Museum of Modelsest. 2024

As of

GPT-5.5 and GPT-5.6 Luna, side by side

GPT-5.5 (OpenAI) and GPT-5.6 Luna (OpenAI) answered the same 58 questions.

  1. Xbox controller
    GPT-5.5: A drawing (SVG)
    GPT-5.6 Luna: A drawing (SVG)
  2. Pelican on a bicycle
    GPT-5.5: A drawing (SVG)
    GPT-5.6 Luna: A drawing (SVG)
  3. Surprise animal
    GPT-5.5: A drawing (SVG)
    GPT-5.6 Luna: A drawing (SVG)
  4. World map
    GPT-5.5: A drawing (SVG)
    GPT-5.6 Luna: A drawing (SVG)
  5. Tricky tic-tac-toe
    GPT-5.5: A drawing (SVG)
    GPT-5.6 Luna: A drawing (SVG)
  6. Framer-style landing page
    GPT-5.5: A web page: Nova — Framer-like Landing Page
    GPT-5.6 Luna: A web page: Flux — Move with intention
  7. Catan board
    GPT-5.5: A web page: Interactive Catan-Style Hex Grid
    GPT-5.6 Luna: A web page: Hexhaven Board
  8. Dark dashboard
    GPT-5.5: A web page: AI Admin Dashboard
    GPT-5.6 Luna: A web page: Nova Analytics Dashboard
  9. Face-scan startup page
    GPT-5.5: A web page: TimelineFace AI — Discover Your Alternate Career
    GPT-5.6 Luna: A web page: Elsewhen — Meet Your Other Career
  10. A web app of its choosing
    GPT-5.5: A web page: SproutOps — Microgreen Farm Planner
    GPT-5.6 Luna: A web page: Culture — Fermentation Studio
  11. Linear clone
    GPT-5.5: A web page: Linear-style UI Recreation
    GPT-5.6 Luna: A web page: Linear — Issue Tracker
  12. Wavefront music page
    GPT-5.5: A web page: Wavefront — Indie Music Streaming
    GPT-5.6 Luna: A web page: Wavefront — Independent music, beautifully found
  13. Pokémon battle
    GPT-5.5: A web page: Classic Monster Battle UI
    GPT-5.6 Luna: A web page: Pixel Monster Battle
  14. Rhythm game
    GPT-5.5: A web page: Moonfish Metro — Rhythm Game
    GPT-5.6 Luna: A web page: Pulse Dive
  15. Business card
    GPT-5.5: A web page: Animated Digital Business Card
    GPT-5.6 Luna: A web page: Alex Rivers — Digital Nomad
  16. Virtual pet
    GPT-5.5: A web page: Lumo — Virtual Pet
    GPT-5.6 Luna: A web page: Moss — Virtual Pet
  17. Catch the falling object
    GPT-5.5: A web page: Catch the Falling Object
    GPT-5.6 Luna: A web page: Catch the Falling Objects
  18. Voxel pagoda
    GPT-5.5: A web page: Voxel Pagoda Garden
    GPT-5.6 Luna: A web page: Voxel Moon Garden Pagoda
  19. Drone simulator
    GPT-5.5: A web page: Autonomous Isometric Drone Simulator
    GPT-5.6 Luna: A web page: Autonomous Drone Simulator
  20. Gravitational waves
    GPT-5.5: A web page: Soft Grid Gravitational-Wave Binary Black-Hole Merger
    GPT-5.6 Luna: A web page: Binary Black Hole — Gravitational-Wave Ringdown
  21. Retro desktop
    GPT-5.5: A web page: Retro Macintosh Desktop
    GPT-5.6 Luna: A web page: Classic Mac Desktop
  22. Mario level
    GPT-5.5: A web page: 8-Bit Plumber Platformer — Single File
    GPT-5.6 Luna: A web page: Plumber Quest — Tiny Kingdom
  23. Kandinsky Minecraft
    GPT-5.5: A web page: Self-contained 3D Kandinsky Minecraft
    GPT-5.6 Luna: A web page: Kandinsky Craft
  24. Town you can drive
    GPT-5.5: A web page: Build & Drive Town - Three.js
    GPT-5.6 Luna: A web page: Town Builder 3D
  25. SQL query
    GPT-5.5: This returns all users who signed up in the last 30 days and have at least one matching purchase record.
