How to Determine AGI?

Define AGI criteria across multiple domains

Test performance on unseen tasks

Measure transfer learning ability

Evaluate general reasoning capability

Assess adaptability to new environments

Check autonomy in goal-directed behavior

Compare performance to human-level benchmarks

Verify robustness under distribution shifts

Test long-horizon planning and execution

Measure sample efficiency

Evaluate multimodal understanding

Assess continual learning without catastrophic forgetting

Test tool use and external resource integration

Verify consistency across diverse task types

Measure reliability under ambiguity and uncertainty

Evaluate self-correction and error recovery

Assess social and cooperative reasoning

Test real-world problem-solving capability

Benchmark against expert human performance

Confirm broad competence without task-specific retraining

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