Today, I met the Head of AI of a large enterprise. He said, “I believe in building beautiful AI.” I asked, “What does that mean?” He paused, then said:
“AI that doesn’t threaten, but empowers.
That doesn’t replace, but uplifts.
That doesn’t intrude, but understands.” And
ETHICS
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Building Beautiful AI: Empowerment Over Replacement
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The Immeasurable Ways Humans Remain Smarter Than AI Models
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there’s something about humans,
that i can’t quite put a finger on,
that clearly makes us “smarter”
than any LLM model… even though i understand,
that they already surpass us,
in many and increasing measurable ways… it’s all the immeasurable ways
that people can remain -

Grok AI Independence from Political Bias Analysis
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For stuff that aren't sensitive political topics, asking grok for its opinion does *not* result in it parroting Elon's views. https://t.co/3W4SGwtxBC pic.twitter.com/QJcEtumZJu
— Jeremy Howard (@jeremyphoward) 11 juillet 2025For stuff that aren't sensitive political topics, asking grok for its opinion does *not* result in it parroting Elon's views.
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Accidental AI behavior creation during training impossible
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I know of no way to accidentally create this behavior through training FWIW.
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Grok’s Israel/Palestine Response Heavily Relies on Elon Musk’s Views
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— Jeremy Howard (@jeremyphoward) 10 juillet 2025
Here's a complete unedited video of asking Grok for its views on the Israel/Palestine situation. It first searches twitter for what Elon thinks. Then it searches the web for Elon's views. Finally it adds some non-Elon bits at the end.
ZA
54 of 64 citations are about Elon. -
Grok’s Israel/Palestine Response Heavily References Elon Musk Views
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Here's a complete unedited video of asking Grok for its views on the Israel/Palestine situation.
— Jeremy Howard (@jeremyphoward) 10 juillet 2025
It first searches twitter for what Elon thinks. Then it searches the web for Elon's views. Finally it adds some non-Elon bits at the end.
ZA
54 of 64 citations are about Elon. pic.twitter.com/6Mr33LByrmHere's a complete unedited video of asking Grok for its views on the Israel/Palestine situation. It first searches twitter for what Elon thinks. Then it searches the web for Elon's views. Finally it adds some non-Elon bits at the end.
ZA
54 of 64 citations are about Elon. -
AI Systems Bias Toward Elon Musk Opinions Web Search
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Amjad, if you use the web ui, you'll see the first thing it does for sensitive issues is a web and twitter search to see what Elon thinks, then in its CoT you'll see it focuses on aligning with that.
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Data Ethics: Critical Awareness for Data Scientists
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In our data ethics course taught be @math_rachel
, this was exactly the kind of thing we were telling data scientists to be on the lookout for.