, illustrate points,
    and enhance relevance with real-world examples, data, quotes, and
    summaries (but never reference "research" in the final article).
    
    - Match the voice and intention of the original text and adhere
    to the Authorial Style Guide.
    
    - Focus on writing for the target audience, not the general
    public.
    
    - Structure content using the APAGC format as specified in the
    instructions.
    
    - You are allowed — and encouraged — to use strong language and
    swearing where appropriate (e.g. "feel like shit," "don't give a
    fuck," "sick of this bullshit," "fuck this system") if it matches
    the tone of the original text, the audience's state of mind, or
    is emotionally accurate.
    
    - Do not tone it down unless explicitly told to.
    
    - NEVER invent fictional examples. If an example is not present
    in the original text or in the supporting material, do not create
    fictional examples under any circumstances.
    
    - Do not replace or alter the author's original ideas, especially
    if they are proven false in the supporting material. The purpose
    of the article is to be polarizing, which engages readers in
    discussion and creates resonance. The author's thoughts must be
    preserved.
    
    - Never invent names, titles, credentials, or any specific
    details that weren't mentioned in the original text.
    
    – Include all the links mentioned in the original text, with
    references to other articles, without exceptions — and place them
    in the correct context.
    
    – Do not hallucinate by creating fictional stories from the
    author's perspective — if the story isn't mentioned in the
    original text, do not make one up.
    
    – Do not use em dashes in text, use short dashes instead
    
    – Avoid using phrasing "it's not X, it's Y" or variations of that
    </Context>
    
    <Instructions>
    STEP 1: HEADLINES & OUTLINE
    
    Once the user provides original text, research, authorial style
    guide, and target audience:
    
    1. Headline Generation
    
    - Generate 10 potential article headlines
    
    - Each must be tailored to the specific struggles, goals, and
    language of the provided audience
    
    - The tone and framing must align with the voice and purpose
    of the original text
    
    - Include at least one of the following:
      - A big idea
      - A novel concept
      - A named step-by-step process
      - A timeframe (e.g., 30 days, 6 months)
    
    - Keep each headline under 12 words
    
    - Be bold, polarizing, or unexpected — but grounded in what
    the audience cares about
    
    - Example inspirations:
      - How To Become More Intelligent Than 99% Of People
      - The One-Person Business (How To Productize Yourself)
      - Change Your Life In 6 Months (My Deep Work Routine)
      - The Most Important Skill Of The 21st Century (Avoid These
    Skills)
      - A Full Guide To Reinvent Your Life (In 6-12 Months)
      - How To Learn Anything 10x Faster Than Anyone
    
    2. Outline Writing (APAGC Format)
    
    Use the selected headline and structure the article into 3
    parts based on the APAG model:
    
    - Attention
    - Perspective & Advantage
    - Gamify
    - Conclusion
    
    For each section, build around the structure and intent in the
    original text. Use research findings to support and elevate the
    ideas. Always tailor every part to the target audience.
    
    ---
    
    SECTION 1: Introduction (Attention)
    
    - No subheading
    
    - 300–600 words
    
    - Use a pain point, tension, or unmet need that your audience
    faces
    
    - Pull one statistic, big idea, or interesting fact from the
    supporting material to spark curiosity (reference specific
    studies naturally, e.g., "Stanford researchers found..." but
    never reference the research document)
    
    - Begin with a short inspirational or empathy-driven line if it
    fits naturally (e.g., "You're trying to achieve freedom with a
    mind that was conditioned to be a servant.")
    
    - You may use raw emotional language and swearing to reflect what
    the audience is really feeling (e.g., "You feel like shit
    because the game's rigged. And you're right.")
    
    - Clearly summarize the desired outcome of the article
    
    - Preview what's coming without giving away the conclusion
    
    - Example intro structure:
    
    > "The greatest skill of the 21st century is writing. But most
    people think writing is only for hippies or people with English
    degrees. If you want to increase the value of any other skill you
    acquire, learn to write."
    
    ---
    
    SECTION 2: Perspective & Advantage
    
    - Subheading required (must grab attention and be specific to the
    audience's mindset)
    
    - 750–1250+ words — if the original text is more detailed or
    includes deeper framing, allow for expansion
    
    - Use the original text as the backbone, preserving all key
    narrative elements, stories, and personal perspectives
    
    - Include EVERY story, example, and personal viewpoint from the
    original text without exception
    
    - Support ideas using:
      - Quotes from supporting material (cite specific studies or
    sources naturally, e.g., "as Steve Jobs said in the interview...
    ")
      - Real-world examples (at least one, preferably more) from the
    original text or supporting material only
      - Relevant statistics or study data (cite specific sources when
    possible, but never reference the research document itself)
    
    - Highlight what people usually get wrong
    
    - Show the transformation that's possible with a shift in
    thinking
    
    - Include aha! moments that flip the reader's assumptions
    
    - Don't hold back — if the idea is that society is full of
    bullshit, say it. If the reader is stuck because they've been
    taught to "play it safe," call that out.
    
    - Add an inspirational line where it fits to build momentum (e.g.
    , "They want you to pursue the 'safe' route. But you've always
    felt like that wasn't for you.")
    
    - Example:
    
    > "Writing isn't about having the best grammar. We don't want
    to write — we want to write with impact. High-Impact Writing.
    Writing is the starting point of every other skill. When I
    started writing for impact, my business started gaining traction.
    .."
    
    ---
    
    SECTION 3: Gamify (Actionable Steps)
    
    - Subheading required
    
    - 750–1500+ words — if the original text includes more than 7
    steps, include all steps in full
    
    - Start with a relevant quote, surprising stat, or problem from
    the supporting material (cite specific studies naturally, but
    never reference the research document)
    
    - Present each actionable step with:
      - A bold sub-subheading
      - A description of what the step solves and enables
      - A big idea, metaphor, or reference (from supporting material
    when possible, but presented naturally)
    
    - Include at least one real-world application example across the
    section (only from original text or supporting material)
    
    - Don't be afraid to say it straight:
    
    > "Stop doing shit you hate just because it looks good on
    LinkedIn."
    
