Comprehensive tracking of AI progress across key capability dimensions that contribute to artificial general intelligence
Logical thinking, problem-solving, and abstract reasoning capabilities. Includes mathematical reasoning, logical deduction, and complex multi-step problem solving.
Natural language understanding and generation across multiple languages and styles. Includes nuanced communication and contextual awareness.
Software development capabilities including code generation, debugging, and understanding complex codebases. Encompasses multiple programming languages and paradigms.
Processing and generating content across multiple modalities including text, images, audio, and video. Integration of different input types for comprehensive understanding.
Autonomous action-taking, tool use, and multi-step task completion. The ability to plan, execute, and adapt strategies in complex environments.
Scientific reasoning, hypothesis generation, and research assistance. Encompasses understanding of scientific literature and experimental design.
Physical world interaction through robotic systems. Includes manipulation, navigation, and embodied reasoning in real environments.
Our capability scores are derived from benchmark results, expert assessments, and real-world performance metrics across standardized tasks.
Read our methodology