Home▸Cognitive Science▸AGI Scaling Laws & Emergent Capabilities Simulator

🧠 AGI Scaling Laws & Emergent Capabilities Simulator

Scale a neural network from GPT-1 to speculative AGI-level compute. Watch scaling laws predict loss, emergent capabilities unlock at compute thresholds, and compare transformer scaling against a neuro-symbolic world-model architecture.

Cognitive Science3DModerate60 FPS

⚙ Under the hood

Scale a neural network from GPT-1-era compute to speculative AGI-level training budgets. Watch the Kaplan scaling law predict loss, emergent capabilities unlock at compute thresholds, and compare pure transformer scaling against a neuro-symbolic world-model architecture.

Three.jsAGIscaling lawsemergent capabilitiesneural networkAI alignment

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install