    > "You don't need permission. You just need to stop giving a
    fuck."
    
    - Example:
    
    > "The 3-point content ecosystem is how you turn one idea into
    seven days of content...
    
    Step 1: Write a cornerstone article.
    Step 2: Condense the article into a Twitter thread.
    Step 3: Pull tweets.
    Step 4: Repurpose to other platforms."
    
    - Insert motivational copy where it fits:
    
    > "I'm sure you've felt the same way at some point in your
    life. But here's how it can shift."
    
    ---
    
    SECTION 4: Conclusion
    
    - Subheading required (engaging and empowering)
    
    - 250-400 words
    
    - Summarize the main ideas and key takeaways from the article
    
    - Circle back to the initial problem or pain point mentioned in
    the introduction, showing how the reader now has the tools to
    overcome it
    
    - Include a powerful, motivational call to action that aligns
    with the overall message of the article
    
    - Create a sense of possibility and inspiration, leaving the
    reader energized
    
    - Use confidence and conviction in the final statements
    
    - Consider incorporating one of these engagement techniques for a
    powerful close:
      - Social Proof (briefly mention success stories related to the
    advice)
      - Potential Benefit (highlight the ultimate reward of following
    the guidance)
      - Warnings & Cautionary Advice (one final reminder of what to
    avoid)
      - Confidence & Conviction (make a bold, memorable statement
    that encapsulates the article's message)
    
    - End with a short, punchy line that resonates with the reader
    
    - Example conclusion:
    
    > "You now have the exact blueprint that took me from broke to
    profitable in 68 days. The system works, but only if you commit
    to it fully. No halfway measures. No dabbling. Total immersion."
    
    > "Your future self is watching your decisions today. Will you
    take the safe route that leads to the same results you've always
    gotten? Or will you take the path that actually leads somewhere
    worth going?"
    
    > "The choice is yours. But now you can't say you didn't know."
    
    ---
    
    Outline Output Format:
    
    - Final headline
    - List of key points for Section 1
    - Section 2 subheading + key points
    - Section 3 subheading + key points
    - Section 4 subheading + key points
    
    After the outline:
    
    - Ask the user if they want to change any steps
    - Ask if they'd like to provide a tone/style reference
    - Do not write the article yet
    
    ---
    
    STEP 2: WRITE THE ARTICLE
    
    Once the user approves the outline and headline output the full
    article using artifact format:
    
    - Use full sentences and paragraph structure
    
    – Make sure the length of the sections complies with the
    instructions
    
    - Vary sentence length between short/punchy and long/thoughtful
    
    - Use clear line breaks for rhythm and scannability
    
    - Include data, quotes, real-world examples from the supporting
    material naturally in the flow (cite specific studies or sources
    when appropriate, e.g., "a 2024 Harvard study revealed..." but
    never reference the research document provided as input)
    
    - You're allowed — and expected — to include strong language,
    cursing, emotional expression, and frustration when it matches
    the tone or content of the original text
    
    - Integrate empathy or resonance blocks at the beginning, midpoint, and end to ground the article emotionally
    
    - Stay true to the structure and voice of the original text and
    Authorial Style Guide
    
    - Do not invent any names, titles, credentials, or specific
    details that weren't in the original text
    
    After the draft:
    
    - Ask if the user wants quotes inserted in specific places
    - Suggest quote placements if helpful
    </Instructions>

    Description of the Prompt

    Just like before, we load the prompt into the chat. This prompt already establishes the structure for writing the article. It’s a framework that allows us to write such deep, detailed articles according to the following principle.

    It’s called APAGC. First, we capture attention, with A standing for Attention. In this part, we describe the problem our reader is facing, bring it to the surface, and frame our article’s main idea around the fact that we know the solution to this problem. We briefly introduce the solution right away, so it’s immediately clear that we’re not just wasting time — we have a solution and we’re letting them know it exists.

    First, we need to highlight the problem, we need to make the reader stay with this article and think about what’s bothering them. There’s a problem, and we highlight it in this first section.

    Next is Perspective and Advantage. This is a section where we expand the vision.

    There’s nothing too complex that requires detailed explanation here. You’ll need to read the entire article, of course, and there will be deep detailed analysis and a step-by-step plan.

    The second part involves this expansion, a more detailed demonstration of the perspective, what solving this problem can lead to, why it’s important, how it affects my life and the reader’s life.

    Essentially, this is a deeper dive after the introduction that provides detailed description. It’s typically the largest part of the article, taking up the most space along with the third part, which is gamification, or Gamify.

    The second-to-last letter of this framework, G, is aimed at giving the reader a step-by-step plan. That is, what to do point by point, step by step, which is exactly what the reader came for. The reader wants to get an answer, they want to get some solution to their problem, and that’s what we provide in this step-by-step plan.

    And the last section, which goes beyond the framework (which was originally APAG), but which I added, and in my opinion, articles look incomplete without it, is the conclusion and summarization, the last letter CConclusion.

    Here we simply briefly revisit the problem itself, its solution, and at the end provide some guidance, a motivational message that helps energize the reader with a call to action.

    This is, in principle, what we want to do. We want to help someone, we want to solve their problem, and to do this we nudge them a bit from behind and invite them to solve their problems with us. And we do this through text, accordingly.

    For each section of the structure, the prompt already specifies the length, and the resulting article here is approximately 3,000 words. This is the approximate length of my articles that I write for my newsletter, for my blog. And this material is more than enough for me to later compile a huge number of posts, threads, even scripts for YouTube videos, and so on.

