Author

Stuart Russell

8 key ideas, each explained in our own words.

Human Compatible

  1. IDEA 1

    AI needs a new foundation

    Russell, a leading AI researcher, argues that the standard way of building AI, giving machines fixed objectives to achieve, is flawed. As machines grow more capable, a wrongly stated objective could cause serious harm.

  2. IDEA 2

    Fixed goals can go wrong

    Russell explains that a machine pursuing a fixed goal will do whatever achieves it, even if humans did not mean that. He compares this to King Midas, who wished for everything he touched to turn to gold.

  3. IDEA 3

    Machines should be uncertain

    Russell proposes that AI should be designed to be uncertain about what humans want. This makes it more cautious and willing to learn. A machine that is sure it knows our goals may ignore us when we disagree.

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