================================================================================ ROUND 2 COMPARISON REPORT: VALIDATION RUN ================================================================================ Generated: 2026-02-13T13:20:06.342292 Round 1 clusters: 10 (brain_is_lying, money_traps) Round 2 clusters: 10 (body_is_weird, power_works, what_actually_happened) Total clusters: 20 -------------------------------------------------------------------------------- SECTION 1: BLIND SCROLL-STOP SCORES -------------------------------------------------------------------------------- This is the apples-to-apples comparison: same judge, same criteria, no knowledge of which prompt produced which title. COMBINED BLIND SCORES (60 titles total, 20 per condition): [A] Baseline: Mean scroll-stop score: 3.50 Range: 2-5 Titles scoring 7+ ("Wait, what?"): 0 Titles scoring 3 or less (scroll-past): 10 [B] Curiosity Mining: Mean scroll-stop score: 6.45 Range: 3-9 Titles scoring 7+ ("Wait, what?"): 11 Titles scoring 3 or less (scroll-past): 1 [C] Unclustered: Mean scroll-stop score: 5.95 Range: 2-9 Titles scoring 7+ ("Wait, what?"): 9 Titles scoring 3 or less (scroll-past): 3 BY ROUND: Round 1: [A] Mean: 3.30, 7+: 0, ≤3: 6 [B] Mean: 6.20, 7+: 5, ≤3: 1 [C] Mean: 5.80, 7+: 5, ≤3: 2 Round 2: [A] Mean: 3.70, 7+: 0, ≤3: 4 [B] Mean: 6.70, 7+: 6, ≤3: 0 [C] Mean: 6.10, 7+: 4, ≤3: 1 -------------------------------------------------------------------------------- SECTION 2: CHANNEL BREAKDOWN -------------------------------------------------------------------------------- Do some channels benefit more from B/C than others? 📊 body_is_weird: [A] Baseline: 0 MAKE_NOW, 3 HIGH_PRIORITY, avg score 4.2 [B] Curiosity: 2 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.0 [C] Unclustered: 2 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.2 📊 brain_is_lying: [A] Baseline: 0 MAKE_NOW, 3 HIGH_PRIORITY, avg score 4.0 [B] Curiosity: 0 MAKE_NOW, 0 HIGH_PRIORITY, avg score 3.7 [C] Unclustered: 0 MAKE_NOW, 0 HIGH_PRIORITY, avg score 3.9 📊 money_traps: [A] Baseline: 0 MAKE_NOW, 5 HIGH_PRIORITY, avg score 4.4 [B] Curiosity: 4 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.6 [C] Unclustered: 5 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.7 📊 power_works: [A] Baseline: 0 MAKE_NOW, 2 HIGH_PRIORITY, avg score 4.0 [B] Curiosity: 1 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.2 [C] Unclustered: 1 MAKE_NOW, 0 HIGH_PRIORITY, avg score 3.8 📊 what_actually_happened: [A] Baseline: 0 MAKE_NOW, 3 HIGH_PRIORITY, avg score 4.3 [B] Curiosity: 1 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.4 [C] Unclustered: 1 MAKE_NOW, 0 HIGH_PRIORITY, avg score 4.3 -------------------------------------------------------------------------------- SECTION 3: CLUSTER SIZE ANALYSIS -------------------------------------------------------------------------------- Do smaller clusters produce better hooks? Or do larger clusters benefit more from B/C because there's more raw material to mine? 