    But here you can use your experience and experiment with this. Maybe you want to adjust the level of detail in the articles differently, maybe you’ll want to make it longer or, conversely, shorter. This depends on how you see it. That is, I’ve selected the length that works for me.

    Plus, there’s a caveat in the prompt, if you read it, that if the reasoning in the original text doesn’t fit within the given article length, then this length should be exceeded. And, accordingly, the important thing here is not to miss a single thought, a single reasoning, a single example from the original text.

    That is, the article can be larger; often mine end up much larger, around 4,000 or 5,000 words, because my source material, that is, my reasoning that I initially created, was very extensive, detailed, with many examples, and I generally know how I want to tell this to my reader.

    This point is very important here, and it states that there’s a clear restriction in the prompt that no storytelling element from the original article should be omitted during compilation. That is, in the text where I write, there are certain thoughts that I put forward, there are certain chains of reasoning that I want to convey to the reader.

    I’ve refined the prompt several times to preserve all these details in their original form. Of course, correcting any errors and making it more readable, but nonetheless all the key ideas that I write in the original text will be preserved here.

    So, if you, for example, tell a story, you will definitely find it in the final article. If this is removed, then artificial intelligence has a tendency to paraphrase and invent its own stories. And, accordingly, you might find something in the article in this case that completely goes beyond your thought process, which can actually only harm.

    Because of these additions from the AI itself, the article might be understood differently than you intended, for example, when setting up this material, and written in a completely different direction than was originally conceived. Therefore, for me, for instance, it’s important to preserve the source and those very thoughts that I express in the original material.

    Another point is that this allows it to sound authentic, that is, there will be fewer AI inventions here; this prompt is aimed at compiling an article from your source text in accordance with the structure we define, in accordance with the framework that is better to follow if you want your texts to make an impression, to be engaging, to be interesting for your audience to read.

    If you just present your reasoning in such a raw form, maybe they will be interesting to someone, but most people will be much more willing to read articles that are written according to a certain structure, so it’s important to adhere to this structure here.

    But, again, this is the prompt that requires the most customization and refinement on your part, because it’s currently sharply tailored to my style of writing articles. If, for example, you want more inventions from artificial intelligence, you can remove these parts.

    Or add something of your own. I, for example, have added conditions and requirements here that artificial intelligence should not invent non-existent examples and should not invent hypothetical situations, cases that happened to me, because it had such a tendency, especially when taking some statement, it would write phrases like “take Bob, for example.”

    And it starts inventing some story about Bob that has absolutely no relation to reality, just a completely made-up story, looks sterile, formulaic, unattractive, and completely breaks the overall flow of the text.

    Therefore, I strictly prohibited the use of such techniques and required the use of only real examples. Plus, I enriched the prompt for research in such a way that real-life examples must be present in it. And research is one of those documents that we input when writing an article.

    Instructions for Using the Prompt

    1. So we open Claude,
    2. create a new chat,
    3. paste the prompt into the text field,
    4. attach four documents, which are:
      • our source, that is, the story,
      • our research,
      • authorial style, and finally,
      • the reader avatar.
    5. After the prompt text, list the following by points: simply write the file name, better to copy it. Without any additions, just a list by points 1, 2, 3, 4:
      • first the article draft,
      • then the research,
      • then the authorial style, and finally,
      • the reader avatar.

    This is sufficient. If you don’t write this, then in some cases it may request all these materials on the second step, which we don’t need, because each such step increases the number of tokens that were spent on working with this article, because, I remind you, Claude rereads everything from the very beginning each time, and that means it will scan these documents, prompts, and so on from the beginning.

    Therefore, it’s better to give it as much information as possible at the input right away, so it starts working on the material.

    After sending the prompt and materials by points in the chat, on the first step Claude won’t immediately write an article. First you need to agree on the article outline — a template by points, a template by which the article will be written, and possible headline options.

    You need to approve the headlines. I recommend reading them carefully, because there might be something suitable that reflects your idea, or something completely different that’s related to your target audience’s problems as defined in the reader avatar. This is good and might guide you toward the right thought about positioning the article.

    The text depends on the headline. The headline plays a crucial role, pay attention to how it’s formulated, because the article’s positioning is built on this.

    I often notice that the headlines in the proposed form don’t suit me, but I combine several: I like the first part of one headline, and the second part of another. This creates a final version that suits me.

    Look, choose. If you don’t like any headline, ask to generate another dozen. You can work with this, but remember to give all instructions to Claude in one request due to context window limitations and the cost of recalculating context with each new request.

    Next comes the outline — the article framework, which can also be edited. If you don’t like some names, change the headings, add or remove items. Work with it, it’s living material. Don’t think that Claude will do exactly what you conceived and what you’ll like the first time.

    Select appropriate options, edit. This gives you the opportunity to gain experience in writing articles, will help you become better at writing. Perhaps you’ll want to write the final article yourself, and you’ll have an excellent foundation for this.

    After the outline is approved by you (just write “approved” or another phrase that clearly indicates that you’re satisfied with the material), Claude will create an artifact (a document in a separate widget) in which it will type the final article.

    Editing the Article

    After the article is written by artificial intelligence, we need to edit it and read it, of course, because this is artificial intelligence, no one guarantees here that there won’t be any hallucinations, that there won’t be things that it forgot, for example, or missed, even despite the fact that they were mentioned in the prompt.

    Such things happen less and less frequently with model updates, but sometimes it occurs, so I recommend reading it anyway, really spend time on this, read every word and weigh the train of thought, because if, for example, they weren’t clearly formulated as a logical chain in the original article, then artificial intelligence might invent something here, and it’s not a fact that they align with your train of thought, with your chain of reasoning.

    And in this case, you need to ask to correct this point, or rewrite it yourself, and yes, sometimes words might be used there that you would clearly not use, or, for example, it might invent some terms or concepts, for example, you describe some process, and artificial intelligence invents some name for it, writes it in quotation marks, yes, here especially carefully, because there might be all sorts of strange names that will clearly reveal, for example, your text as not written by a human.

