How to Figure AGI?

Define AGI operationally

Specify target capabilities

Set measurable benchmarks

Test across diverse tasks

Compare to human performance

Measure generalization

Measure transfer learning

Measure sample efficiency

Measure robustness

Measure reasoning consistency

Measure long-horizon planning

Measure tool use

Measure autonomy

Measure adaptability to novelty

Measure memory retention

Measure self-correction

Measure alignment with goals

Measure safety under stress

Measure performance in real-world settings

Track failure modes

Validate across domains

Repeat evaluations over time

Use blinded human judgments

Use adversarial testing

Use out-of-distribution tests

Use benchmark suites

Use longitudinal studies

Compare against strong baselines

Require sustained performance

Check for deceptive behavior

Check for catastrophic errors

Review results independently

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