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Data Quote by Brian Christian

“Information, defined intuitively and informally, might be something like 'uncertainty's antidote.' This turns out also to be the formal definition- the amount of information comes from the amount by which something reduces uncertainty...The higher the [information] entropy, the more information…” quote by Brian Christian
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““Information, defined intuitively and informally, might be something like 'uncertainty's antidote.' This turns out also to be the formal definition- the amount of information comes from the amount by which something reduces uncertainty...The higher the [information] entropy, the more information there is. It turns out to be a value capable of measuring a startling array of things- from the flip of a coin to a telephone call, to a Joyce novel, to a first date, to last words, to a Turing test...Entropy suggests that we gain the most insight on a question when we take it to the friend, colleague, or mentor of whose reaction and response we're least certain. And it suggests, perhaps, reversing the equation, that if we want to gain the most insight into a person, we should ask the question of qhose answer we're least certain... Pleasantries are low entropy, biased so far that they stop being an earnest inquiry and become ritual. Ritual has its virtues, of course, and I don't quibble with them in the slightest. But if we really want to start fathoming someone, we need to get them speaking in sentences we can't finish.””

Brian Christian

About This Quote

Source Book: The Alignment Problem by Brian Christian, 2020

Information reduces uncertainty; higher entropy means more potential insight across varied contexts.

In simple terms: Information is uncertainty reduction; more entropy equals more insight.

Key Takeaway

Seek high‑entropy questions to learn more.

Themes

uncertainty entropy insight communication learning

Mood

curious thoughtful

Type

philosophical inspirational

When to use this quote

  • research discussions
  • personal interviews
  • cross‑disciplinary collaboration
  • creative brainstorming

Key Concepts

information theory entropy cognitive science

Questions to Reflect On

  • What question have you avoided because its answer is uncertain?
  • How can you create safe spaces for high‑entropy dialogue?
A Different Perspective

High‑entropy questions can be uncomfortable and may provoke defensive reactions.

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