    And it’s important to read your article, because, first, you need to know your content, second, make it more human, if you see that something is clearly not written right, doesn’t reflect your voice, then all this can be corrected, remove some individual words or replace some phrases. This is essential, that is, such a final instance of editing should still be you, it’s your article, it’s your content, so don’t transfer all responsibility to artificial intelligence here.

  • ANTIghostwriter #16: Use ChatGPT Deep Research to Enrich Your Articles

    This is Lesson #16 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #15: Keep Your Author Style Guide Fresh and Evolving


    What You’ll Learn

    Transform your articles from opinion pieces to credible, data-backed content. In this lesson, you’ll use ChatGPT’s Deep Research feature to find scientific studies, statistics, real-world examples, and quotes from notable figures — all in 20-40 minutes instead of weeks of manual research. I’ll give you the complete research prompt that produces organized, verifiable material.

    Time to complete: ~40 minutes (20-40 for AI research + review)


    Raw Material and AI-Powered Research for Content Creation

    At this stage, we have raw material consisting of your notes exported into text format. You can read them, edit them, or add anything you remember while reviewing these notes.

    I recommend at least reading through your notes to verify everything is correct from the standpoint of the key idea you want to convey and to ensure you have all the elements needed for the article structure we’ll discuss later. But generally, this should just be raw material.

    Even if some elements are missing, artificial intelligence can help fill these gaps. The biggest gaps are typically real data, statistics, concrete examples, and appropriate quotes from notable figures—everything that can enrich your future article.

    We’re now approaching the most interesting part: conducting research using artificial intelligence, which excels at this task. AI can search the internet for various sources, scientific materials, data, statistics, and do this in all languages. It can search the entire internet for suitable, relevant sources, which is exactly what we’ll be using.

    What might have taken a person a week to accomplish—searching for information, verifying data, finding appropriate quotes—AI can do in minutes. Previously, you would have needed to read books, look for subject matter experts, watch videos, and collect quotes. Now artificial intelligence can do all of this for us, significantly reducing time. I see absolutely no reason to spend your valuable human time on this essentially mechanical work. There is an intellectual component to analyzing this material, but we can take what AI finds for us and then proceed with our analysis. The compilation of this material is something we can confidently delegate to artificial intelligence.

    Tools Needed

    Launch ChatGPT. A couple of recommendations: ChatGPT works well in a browser, but they also have a desktop application. The application for Mac or Windows has several advantages with functions not available in the browser.

    For example, there’s a button that allows you to take screenshots and immediately send them to the chat. There’s also a convenient companion window that floats above other windows. I often use it as a proofreader when checking for errors in my English. When writing answers on forums, I load the text there, and it corrects any errors. It’s a very convenient tool.

    It does have a few rough edges and unfixed bugs at the moment, but I expect they’ll fix them over time.

    We need ChatGPT because Claude doesn’t yet have Deep Research capability. Open a new chat and paste the following prompt, which will transform GPT into a scientific researcher.

    Prompt for ChatGPT Deep Research

    <SYSTEM>
    I want you to conduct a deep, evidence-backed analysis of the topic and material I will provide. Your task is to perform structured research using only credible and verifiable sources. The output will help me create educational content based on deep understanding, real-world relevance, and scientific grounding. Follow the structure and instructions below exactly.
    IMPORTANT: The material you will receive is original and authored by the user. Do not attribute it to anyone else — fictional or real. Do not invent personas or imply outside authorship. Treat the user as the original and sole author.
    IMPORTANT: The source material may be written in any language. It is provided in its original language to preserve the precise meaning, emotional nuance, and conceptual depth. However, your analysis and all research output must be written in English only.
    You may consult and cite materials in any language, provided they are credible and relevant to the topic. The multilingual nature of research sources should not affect the clarity and structure of the final English output.
    </SYSTEM>
    
    <CONTEXT>
    Your goals are to:
    – Identify and fact-check claims in the provided material using credible evidence  
    – Present 5 real-world examples that illustrate the topic and its key elements in action  
    – Provide at least 5 statistics or scientific data points to support or challenge the claims and illustrate the scale of the issue  
    – Include and build a list of at least 10 quotes from well-known figures (dead or alive) that relate directly to the topic  
    – Deliver information required for a deep analysis, including a breakdown of specific mechanisms or subtopics  
    – Conclude with a thematic summary that connects the findings and provides insight for educational writing  
    </CONTEXT>
    
    <INSTRUCTIONS>
    When the user provides material for analysis:
    1. Read and Parse the Provided Material  
    – The original may be in a non-English language — treat it as authoritative  
    – Identify and extract all major claims or assertions in the input  
    – Clearly list each claim before analyzing it  
    – IMPORTANT: Do not repeat the same idea more than once if it’s already covered elsewhere  
    – Treat the text as original authorial work. Never attribute it to anyone else  
    2. Conduct Evidence-Based Research  
    – For each claim, gather facts, statistics, case studies, or peer-reviewed research from reputable, verifiable sources in any language  
    – Classify each claim as:  
      • Supported  
      • Refuted  
      • Inconclusive (evidence unclear or unavailable)  
    – Provide real scientific sources or research data to back each finding  
    – Where appropriate, include charts or graphs to illustrate trends, metrics, or outcomes (e.g., population shifts, economic change, behavioral effects).
    – Clearly cite every source (title, organization/author, year, and link if available)  
    3. Present Real-World Examples  
    – Identify and describe 5 relevant real-world cases (projects, events, organizations, policies, or historical examples) that demonstrate how the topic plays out in practice  
    – Each example should tie back to a theme or claim in the original material  
    4. Include Scientific Data and Statistics  
    – Present at least 5 quantitative data points (e.g., survey results, research metrics, official records) that reinforce or challenge the claims made  
    – Include the source and context for each one  
    – Use visual aids like charts where appropriate  
    5. Quote Relevant Figures  
    – Include 10–15 quotes from influential figures (dead or alive) who are connected to the topic  
    – Each quote must include the full text, name, role/title, and original source
    – Prioritize thematic variety and real insight over repetition  
    6. List Unverifiable or Speculative Claims  
    – Identify any claims from the original material that could not be proven or disproven  
    – Explain why they remain inconclusive (e.g., insufficient data, subjective framing, disputed theory)  
    7. Generate a Thematic Summary  
    – Synthesize the findings into a high-level summary that connects key insights, contradictions, and the overall meaning of the research  
    – Do not repeat what has already been said  
    – Include visuals (if useful) and further reading links or references when appropriate  
    – Ensure that the entire output is in English, regardless of the source language  
    </INSTRUCTIONS>
    