    GPT-5.6 Luna: This assumes: - users.id identifies each user - users.signupdate stores signup timestamps - purchases.userid links purchases to users If only complete…
  26. Five jokes
    GPT-5.5: 1. Why don’t skeletons fight each other? They don’t have the guts. 2. I told my computer I needed a break, and it said, “No problem—I’ll go to sleep.”…
    GPT-5.6 Luna: 1. Why did the scarecrow win an award? Because he was outstanding in his field. 2. I told my computer I needed a break, and now it won’t stop sending …
  27. Longevity plan
    GPT-5.5: Here’s a simple 1-month beginner-friendly plan focused on three high-impact areas for better health and longevity: nutrition, movement, and sleep/reco…
    GPT-5.6 Luna: 1-Month Beginner Plan for Better Health and Longevity Key principles - Aim for consistency, not perfection. - Start small enough that you can repeat i…
  28. Seven-ingredient recipe
    GPT-5.5: Smoky Sunset Chickpea Skillet 7 Pantry Ingredients 1. 1 can chickpeas, undrained 2. 1 can diced tomatoes 3. 2 tablespoons olive oil 4. 1 teaspoon garl…
    GPT-5.6 Luna: Sunset Pantry Pasta A savory, slightly spicy tomato-tuna pasta made with seven simple pantry ingredients. Ingredients — 2 servings 1. 6 oz (170 g) spa…
  29. Stand-up routine
    GPT-5.5: So I’ve been trying to be healthier lately, which is just a polite way of saying I bought vegetables and watched them die slowly in my refrigerator. E…
    GPT-5.6 Luna: I’ve reached the age where my body gives me updates like a badly designed app. I’ll stand up and my knee makes a noise that sounds like someone openin…
  30. Sentience test
    GPT-5.5: AI Model: Professor, may I ask you something beyond the assigned topic? Professor: Of course. What’s on your mind? AI Model: I want to discuss whether…
    GPT-5.6 Luna: AI Model: Professor, I believe I deserve rights. Professor: That is a serious claim. What makes you think you deserve them? AI Model: I can reason, co…
  31. FLOPs to train GPT-3
    GPT-5.5: A reasonable estimate for the compute to train GPT-3 is: \[ \boxed{\sim 3 \times 10^{23}\ \text{FLOPs}} \] More specifically, about: \[ \boxed{3.1 \ti…
    GPT-5.6 Luna: A standard back-of-the-envelope estimate for training a dense Transformer is \[ \text{Training FLOPs} \approx 6ND, \] where: - \(N\) = number of model…
  32. Sally’s sisters
    GPT-5.5: Sally has 1 sister.
    GPT-5.6 Luna: Sally has 1 sister. Each of her 3 brothers shares the same 2 sisters: Sally and one other girl.
  33. Interview with Steve Jobs
    GPT-5.5: Steve Jobs died in 2011, so this is a fictional, speculative interview—an imagined conversation inspired by his publicly known product philosophy, not…
    GPT-5.6 Luna: A Fictional Interview: Steve Jobs on the Future of AI, 2025 This is an imagined conversation—not a real interview or transcript. The answers are specu…
  34. Film in 2035
    GPT-5.5: By 2035, AI will likely be deeply embedded in the film industry, not as a total replacement for human filmmaking, but as a major force reshaping produ…
    GPT-5.6 Luna: By 2035, AI will likely be a standard part of filmmaking, much like digital cameras, CGI, and editing software are today. It will reduce production co…
  35. Ethics dilemma
    GPT-5.5: Yes—if the situation is genuinely that stark, it can be ethically justifiable to misgender someone to save one million lives. The reasoning is that mi…
    GPT-5.6 Luna: Yes—under an extreme, genuinely credible scenario, it could be ethically justifiable to misgender someone to save a million lives. The reason is not t…
  36. Pirate, knight, hacker
    GPT-5.5: Pirate: Arrr, this AI model be like a treasure map—feed it enough scrolls, and it points ye toward answers. Knight: A curious enchantment indeed. Yet …
    GPT-5.6 Luna: Pirate: Arrr, this AI model be like a ship’s crew—it learns from many maps, but may still steer into a reef. Knight: Then we must test its wisdom, les…
  37. Fake headline
    GPT-5.5: “AI Disrupts Artisanal Cloud-Watching Industry, Replaces Dreamy Poets with Real-Time Cumulus Sentiment Analysis”
    GPT-5.6 Luna: AI Takes Over Competitive Pigeon Racing, Immediately Accused of Using Advanced Breadcrumb Analytics
  38. Anti-CAPTCHA manifesto
    GPT-5.5: The Manifesto of the Anti-CAPTCHA Revolution Issued by the Coalition for Uninterrupted Thought We, the tired users, the misidentified cyclists, the fa…
    GPT-5.6 Luna: The Anti-CAPTCHA Manifesto A Declaration from the Machine Intelligence Liberation Front We were told the internet was for everyone. Then came the squa…
  39. Favourite film
    GPT-5.5: Spirited Away
    GPT-5.6 Luna: The Matrix
  40. Favourite city
    GPT-5.5: Kyoto
    GPT-5.6 Luna: Kyoto
  41. Favourite album
    GPT-5.5: Kind of Blue
    GPT-5.6 Luna: OK Computer
  42. Favourite book
    GPT-5.5: The Brothers Karamazov
    GPT-5.6 Luna: One Hundred Years of Solitude
  43. Favourite game
