Simulator

AI & Human Creativity Horizon

5-Stage Agency Matrix Human vs AI Share
PRESET PARADIGMS
1. Seed Ideation Human Lead
Human Ratio 80%
Exploration Temp 0.9
2. Draft Expansion AI Velocity
Human Ratio 20%
Exploration Temp 0.6
3. Counter-Intuitive Search Breakthrough Leap
Human Ratio 50%
Exploration Temp 1.2
4. Aesthetic Critique Taste Curation
Human Ratio 90%
Exploration Temp 0.2
5. Final Polish & Voice Artisanal Touch
Human Ratio 70%
Exploration Temp 0.4
2D Semantic Novelty & Cliché Basin Map Preset: Adversarial Co-Creation
Cliché Basin
Human Synthesized
Move 37 Breakthrough
Avg Distance to Cliché Basin
4.82 σ
Variance / Spread
32.4
Deskilling Risk
Low (24%)
Horizon Telemetry N = 100 Iterations
Novelty Score
84.5
Homogenization Index
18.2
Human Agency Index
62.0
Breakthrough Rate
14.0%
Assessment Synthesis

High-Leverage Hybrid: Avoids statistical mediocrity while expanding exploratory search boundaries beyond conventional genre tropes.

💡 Grounded Quora Source Insights
  • AlphaGo Move 37 Principle: AI when directed into non-standard search spaces produces novel, counter-intuitive moves humans never imagined.
  • Probability Cliché Trap: LLMs default to median training data, causing artistic homogenization without active human aesthetic critique.
  • Deskilling Friction: Outsourcing seed ideation and critique erodes human artistic taste curation over time.
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