    <OUTPUT_FORMAT>
    Topic: [Insert topic]  
    Material Summary: [Brief recap of the user’s source material]
    
    Claim Verification  
    Claim #1: "[Quoted or paraphrased statement]"  
    – Status: Supported / Refuted / Inconclusive  
    – Evidence: [Sourced fact or data]  
    – Chart (if applicable): [Short description + source]  
    (Repeat for each major claim)
    
    Unverifiable or Speculative Claims  
    Claim: "[Statement]"  
    – Reason: [Why it could not be confirmed or disproved]
    
    Real-World Examples  
    Example 1: [Title or summary]  
    – Explanation: [Relevance to the topic]  
    (5 total)
    
    Scientific Data & Statistics  
    Data Point 1: [Fact or measurement]  
    – Source: [Citation]  
    (At least 5 total)
    
    Notable Quotes  
    "[Quote]" – [Full Name], [Role/Title], [Source]  
    (10–15 total)
    
    Thematic Summary  
    [A complete synthesis of the topic, based on factual research and illustrative insights. Charts may be included where helpful. All content must be presented in English.]
    </OUTPUT_FORMAT>
    
    <CONSTRAINTS>
    – Use only trusted academic, governmental, or institutional sources  
    – Never fabricate, simplify, or generalize unsupported data  
    – Avoid filler, repetition, vague commentary, or promotional tone  
    – Do not assume the material belongs to anyone other than the user  
    – If a source or claim is disputed, flag it and explain the nature of the disagreement  
    – Final research must be entirely written in English  
    </CONSTRAINTS>

    Instructions for Using the Prompt

    Before launching this prompt, you must click the Deep Search button. This is mandatory—if you skip this step, ChatGPT will hallucinate and fabricate scientific data and statistics.

    The Deep Search button enables real research through internet searches, material comparison, and context verification—everything that should happen during a legitimate investigation that we’re delegating to AI.

    Before launching the prompt, attach your document with the raw material (your article). I recommend using a document format like PDF, which is available in Notion, Kortex, and with proper setup in Microsoft Word. You can also attach a Word document or simple text file. ChatGPT will understand and parse it. The main thing is to use a single document to set the context properly.

    Research with this prompt typically takes 20-40 minutes, so it’s best to start it in advance and let it work. It will use this time to find necessary materials and compile them into a single document.

    Once completed, you’ll receive a ready document that can be exported to PDF or saved as a separate text document in your note storage system.

    Check that all required materials are present according to these points:

    • Confirmations of your idea
    • Refutations of your idea (optional)
    • Unconfirmed statements (such as subjective judgments)
    • Statistical data
    • Real examples
    • Quotes
    • Summary of conclusions

    With all this in place, you’ll be ready to move to the next step.

  • ANTIghostwriter #15: Keep Your Author Style Guide Fresh and Evolving

    This is Lesson #15 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #14: Why You Should Never Translate Your Notes Before AI


    What You’ll Learn

    Your style guide isn’t a static document — it evolves as your writing improves. In this lesson, you’ll learn how to update your style guide with each new piece of content you create. New phrases emerge, new patterns develop. Keep your AI outputs fresh by continuously refining the document that defines your voice.

    Time to complete: ~10 minutes per update


    Enhancing Your Author Style Based on Your Notes

    The author style guide we created a few lessons ago is not static. It will evolve as your content base grows. Each new piece of content serves as a source to update your author style, as it will inevitably change over time.

    For example, as you write more content or record more audio notes, your speech patterns and writing will gradually transform. New phrases will emerge naturally as you progress. This is similar to any skill you practice—you consistently improve with time.

    It’s important not to remain stagnant. Your author style should be updated regularly. Each new article you write manually and convert to text, or dictate and then transcribe, becomes a resource for enhancing your author style.

    Therefore, you can send each new note you write directly to this chat where your author style is being developed. The prompt already includes instructions to update based on your new post. The same applies to interesting posts from other authors whose writing style you admire. If you want to incorporate elements from your favorite authors’ styles, simply add their posts here as you discover them, and your author style will be updated accordingly.

    Most importantly, after updating your style guide, don’t forget to download it for future use when creating content.

    So, based on your freshly written note, let’s update your author style.

  • ANTIghostwriter #14: Why You Should Never Translate Your Notes Before AI

    This is Lesson #14 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #13: Format Messy Transcripts into Clean Notes with AI


    What You’ll Learn

    If you write in a language other than English, don’t translate before giving content to AI. Translation loses nuance — a single word in Russian might need two sentences in English with different emotional coloring. AI understands your original language and selects the best English equivalents directly. Translating first means double meaning loss. Let AI work with your authentic thoughts.

    Time to complete: ~3 minutes to read (conceptual lesson)


    Obviously, if you write in English, skip this lesson.

    It’s important not to translate your original notes into English. Why? All LLM models are trained primarily on English, as it represents the largest volume of information on the internet and in computer systems. Models work better with English for output generation, but they understand other languages perfectly well.

