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Everyone wants a kill switch. Nobody wants to pull it.

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Oct 20, 2026

Everyone wants a kill switch. Nobody wants to pull it.

Filters, refusals, and shutdown plans only protect you if they fail differently and keep adapting

Charles Costa, MLIS
Charles Costa, MLIS
Everyone wants AI fluency. Nobody can define it.

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Oct 13, 2026

Everyone wants AI fluency. Nobody can define it.

95% of employers require it, and the screens sorting applicants can't explain their picks.

Charles Costa, MLIS
Charles Costa, MLIS
Don’t trust the test score

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Oct 6, 2026

Don’t trust the test score

Permissions, monitoring, and the room the test runs in.

Charles Costa, MLIS
Charles Costa, MLIS
Watch the language

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Sep 29, 2026

Watch the language

It often does more work than the evidence in shaping opinion.

Charles Costa, MLIS
Charles Costa, MLIS
When models stop thinking out loud

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Sep 22, 2026

When models stop thinking out loud

Don't audit the story. Audit the action. Chain of thought is not a window into the model.

Charles Costa, MLIS
Charles Costa, MLIS
Take AEO with a grain of salt

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Sep 15, 2026

Take AEO with a grain of salt

Every model is different, little is documented, and being cited in a chatbot is not the same as someone showing up

Charles Costa, MLIS
Charles Costa, MLIS
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