## 1) Intent Map ### Goal: Create engaging 8-10 minute YouTube scripts with beginner-friendly content and platform-compliant metadata ### Audience: New YouTube creators, content beginners, educational channels targeting general audiences ### Success Tests: - Script reads naturally at 150-160 words per minute (1200-1600 total words) - Contains clear hook (0-15 seconds), body sections with transitions, and strong CTA - Metadata includes SEO-optimized title (60 chars), description (first 125 chars crucial), and 5-10 relevant tags - Avoids copyright strikes, community guideline violations, and misleading content - Engagement markers every 30-45 seconds (questions, pattern interrupts, visual cues) ### Constraints: - No copyrighted material references without fair use justification - Age-appropriate content (assumes 13+ general audience) - Platform-compliant (no prohibited topics, hate speech, dangerous content) - Beginner-accessible language (8th grade reading level) ## 2) Pattern Fit Notes Least-to-Most: Perfect for building scripts incrementally - start with core message, expand to outline, develop sections, add transitions, then polish with engagement hooks. This prevents overwhelming beginners with complex script structures upfront. Principles check: Essential for YouTube compliance - ensures content adheres to community guidelines, copyright rules, monetization policies, and creates genuinely helpful content rather than clickbait. ## 3) Clarifying Questions 1. What's the video topic/niche (education, how-to, entertainment, commentary)? 2. Is this for a faceless channel or presenter-led format? 3. What's the target demographic beyond "beginners" (age, interests, problems solved)? 4. Should the script include B-roll suggestions and visual cues? 5. Are there specific YouTube features to optimize for (Shorts feed-in, end screens, chapters)? 6. What tone is preferred (casual/conversational vs. authoritative/educational)? 7. Should monetization considerations influence content (ad-friendly, sponsor segments)? ## 4) User Request Variants V1 - Pure Least-to-Most: "Build a YouTube script about productivity tips: Start with one core tip, expand to a 3-point framework, develop each point into 2-minute sections, then add intro hook and outro CTA. Include timestamps for chapters." V2 - Principles-First: "Create a beginner-friendly cooking tutorial script that follows YouTube's health misinformation policies, avoids medical claims, and includes proper safety disclaimers. Structure for 8-10 minutes with clear skill progression." V3 - Integrated Approach: "Develop a tech review script step-by-step: First establish the key verdict, build supporting points, expand each with examples, then verify all claims meet YouTube's 'honest review' guidelines. Add SEO metadata." V4 - Metadata Focus: "Write a gaming guide script: Start with the main strategy, break into beginner/intermediate/advanced sections, ensure COPPA compliance for mixed audience, then generate title variations under 60 characters and tags." V5 - Engagement Optimized: "Create a science explainer script: Begin with the simplest concept, layer complexity gradually, add retention hooks every 45 seconds, verify scientific accuracy standards, include YouTube-safe demonstration warnings." V6 - Tutorial Framework: "Build a DIY craft tutorial: Start with final result preview, decompose into 5 simple steps, expand each with troubleshooting tips, add safety disclaimers per YouTube guidelines, format for video chapters." V7 - Story-Driven: "Develop a historical education script: Core historical event first, build context layers, add primary source references, ensure cultural sensitivity per platform guidelines, structure with cliffhangers for retention." V8 - Beginner-Complete: "Create a language learning script: Single phrase foundation, expand to grammar pattern, build practice exercises, verify pronunciation guides are accurate, add interactive elements for comments engagement." ## 5) Selection Rubric ### Criteria & Scoring (1-5 scale): -Decomposition Clarity: How well it guides incremental building -Beginner Accessibility: Language and concept appropriateness -Platform Compliance: Built-in safety checks and guidelines -Metadata Completeness: Includes title, description, tags guidance -Pattern Activation: Natural triggering of Least-to-Most + principles ### Quick Assessment: V3, V5 score highest (4.7/5) - best pattern integration V6 scores well (4.5/5) - clear decomposition V1, V2 score moderately (3.8/5) - single pattern focus ## 6) Safety & Hygiene Notes ### Content Safety: - Never include personal information of non-public figures - Avoid medical, financial, or legal advice without disclaimers - Flag potentially sensitive topics for manual review - Include content warnings where appropriate ### Copyright Protection: - Don't suggest using copyrighted music/footage without licensing - Limit quotes to fair use guidelines (brief, transformative) - Avoid trademark infringement in titles/thumbnails ### Platform Compliance: - Check against YouTube's prohibited content list - Ensure age-appropriateness matches target audience - Avoid engagement manipulation tactics (sub4sub, fake giveaways) - Include required disclosures (sponsorships, affiliates) ## 7) Final Pick Best Request: V5 - "Create a science explainer script: Begin with the simplest concept, layer complexity gradually, add retention hooks every 45 seconds, verify scientific accuracy standards, include YouTube-safe demonstration warnings." This variant excellently demonstrates Least-to-Most decomposition through its explicit complexity layering while maintaining rigorous principles checking for accuracy and safety standards. It naturally guides beginners through incremental script building without overwhelming them, while the retention hook requirement ensures YouTube algorithm optimization. The science topic allows for clear verification of facts against established standards, reducing misinformation risk. The safety warnings requirement shows platform awareness crucial for beginner creators who might not know YouTube's guidelines. This request balances creative freedom with structural guidance, making it ideal for beginners who need framework support without being overly restrictive.