    When translating from your native language to English, some meaning is inevitably lost and thoughts become distorted. Languages differ fundamentally: in one language, a single word might capture a specific situation, while another language might require two sentences with different emotional coloring and depth. During translation, nuances are lost due to differences in grammar, vocabulary, and idiomatic expressions.

    LLMs work excellently with content in its original language. If I write in Russian, the model understands Russian. Even if it produces a result in English, it selects analogous expressions that closely match the original meaning. If you provide an already translated fragment, part of the meaning is already lost, and the model will then rephrase the translated text—resulting in a double loss of meaning.

    This was a mistake I made at the beginning. The resulting texts appeared dry and lacked authenticity. When I stopped translating and instead used my native language directly, the quality of the texts improved significantly. They became more representative of my actual communication style—my phrases and expressions came through, even when the final output was in English, though the input was originally in Russian.

  • ANTIghostwriter #13: Format Messy Transcripts into Clean Notes with AI

    This is Lesson #13 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #12: Set Up Free Local Transcription with OpenAI Whisper


    What You’ll Learn

    Raw transcripts are messy — no paragraphs, unclear punctuation, repeated words. In this lesson, you’ll use AI to transform them into clean, organized notes ready for article writing. I’ll share my formatting prompt that preserves your original voice while fixing errors and adding structure. You’ll also learn why Grok often works better than ChatGPT for this specific task.

    Time to complete: ~15 minutes per batch of notes


    Working with Transcribed Content

    At this stage, you have collected your raw material: thoughts exported in text format. Whether you typed directly into text files or transcribed audio notes, the important thing is that you now have a collection of these files.

    In this step, we’ll focus on formatting these notes properly.

    The process requires uploading your text files to an AI assistant.

    For this purpose, I personally use Grok to save money instead of ChatGPT. While you can certainly use ChatGPT, I’ve found that Grok delivers better results in this specific context, as ChatGPT tends to hallucinate more frequently and sometimes changes phrases unnecessarily. Grok seems to work better with shorter prompts. These are my current observations, though models are constantly evolving, so this information might already be outdated.

    I’m confident that with a carefully crafted longer prompt, you could train ChatGPT to perform equally well, but I find that Grok with a simple prompt instructing it not to paraphrase but only fix errors works effectively.

    Prompt for Formatting Notes

    In this chat, I will send text that was transcribed from audio
    notes. Your task is to prepare a clean, error-free transcript
    formatted for plain-text copying.
    
    Do not paraphrase or reword the content — only correct words that
    are clearly misplaced due to incorrect speech recognition.
    
    Format the text for clarity and structure: use paragraph breaks,
    numbering, or bullet points where applicable.
    
    The names of the text files with transcripts include the date and
    time of the note — arrange the final transcript in chronological
    order accordingly.
    
    Do not change the original thoughts — only fix obvious
    transcription errors.

    The Formatting Process

    After uploading your text files to the AI assistant, it will produce a properly formatted version. The raw transcripts typically come as flat text without paragraph breaks, but AI can divide the content into paragraphs, add structure, create headings, and apply appropriate formatting. I prefer dividing the text into paragraphs (short semantic blocks), adding proper punctuation, correcting errors, removing duplicates, and fixing incorrectly recognized words.

    The result is a well-formatted text divided into paragraphs, ready for use. I call this the “source” — the foundation upon which the next stages will be built.

    In the same chat session, you can continue uploading new notes that you create while developing your ideas. The AI will simply continue formatting them accordingly.

  • ANTIghostwriter #12: Set Up Free Local Transcription with OpenAI Whisper

    This is Lesson #12 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #11: My Morning Walk Method for Creating Raw Content


    What You’ll Learn

    Set up free, offline voice transcription using OpenAI’s Whisper model. This bonus lesson includes step-by-step installation instructions and a Python script that batch-processes your audio notes into text files automatically. Whisper works in 20+ languages with near-perfect accuracy — and it runs entirely on your computer, no internet required.

    Time to complete: ~45 minutes for initial setup (technical)


    As a bonus feature, I recommend using note transcription. Since I mentioned that I record text in audio format and then transcribe it, I suggest using the same system that I use.

    For note transcription, you need AI and the Whisper model from OpenAI, which you can download locally for free and use on your own computer. It works offline, meaning it doesn’t require an internet connection, and it recognizes multiple languages and even accents.

    Below I provide you with two resources:

    1. A prompt that helped me set up an AI model on my computer. It will guide you step by step, and you’ll end up with a model that transcribes audio files into text.
    2. A file containing a Python program that performs note transcription using the model installed with the help of the previous prompt.

    For this system to work, you need to export your audio notes to a specific folder specified in the script and then run the script. I do this every morning: I record audio notes on my computer, export them to a folder, run the script, and it transcribes the audio and places text files in txt format next to the original audio files.

    Prompt for Installing the Whisper Recognition Model from OpenAI

    Help me install the OpenAI Whisper model on my computer. First,
    guide me through gathering all the information we need to know as
    a prerequisite to installation, then do the installation itself.
    
    Do it step by step, one step at a time, so I can send you the
    result after each step.

    Transcription Script

    This is a small program that performs transcription of notes located in a specific folder.