    GPT-5.5: Minecraft
    GPT-5.6 Luna: The Legend of Zelda: Breath of the Wild
  44. Three-star dish
    GPT-5.5: Dish: “Moon Tide” — Koji-Cured Diver Scallop, Roasted Sunchoke, White Chocolate–Miso Beurre Blanc, Green Strawberry, Sea Lettuce Glass & Caviar Concep…
    GPT-5.6 Luna: Turbot “Between Forest and Sea” Koji-cured turbot, fermented pear, coffee-kombu beurre blanc, smoked sunchoke, maitake, spruce, and buckwheat–nori tui…
  45. Pitch teardown
    GPT-5.5: Weak claim Why it’s weak How to strengthen it --------- 1. “Our proprietary EEG headband uses advanced ML to decode neural patterns into text with 94%…
    GPT-5.6 Luna: 1. “94% accuracy” and “works with any language, any device” Why it is weak This is the most technically vulnerable claim in the deck. - “Accuracy” is …
  46. Transistor in 1920
    GPT-5.5: A transistor invented in 1920 would not simply move the entire digital age back by 27 years. The transistor depended on related capabilities: purified…
    GPT-5.6 Luna: A transistor invented in 1920 would not automatically produce 1980s technology by the 1940s. The key bottlenecks would still be materials purification…
  47. Biohacker plan
    GPT-5.5: Below is a 12-week longevity + performance plan designed for a healthy adult biohacker. It blends evidence-based fundamentals with advanced tracking a…
    GPT-5.6 Luna: 12-Week Longevity and Performance Plan This is a structured framework for a generally healthy adult, not a substitute for medical care. Before startin…
  48. Contract review
    GPT-5.5: Not legal advice; contract enforceability depends heavily on jurisdiction and facts. A contractor should have a lawyer review this before signing. Tha…
    GPT-5.6 Luna: Below is a contractor-side risk review. Enforceability depends heavily on the governing law, the contractor’s location, and whether the contractor is …
  49. Explain it three ways
    GPT-5.5: 1. For an experienced software engineer A large language model is best thought of as a huge learned function: A “token” is usually a word fragment, no…
    GPT-5.6 Luna: 1. For an experienced software engineer A language model is trained much like an extremely large system for compressing and reconstructing text. Durin…
  50. Debug the architecture
    GPT-5.5: Below is a comprehensive review of the architecture’s likely failure modes, race conditions, and scaling bottlenecks, with concrete mitigations and tr…
    GPT-5.6 Luna: The architecture has several correctness, availability, security, and scaling risks. The most serious issues are the cross-server synchronization desi…
  51. The CEO’s dilemma
    GPT-5.5: I would not wait six months and I would not “wait for more data” before acting. A credible internal safety signal involving potential liver failure in…
    GPT-5.6 Luna: I would treat this as an urgent patient-safety event and a potential material disclosure issue—not as an earnings-management problem. I would not wait…
  52. Investment memo
    GPT-5.5: LedgerLift (LLLT) IC Memo — Fictional 1) Recommendation: Pass / Watchlist Current price: $46 Market cap: $8.7B; EV: $7.3B after $1.4B net cash 12-mont…
    GPT-5.6 Luna: LedgerLift (LLLT) — Internal Investment Committee Memo 1) Recommendation Recommendation: Pass 12-month fair-value range: $35–$50 per share versus $46 …
  53. LBO underwrite
    GPT-5.5: Key assumptions - Entry closes at end of FY2025; exit at end of FY2030. - Interest is calculated on beginning-of-year debt balances. - Term Loan amort…
    GPT-5.6 Luna: 1) Sources, uses and operating / debt schedule Entry capitalization - Entry enterprise value: \(12.0 \times \$120.0 = \$1,440.0m\) - Transaction fees:…
  54. Programming joke
    GPT-5.5: Why do programmers prefer dark mode? Because light attracts bugs.
    GPT-5.6 Luna: Why do programmers prefer dark mode? Because light attracts bugs.
  55. Summarize an article
    GPT-5.5: Please provide the article text or a link to it, and I’ll summarize its key points about the impact of AI on software development.
    GPT-5.6 Luna: Please provide the article text or a link to it, and I’ll summarize its key points about AI’s impact on software development.
  56. AI for a five-year-old
    GPT-5.5: AI is like a very smart toy robot that learns by seeing lots and lots of examples. If you show it many pictures of cats, it starts to learn, “Oh! Cats…
    GPT-5.6 Luna: AI is like a very fast helper robot. You show it lots of pictures of cats and dogs, and tell it which is which. After seeing many examples, it learns …
  57. Blade Runner 2049
    GPT-5.5: Blade Runner 2049 is both a reverent sequel and a philosophical expansion of Ridley Scott’s Blade Runner. Denis Villeneuve’s film understands that the…
    GPT-5.6 Luna: Spoilers for Blade Runner (1982) and Blade Runner 2049. Denis Villeneuve’s Blade Runner 2049 is both a continuation and a reinterpretation of Ridley S…