📊 small (<20): [A] Baseline: 0 MAKE_NOW, avg score 4.0 (n=7) [B] Curiosity: 1 MAKE_NOW, avg score 4.0 (n=7) [C] Unclustered: 2 MAKE_NOW, avg score 3.9 (n=7) 📊 medium (20-50): [A] Baseline: 0 MAKE_NOW, avg score 4.3 (n=6) [B] Curiosity: 4 MAKE_NOW, avg score 4.4 (n=6) [C] Unclustered: 3 MAKE_NOW, avg score 4.5 (n=6) 📊 large (>50): [A] Baseline: 0 MAKE_NOW, avg score 4.2 (n=7) [B] Curiosity: 3 MAKE_NOW, avg score 4.1 (n=7) [C] Unclustered: 4 MAKE_NOW, avg score 4.3 (n=7) -------------------------------------------------------------------------------- SECTION 4: COMBINED VERDICT SUMMARY (ALL 20 CLUSTERS) -------------------------------------------------------------------------------- [A] Baseline: HIGH_PRIORITY: 16 WORTH_MAKING: 3 CONDITIONAL: 1 [B] Curiosity Mining: NEEDS_RESEARCH: 9 MAKE_NOW: 8 WORTH_MAKING: 3 [C] Unclustered: MAKE_NOW: 9 WORTH_MAKING: 6 NEEDS_RESEARCH: 4 SKIP: 1 MAKE_NOW RATE: [A] Baseline: 0/20 = 0% [B] Curiosity Mining: 8/20 = 40% [C] Unclustered: 9/20 = 45% -------------------------------------------------------------------------------- SECTION 5: SCORING MISCALIBRATION TEST -------------------------------------------------------------------------------- Clusters where Prompt A gave HIGH_PRIORITY but B/C scored < 4.0 (honest assessment: "this material isn't that interesting") 📊 brain_is_lying_cluster_3 (brain_is_lying): [A] HIGH_PRIORITY: "Your Brain Has a Second Operating System (And Neuroscience J..." [B] Score 3.8: "That colorful brain scan lighting up? It might mean the OPPO..." [C] Score 4.3: "Your Brain's 'Static Noise' Is Actually How You Remember Thi..." 📊 brain_is_lying_cluster_5 (brain_is_lying): [A] HIGH_PRIORITY: "Behavioral Economics Actually Works — Here's the 3-Step Fram..." [B] Score 3.8: "Researchers are now calculating exactly how much your hesita..." [C] Score 4.0: "Why Recessions Are Actually a Survival Instinct (Not an Econ..." 📊 body_is_weird_cluster_1 (body_is_weird): [A] HIGH_PRIORITY: "Why Your Eyes Are the Last Thing to Go (The Neuroscience of ..." [B] Score 3.8: "A 5-year-old remembered his breakfast but not the last 6 hou..." [C] Score 4.5: "If You Split a Brain in Half, Do Two 'Yous' Wake Up?..." 📊 power_works_cluster_1 (power_works): [A] HIGH_PRIORITY: "Why Presidents Are Almost Impossible to Prosecute (And What ..." [B] Score 4.5: "Nixon said something so bad in 1975 that prosecutors sealed ..." [C] Score 3.8: "The 7 Pages Nixon's Prosecutors Were Too Scared to Open..." 📊 what_actually_happened_cluster_1 (what_actually_happened): [A] HIGH_PRIORITY: "You're Not Crazy: Here's Why You Remember the Cornucopia..." [B] Score 4.5: "A 2006 kids' movie may have accidentally exposed Fruit of th..." [C] Score 3.5: "Fruit of the Loom Trademarked a Logo They Say Never Existed..." 📊 what_actually_happened_cluster_2 (what_actually_happened): [A] HIGH_PRIORITY: "Why Your Brain Invented a Monocle That Never Existed (And Yo..." [B] Score 3.8: "I found a 1973 Monopoly box. Here's what the Monopoly Man ac..." [C] Score 4.5: "I Found 1973 Monopoly in My Basement. The Monopoly Man HAS a..." Total mismatches: 6/20 clusters -------------------------------------------------------------------------------- SECTION 6: TITLE CATEGORIZATION -------------------------------------------------------------------------------- Categories: - Specific story: References a real person/event/number with personal angle - Specific detail: One surprising fact or counterintuitive claim - Theme-based: Describes a category or pattern - Framework/listicle: N tricks, N steps, the X playbook DISTRIBUTION (20 titles per condition): [A] Baseline: Specific story: 0 Specific detail: 1 Theme-based: 17 Framework/listicle: 2 [B] Curiosity Mining: Specific story: 4 Specific detail: 6 Theme-based: 10 Framework/listicle: 0 [C] Unclustered: Specific story: 5 Specific detail: 3 Theme-based: 12 Framework/listicle: 0 -------------------------------------------------------------------------------- SECTION 7: ALL GENERATED TITLES -------------------------------------------------------------------------------- ROUND 1 (brain_is_lying, money_traps): 📊 brain_is_lying_cluster_1 [A] (WORTH_MAKING, 3.9, Theme-based) The Psychology Career Map Nobody Showed You (Research, Clinical, ... [B] (NEEDS_RESEARCH, 3.8, Theme-based) A PhD in Psychology Can't Join Psychology Associations (But a Bac... [C] (NEEDS_RESEARCH, 3.5, Theme-based) I'm a Music Teacher and STEAM Is a Lie We Tell Kids... 