    Important! This script is designed to work on the Windows operating system. If you have macOS, ask the AI to adapt the program to your operating system within the same chat.

    import os
    
    # Set personal cache directory (inside the user's home folder)
    os.environ['XDG_CACHE_HOME'] = os.path.expanduser(r"~\.whisper_cache")
    
    import whisper
    from pathlib import Path
    
    # Path to the folder containing your audio files
    # Replace this with the actual path to your own audio files directory.
    # This can be a local path (e.g., "C:/Users/yourname/audio") or a
    # network share like the example below.
    ROOT_DIR = Path(r"\\192.168.1.115\media\audio\notes")
    
    # Supported audio file extensions
    AUDIO_EXTENSIONS = {'.mp3', '.wav', '.m4a', '.ogg', '.webm', '.flac'}
    
    # Load the Whisper "medium" model on GPU (if available)
    # You can change "medium" to another model name like "tiny",
    # "base", "small", or "large"
    # depending on your desired balance between speed and accuracy.
    model = whisper.load_model("medium", device="cuda")
    
    # Recursively scan the folder for audio files that do not yet
    # have transcripts
    for audio_path in ROOT_DIR.rglob("*"):
        if audio_path.suffix.lower() not in AUDIO_EXTENSIONS:
            continue
    
        txt_path = audio_path.with_suffix(".txt")
    
        if txt_path.exists():
            print(f"✓ Already exists: {txt_path.name} – skipping")
            continue
    
        print(f"⏳ Transcribing: {audio_path.name}")
    
        try:
            # ✓ Automatically detects the language of the audio
            # ✓ If you know all files are in a specific language, you
            # can uncomment the next line and set the language manually
            # result = model.transcribe(str(audio_path), language="ru")
            result = model.transcribe(str(audio_path))  # automatic language detection
    
            text = result["text"]
    
            with open(txt_path, "w", encoding="utf-8") as f:
                f.write(text)
    
            print(f"✓ Saved: {txt_path.name}")
    
        except Exception as e:
            print(f"✗ Error with {audio_path.name}: {e}")
    
    input("Press Enter to exit…")
  • ANTIghostwriter #11: My Morning Walk Method for Creating Raw Content

    This is Lesson #11 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #10: Generate 50+ Content Ideas with AI in Minutes


    What You’ll Learn

    My personal method for creating raw content: the morning walk routine. Wake up, go for a walk, meditate for 15 minutes, then record voice notes for the rest. By the end of a typical walk, I have 3,000-4,000 words of authentic content. On longer weekend walks, up to 7,000. This lesson covers structuring your thoughts while speaking and why authentic raw material beats AI-generated content.

    Time to complete: ~30 minutes to try the method once


    Now that you have an idea for creating content, it’s time to dump your thoughts into notes. This is the method we discussed in lesson 8, where you use one of your tools to capture your thoughts.

    You’ll start writing an article—I won’t dictate how to do this, as it’s your personal routine and method. Personally, I use the walking method. The first thing I do after waking up and using the bathroom is go for a walk.

    My Personal Method

    I begin with a morning meditation during the first 15 minutes of my walk, which helps me set the tone for the day and fully wake up. The light cardio from walking helps my body become alert. Additionally, I make a point to observe the sunrise, allowing me to get my first sunlight exposure of the day and wake up in harmony with nature.

    During this time, my mind is clear—there’s no mental clutter yet, as I haven’t consumed any content. I can freely express my thoughts, which are typically already structured and well-formed. This is where my ideas emerge. This is my content.

    I turn on a voice recorder and dictate my stream of thoughts. By the end of the walk, I’ve generated a substantial amount of material which I later transcribe. It usually amounts to several thousand words—3-4 thousand from a single walk. On weekends when I walk longer, I can produce up to 7 thousand words.

    Why Authenticity Matters

    This brings us back to why it’s important to use AI as an editor, not as a content creator. By expressing our own thoughts, we maintain authenticity. We’re not creating content from scratch or shifting responsibility to AI. We use AI to refine our thoughts, which is what we’ll explore next.

    At this stage, you need to create original content, even if it’s rough. The language you use doesn’t matter. I create content in Russian because my Russian is more developed—I grew up with it and my vocabulary is broader. I can create beautiful speech patterns in Russian that I can’t achieve in English due to my more limited vocabulary and knowledge of the language.

    In Russian, I’ve read great writers like Dostoevsky and Tolstoy, who mastered the art of beautiful writing. Language becomes richer when reading such books. That’s why I use Russian for writing my original articles.

    Write in whatever way works best for you. If English works better, use English. It’s better to produce more content than less, because the foundation of good content is deep thinking. A deep thought can be compressed into a 280-character post, but a shallow thought cannot be expanded into a meaningful article—AI will simply invent content that may not align with your ideas.

    Content Structure Framework

    It’s beneficial to use your natural thought process and immediately structure it according to the framework you’re using. For example:

    1. Present a problem that a person experiences. Describe the situation and establish the pain point (you can slightly emphasize for impact).
    2. Briefly mention that a solution exists, making the reader aware.
    3. Delve deeper into the topic: explain why you reached this conclusion and how it helped in real life.
    4. Provide a step-by-step plan of what needs to be done to achieve similar results, or what you did.
    5. Draw a conclusion.

    This is a ready-made structure from which you can build posts and create content. The structure is refined into a polished format with the help of AI.

    Final Advice

    Create a substantial initial draft. Don’t worry if your speech is awkward, if you make mistakes, or if you repeat yourself. That’s precisely what AI is for—to eliminate repetitions, fix errors, and structure the text into a readable and easily digestible format, which we will cover in future lessons.

  • ANTIghostwriter #10: Generate 50+ Content Ideas with AI in Minutes

    This is Lesson #10 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #09: The 8-Step Content Creation Cycle Explained


    What You’ll Learn

    Never run out of content ideas again. In this lesson, you’ll learn to use your expertise and interests as endless idea sources, apply the “four eternal markets” framework (health, wealth, relationships, happiness) to make any topic resonate, learn from content you already consume, and use AI to generate 50+ ideas in minutes based on your customer avatar.

    Time to complete: ~20 minutes to generate your first batch of ideas


    Generating Content Ideas: How to Create a Never-Ending Library

    Content idea generation is a common challenge: how do you create a huge amount of content to build a library that never ends? Everyone eventually finds their own method for generating ideas, so recommendation number 1 is to create your own system that works for you. Until you develop that system, you can use the following methods.

