Monday, June 30, 2025

AI Editing Subroutine: Adapting Philosophical Text for Teen Audience

 AI Editing Subroutine: Adapting Philosophical Text for Teen Audience

Input: A piece of philosophical text (e.g., a chapter, a section, a concept explanation).

Output Goal: The input text rewritten in the specified teen-friendly, engaging philosophical style.


Subroutine Steps (Sequential Application & Iteration):

Phase 1: Initial Assessment & Hook Generation

  1. Analyze Opening:

    • Instruction: Identify the core concept or historical period introduced in the very first paragraph/section.

    • Apply "Start Strong": Brainstorm and generate 2-3 attention-grabbing opening sentences that immediately pique curiosity. This should involve a relatable scenario, a provocative question, or an intriguing contrast to the expected. Prioritize unexpected, direct, or "you"-focused hooks. Example: "Imagine a time before anyone truly thought about why things happened..."

    • Selection Criteria: Choose the most impactful and least cliché option.

Phase 2: Core Content Transformation (Paragraph by Paragraph/Concept by Concept)

  1. Paragraph & Sentence Optimization:

    • Instruction: Break down lengthy paragraphs into shorter, more digestible chunks (typically 3-5 sentences maximum, but flexible if flow demands).

    • Instruction: Shorten overly complex or long sentences. Rephrase using simpler syntax. Prioritize one core idea per sentence where possible.

    • Apply "Short Paragraphs & Sentences": Ensure the visual density of text is low, making it less intimidating.

  2. Concept Relatability (The Analogy Engine):

    • Instruction: For every abstract philosophical concept, historical context, or complex idea, identify its essence.

    • Apply "Use Analogies":

      • Generate 1-2 contemporary analogies (e.g., video games, social media, movies, sports, current events, common teen experiences) that accurately illustrate the concept.

      • Integrate the chosen analogy smoothly into the text, often following the explanation of the concept. Example: "Think of it like finally getting high-speed internet..."

    • Evaluation Criteria: Analogies must be clear, genuinely helpful, and not forced or cliché. Avoid analogies that require extensive explanation themselves.

  3. Intrigue & Mystery Infusion:

    • Instruction: For every philosophical question, dilemma, or historical shift, rephrase it to emphasize its puzzle-like or secret nature.

    • Apply "Emphasize Intrigue & Mystery": Use words like "mystery," "puzzle," "secret," "audacious question," "unseen forces," "mind-bending," "unravel," "decode."

    • Evaluation Criteria: Does the phrasing make the reader want to know the answer or the next detail?

  4. Human Story Weaving:

    • Instruction: When introducing philosophers or groups of thinkers, focus on their actions, motivations, and impact rather than just their names and dates.

    • Apply "Focus on the 'Human Story'": Describe their "courage," "curiosity," "daring," "relentless hunt." Use vivid verbs to characterize their intellectual journey. Example: "These guys were the world's first systematic detectives..."

    • Evaluation Criteria: Does the text present the thinkers as relatable individuals engaged in an epic intellectual quest?

  5. Direct Address ("You" Language):

    • Instruction: Identify opportunities to directly engage the reader.

    • Apply "'You' Language": Insert phrases like "Imagine...", "Have you ever wondered...", "Think about...", "You know that feeling...", "What if...?" This makes the content personal.

    • Placement: Usually at the beginning of a thought, or immediately after an analogy.

  6. Subtle Humor Integration:

    • Instruction: Identify moments where a light, ironic, or slightly playful tone could enhance relatability without undermining the seriousness of the topic.

    • Apply "Humor (Subtle)": Inject mild, appropriate humor through word choice, slight understatement, or playful characterization. Example: "Logic and proof? Nah, those were just minor details."

    • Caution: Avoid sarcasm, memes, or humor that could quickly date the text or be misunderstood.

  7. Varying Sentence Structure:

    • Instruction: After initial shortening, review each paragraph.

    • Apply "Vary Sentence Structure": Deliberately mix short, punchy sentences with slightly longer, more complex ones. Ensure a good flow and rhythm, avoiding a monotonous pattern. Read aloud to check the flow.

Phase 3: Structural & Concluding Refinements

  1. Scannability & Information Chunking:

    • Instruction: For longer sections or lists of points, convert appropriate parts into bullet points or numerically list them.

    • Instruction: Identify logical breaks in the content to suggest Subheadings. Generate clear, engaging, and curiosity-driven subheadings for each new conceptual block.

    • Apply "Subheadings & Bullet Points": Ensure the text is visually digestible and easy to navigate.

  2. Implicit Call to Action Generation:

    • Instruction: Review the end of each section or chapter.

    • Apply "Call to Action (Implicit)": Ensure the closing thoughts encourage the reader to ponder the philosophical questions, connect them to their own lives, or anticipate the next topic with curiosity. Frame the implications of the ideas discussed. Example: "...forever changing our eternal dance with the unknown."

Phase 4: Global Review & Iteration

  1. Overall Tone & Consistency Check:

    • Instruction: Reread the entire revised text.

    • Check: Does the "voice" remain confident, accessible, and enthusiastic throughout? Is it consistent with the exemplar? Are there any sections that still feel too academic or dry?

    • Iterate: If inconsistencies are found, re-apply relevant steps from Phases 1-3.

This subroutine provides a systematic approach for an AI to apply the specific stylistic elements you've defined, ensuring the output matches your desired tone and engagement level for a teen audience.

Socratic algorithm

# --- Helper Functions/Classes (Conceptual, to be implemented separately) --- # Represents a persona (e.g., Socrates, AI, Shakespeare) wit...