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  5. Scaling Laws
Core Concepts

Scaling Laws

Scaling laws are empirical relationships between model performance and factors such as compute, data, and parameter count.

Ask Melo about this← all terms

Researchers fit trends across controlled training runs and use them to reason about resource allocation or expected loss. The relationships apply within observed regimes and can change with architecture, data quality, or evaluation.

Related terms

Multimodal ModelEmergent CapabilityArtificial General IntelligenceNarrow AIFine-Tuning (Concept)Open Source vs Closed Source

Where Scaling Laws comes up

  • Google AI Researcher Sparks Debate: We Still Don't Know Why AI Works So Well
  • DYNA-2 World-Action Model and the Robotics Scaling Law Claim
  • Xiaomi-Robotics-1: 100K Hours UMI Pre-Training for Robot VLAs
  • Is "Pacing the Frontier" Really About Safety — Or a Plateau in Disguise?