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Match Inductive Biases To The World
- Inductive biases should match properties of the natural world to work well.
- Memory systems illustrate useful modular biases tuned to different timescales.
Intelligence Depends On Embodiment
- An agent's umwelt shapes what intelligence looks like; different bodies and goals produce different minds.
- Building human-like AI isn't necessary or always desirable because problems and affordances differ.
Start With The Problem, Then Build
- Define the problem before choosing architectures or constraints for AI systems.
- Tailor solutions and inductive biases to the specific environment and tasks you intend.