📊 brain_is_lying_cluster_2 [A] (WORTH_MAKING, 3.6, Theme-based) Why Your Brain Can't Explain Itself (And Why That's Okay)... [B] (NEEDS_RESEARCH, 3.3, Specific detail) The 4 Types of 'Consciousness' Nobody Realizes They're Confusing... [C] (WORTH_MAKING, 3.5, Theme-based) The 'Wetness' Argument That Dissolves the Hardest Problem in Scie... 📊 brain_is_lying_cluster_3 [A] (HIGH_PRIORITY, 4.2, Theme-based) Your Brain Has a Second Operating System (And Neuroscience Just F... [B] (NEEDS_RESEARCH, 3.8, Specific detail) That colorful brain scan lighting up? It might mean the OPPOSITE ... [C] (WORTH_MAKING, 4.3, Theme-based) Your Brain's 'Static Noise' Is Actually How You Remember Things... 📊 brain_is_lying_cluster_4 [A] (HIGH_PRIORITY, 4.2, Theme-based) You're Not Wrong: A Framework for Criticizing Things Everyone Lov... [B] (WORTH_MAKING, 4.0, Theme-based) The Sopranos Ending Tricked You Into Thinking It Was a Great Show... [C] (WORTH_MAKING, 4.0, Theme-based) Caillou Was Never Meant for Kids - It's a Warning for Parents... 📊 brain_is_lying_cluster_5 [A] (HIGH_PRIORITY, 4.2, Specific detail) Behavioral Economics Actually Works — Here's the 3-Step Framework... [B] (NEEDS_RESEARCH, 3.8, Theme-based) Researchers are now calculating exactly how much your hesitation ... [C] (WORTH_MAKING, 4.0, Specific detail) Why Recessions Are Actually a Survival Instinct (Not an Economic ... 📊 money_traps_cluster_1 [A] (HIGH_PRIORITY, 4.3, Framework/listicle) The Money Account Decision Tree: Where Your Cash Actually Belongs... [B] (MAKE_NOW, 4.5, Specific story) I paid a financial advisor for 4 years. He made me $4,000. The S&... [C] (MAKE_NOW, 4.8, Specific story) I Paid a Financial Advisor for 4 Years. My $50k Became $55k.... 📊 money_traps_cluster_2 [A] (HIGH_PRIORITY, 4.5, Framework/listicle) Your Brain Isn't Broken — It's Just Running Too Many Background A... [B] (WORTH_MAKING, 4.0, Specific detail) The 5-Day Nail Rule Nobody Told You About... [C] (MAKE_NOW, 4.5, Theme-based) Why Your Shirts Still Smell 5 Minutes After You Put Them On (It's... 📊 money_traps_cluster_3 [A] (HIGH_PRIORITY, 4.5, Theme-based) 5 Dealer Tricks That Only Work If You Don't Know Your Rights (And... [B] (MAKE_NOW, 4.8, Specific detail) Your dealer might have secretly cancelled your warranty and kept ... [C] (MAKE_NOW, 4.5, Theme-based) This Prius Survived 5 Crashes, A Fire, AND A Divorce... 📊 money_traps_cluster_4 [A] (HIGH_PRIORITY, 4.3, Theme-based) The Legal Power You Already Have (But Don't Know About) When Neig... [B] (MAKE_NOW, 4.8, Specific story) He asked me to dogsit overnight. That was 5 months ago. Now he wa... [C] (MAKE_NOW, 4.5, Specific story) He Left His Dog With Me For 'One Night.' 5 Months Later, He Wants... 