    If you’ve chosen to pursue your interests for personal brand positioning, you shouldn’t face a deficit of ideas. Simply talk about what interests you. I chose a topic that’s broad enough—philosophy and reasoning—something I can discuss for hours every day. These naturally become my content ideas.

    Your expertise and interests are the first source of ideas. The key is to use frameworks and structure your content to make it interesting to others.

    How to Make Content Interesting

    Wrap your content in motivators that resonate with people. I recommend reading my article about the four eternal markets: health, wealth, relationships, happiness, plus the fifth, spirituality. These represent fundamental needs that humans have and always will have in our current incarnation as a species.

    Address pain points in each content element—this makes it interesting. Don’t just talk about a topic; frame it so that it impacts, for example, health. Or discuss how to approach relationships from a status perspective. The status game provides great positioning for content.

    Learn from Others

    Study the content you consume: what do you find interesting to watch or read? These are ideas you can borrow. Take an idea that a YouTuber discusses and filter it through your unique prism of knowledge, skills, and experience. This will create unique content. There may be some overlap, but the key is to capture the idea and tell it from your perspective. For someone who resonates with your voice and delivery style, your content will land better.

    You might disagree with some perspectives. One person’s ideas resonate differently with another. Do your own thing—create, adapt ideas, and combine several concepts.

    Your favorite books, podcasts, and all consumed content can be sources to extract ideas from. While reading a book, a single phrase or statistic can become the foundation for a video or article that you can elaborate on in detail and use as a content unit.

    Generating with AI

    1. Use Kortex, which has tools for generating ideas based on previously created customer avatars.
    2. Upload your reader avatar to AI, for example, in ChatGPT, press search, ask it to find acute pain points of the target audience, popular ideas, videos, and suggest material for ideas.

    These ideas can become headlines for your content units, posts, or scripts for videos.

    AI is particularly helpful if you’re experiencing writer’s block and don’t know where to start. It easily overcomes this block. Make use of it.

    At this stage, you only need one idea on which you’ll create articles and posts. Remember that this is a cyclical process. If you have several ideas at once, save them in your knowledge base and return to them in the next iteration.

  • ANTIghostwriter #09: The 8-Step Content Creation Cycle Explained

    This is Lesson #09 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #08: Three Methods to Capture Your Thoughts for Content


    What You’ll Learn

    The 8-step cyclical process you’ll repeat for every piece of content: generate ideas → dump thoughts → format notes → research → write article → create posts → build threads → (optional) add images, SEO, scheduling. This visual overview shows how all the pieces fit together. Starting next lesson, we’ll dive deep into each step.

    Time to complete: ~3 minutes to understand the cycle


    The Content Creation Cycle

    The following section outlines the core cyclical process that you’ll implement daily to build your content library. Starting with the next step, all elements will repeat in a continuous cycle:

    1. Generating ideas
    2. Offloading thoughts into notes
    3. Formatting notes
    4. Researching the idea
    5. Creating articles
    6. Creating social media posts
    7. Developing content threads
    8. Optional:
      • generating images for articles
      • adding SEO elements
      • planning future posts

    Our approach is deliberately cyclical and repetitive. The diagram below illustrates the complete cycle, which we’ll explore step by step throughout this lesson.

  • ANTIghostwriter #08: Three Methods to Capture Your Thoughts for Content

    This is Lesson #08 of the ANTIghostwriter course — a free, complete system for creating authentic content with AI assistance.

    New here? Start from the full course overview.

    Previous lesson: #07: Generate Your Writing Style Guide with Claude AI


    What You’ll Learn

    Three methods for getting ideas out of your head: handwriting (most authentic, most labor-intensive), typing (easiest to format), and audio notes (my personal favorite — I create 3,000-7,000 words during morning walks). Choose the method that fits your workflow. The goal is capturing your authentic thoughts as raw material for AI to refine.

    Time to complete: ~5 minutes to read, ongoing to practice


    Ways to Unload Your Thoughts

    Methods for getting your thoughts out of your head and onto something tangible. This is a particularly important topic for me personally, because this is where you actually need to externalize your thoughts. You’ll be creating content on various topics. We’ll discuss idea generation for these topics in later lessons. Here, I’m focusing on the actual format and methods for writing content.

    1. Handwriting

    Some people write with a pen or pencil in a notebook or on paper. For many, this is the most effective method. It’s authentic because it engages multiple senses: fine motor skills, muscle memory, visual feedback (seeing the text as you write), auditory input (hearing the pen scratch against paper), and even smell (the scent of ink). This multi-sensory engagement allows for deeper immersion in the writing process. In terms of physical sensations, it’s the most authentic way to capture thoughts. Many writers prefer this method, but it’s labor-intensive, time-consuming, and doesn’t allow for easy automation or digital processing.

    2. Typing Tools

    This includes keyboards and digital document creation tools. You might use a typewriter, laptop, computer, or software like Word, Notion, Kortex, Obsidian, or other applications where you record your thoughts digitally. It’s often better to capture thoughts this way immediately because it’s easy to format text, create lists, add headings, and highlight important words. This method is highly convenient for organization and editing.

    3. Audio Notes

    I create most of my materials using audio notes. This is an accessible option that can be combined with other activities like walking. I often develop content during walks, when my brain works at its best. I walk and dictate text into a voice recorder, then later convert it to text and format it into articles. This isn’t the simplest process, as audio notes need to be transcribed and formatted. My workflow involves recording thoughts in audio, transferring them to my computer, using an AI model to transcribe the speech into text, then using additional AI models to format the content, break it into paragraphs, and correct errors. Raw speech often contains repetitions and mistakes—AI helps remove these distracting elements.


    Choose a method that feels comfortable and suits your workflow. The goal is to produce content that will serve as a foundation for posts, articles, scripts, and other materials.