Hierarchical Reasoning Model

Experience brain-inspired AI that solves complex reasoning tasks using hierarchical processing

27M Parameters
Real-time Inference
1K Training Samples

Model Performance

SUDOKU
99.8%

Accuracy on test set

Try Sudoku
ARC
85.2%

Accuracy on test set

Try Arc
MAZE
97.1%

Accuracy on test set

Try Maze

Available Puzzle Types

Sudoku 9×9

Master-level Sudoku solving using constraint propagation and logical deduction. Handles extreme difficulty puzzles with minimal clues.

  • Constraint propagation
  • Backtracking search
  • Real-time visualization
Solve Sudoku
ARC-AGI

Abstraction and Reasoning Corpus puzzles that test pattern recognition and abstract reasoning capabilities.

  • Pattern recognition
  • Abstract reasoning
  • Few-shot learning
Solve ARC
Maze Solving

Optimal pathfinding in complex mazes using hierarchical planning and spatial reasoning.

  • A* pathfinding
  • Spatial reasoning
  • Path visualization
Find Path

HRM Architecture

High-Level Module

Responsible for slow, abstract planning and strategic decision-making. Operates at multiple timescales for complex reasoning.

  • Strategic planning
  • Abstract reasoning
  • Goal decomposition
Low-Level Module

Handles rapid, detailed computations and execution of specific actions. Processes fine-grained operations efficiently.

  • Rapid execution
  • Detail processing
  • Local optimization

Get Started

Choose a puzzle type above to see the Hierarchical Reasoning Model in action. Watch real-time reasoning steps and explore the model's decision-making process.