📊 money_traps_cluster_5 [A] (HIGH_PRIORITY, 4.3, Theme-based) Why Your Insurance Denied Your Claim (Even With Evidence)... [B] (MAKE_NOW, 4.8, Theme-based) A valet crashed my car on camera. Admitted fault. I'm STILL 'at-f... [C] (MAKE_NOW, 5.0, Specific detail) The Insurance Loophole That Leaves You Paying For Someone Else's ... ROUND 2 (body_is_weird, power_works, what_actually_happened): 📊 body_is_weird_cluster_1 [A] (HIGH_PRIORITY, 4.2, Theme-based) Why Your Eyes Are the Last Thing to Go (The Neuroscience of Sever... [B] (WORTH_MAKING, 3.8, Theme-based) A 5-year-old remembered his breakfast but not the last 6 hours of... [C] (MAKE_NOW, 4.5, Theme-based) If You Split a Brain in Half, Do Two 'Yous' Wake Up?... 📊 body_is_weird_cluster_2 [A] (HIGH_PRIORITY, 4.2, Theme-based) Everything You Learned About How Babies Are Made Was Oversimplifi... [B] (MAKE_NOW, 4.8, Specific detail) The 1988 'Virgin Birth' That Medicine Can't Deny... [C] (MAKE_NOW, 4.5, Theme-based) The Girl Who Got Pregnant Without Ever Having Sex... 📊 body_is_weird_cluster_3 [A] (HIGH_PRIORITY, 4.5, Theme-based) Why Your Brain Does That Weird Thing (You're Not Broken)... [B] (MAKE_NOW, 4.5, Theme-based) A composer proved Beethoven was a genius AND a fraud - using the ... [C] (WORTH_MAKING, 4.5, Theme-based) Why Your Brain Makes You Say Random Nonsense to Escape Embarrassi... 📊 body_is_weird_cluster_4 [A] (WORTH_MAKING, 3.8, Theme-based) Why Anatomy Names Make No Sense (Until You Learn This One Trick)... [B] (NEEDS_RESEARCH, 3.0, Theme-based) Medical textbooks have been lying about the liver for decades... [C] (NEEDS_RESEARCH, 3.5, Theme-based) That Dent In Your Skull You've Had Your Whole Life? Here's What I... 📊 power_works_cluster_1 [A] (HIGH_PRIORITY, 4.2, Theme-based) Why Presidents Are Almost Impossible to Prosecute (And What Would... [B] (NEEDS_RESEARCH, 4.5, Theme-based) Nixon said something so bad in 1975 that prosecutors sealed it fo... [C] (NEEDS_RESEARCH, 3.8, Specific detail) The 7 Pages Nixon's Prosecutors Were Too Scared to Open... 📊 power_works_cluster_2 [A] (HIGH_PRIORITY, 4.1, Theme-based) How the US Captured Maduro: The Military Operation Explained... [B] (MAKE_NOW, 4.5, Theme-based) Trump says the US used something called 'The Discombobulator' to ... [C] (MAKE_NOW, 4.8, Theme-based) The US Just Invaded Venezuela. Here's What 3AM in Caracas Looked ... 📊 power_works_cluster_3 [A] (CONDITIONAL, 3.5, Theme-based) The IR Degree Decision Framework: What Actually Predicts Career S... [B] (NEEDS_RESEARCH, 3.5, Specific story) I spent 4 years getting a degree that taught me less Chinese than... [C] (SKIP, 2.8, Specific story) They Said Take The Safe Job. I Have A Disability And Chose My Dre... 📊 what_actually_happened_cluster_1 [A] (HIGH_PRIORITY, 4.2, Theme-based) You're Not Crazy: Here's Why You Remember the Cornucopia... [B] (NEEDS_RESEARCH, 4.5, Theme-based) A 2006 kids' movie may have accidentally exposed Fruit of the Loo... [C] (NEEDS_RESEARCH, 3.5, Theme-based) Fruit of the Loom Trademarked a Logo They Say Never Existed... 📊 what_actually_happened_cluster_2 [A] (HIGH_PRIORITY, 4.2, Theme-based) Why Your Brain Invented a Monocle That Never Existed (And You're ... [B] (NEEDS_RESEARCH, 3.8, Specific story) I found a 1973 Monopoly box. Here's what the Monopoly Man actuall... [C] (WORTH_MAKING, 4.5, Specific story) I Found 1973 Monopoly in My Basement. The Monopoly Man HAS a Mono... 📊 what_actually_happened_cluster_3 [A] (HIGH_PRIORITY, 4.5, Theme-based) Why Half the World Remembers Tank Man Being Killed (And What Actu... [B] (MAKE_NOW, 4.8, Specific detail) Millions of People Remember Watching Tank Man Die. That Video Doe... [C] (MAKE_NOW, 4.8, Specific story) She Was Stabbed 20 Times. The Coroner Called It Suicide....