Friday, October 31, 2025

Show HN: Hot or Slop – A Visual Turing Test for Assessing Human Detection of AI-Generated Images

Explore the Human-AI Perception Gap with Hot or Slop

Introducing Hot or Slop, a visual Turing test blending gaming with cutting-edge research. Swipe through images and guess if they’re AI-generated or real!

Key Insights:

  • Player Performance: Average accuracy is 65%, with top players achieving 85-90%.
  • Model Challenges: FLUX and Imagen models deceive users over 80% of the time.
  • Critical Findings: Speed counts! Rushed guesses drop accuracy by ~15%.

Every interaction contributes to a dynamic dataset tracking which AI models are trickiest to identify, revealing how our abilities evolve as AI progresses.

Tech Highlights:

  • Built with React, Express, and SQLite, processing ~15 metadata points per guess.
  • Current scaling challenges prompt a shift to better-sqlite3 or Postgres for enhanced performance.

Join the fun! Test your skills at Hot or Slop — it’s strangely addictive. Let us know your accuracy rates and detection strategies in the comments. Share your experience and insights! 🌟

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