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Supervision requires the power to stop and correct — when learning matters more than completion: Learning and technology

Effective human oversight in education requires real authority to stop, review, correct, and repair automated decisions that harm people.

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Participation changes the question and improves the answer around an automatic response: Everyday artificial intelligence

Participation turns an automatic response into a service that can be corrected: it makes room to identify errors, add context, and decide what improves without shifting every burden to the recipient.

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Supervision requires the power to stop and correct an automatic response: Everyday artificial intelligence

Supervising AI is not watching a screen: it requires authority to stop a response, correct its effects, and explain the change to affected people.

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After launch, the important work begins — before an automatic response: Everyday artificial intelligence

Launching an AI tool does not close a project: it starts error observation, support for affected people, and verifiable improvement of every automatic response.

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Safety begins when reporting an error is possible — before an automatic response: Everyday artificial intelligence

The safety of an automatic response depends on errors being reportable, correctable, and explainable without punishment. Everyday AI needs clear channels, human oversight, and repair.

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What works for most people can exclude someone — before an automatic response: Everyday artificial intelligence

An automatic response designed for the majority case can leave out people who write differently, need more time, or do not fit its assumptions. Everyday AI requires alternatives and human review.

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What works for most people can exclude someone — when the group needs care: Digital coexistence

A seemingly neutral digital rule can shut out someone who needs more time, another channel, or a different way to participate. Alternatives, consultation, and repair make coexistence genuinely shared.

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A useful number can still lead us to the wrong place — when the group needs care: Digital coexistence

An indicator can guide a conversation, but it cannot decide on its own what a group needs. Context, privacy, and responsible interpretation better protect digital coexistence.

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The myth that makes the debate harder: The digital rights we use without naming

A guide to dismantling the false choice between convenience, privacy and individual responsibility in digital services.

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A useful idea for understanding the present: The digital rights we use without naming

A practical guide to observing data, decisions, consent and remedy in everyday digital life.

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The signal we should not ignore: The digital rights we use without naming

Signals of opacity and missing remedies help protect children digital rights.

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What we are giving up for speed: The digital rights we use without naming

Digital speed should not hide the data, choices and remedies surrendered for convenience.

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