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Ideas, experiences and learnings about education, technology and coexistence.

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The future that is being decided today: The artificial intelligence that cannot be seen

The future that is being decided today: The artificial intelligence that cannot be seen

The future of AI is decided by current purchases and standards. Today's technical conditions will determine for years what can be audited and changed.

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The detail that transforms news into a public problem: The artificial intelligence that cannot be seen

The detail that transforms news into a public problem: The artificial intelligence that cannot be seen

A public problem appears when the bug is distributed at scale. The same automation that reduces cost multiplies inaccuracy and makes it difficult to detect individual cases.

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The conversation that families are already having: The artificial intelligence that cannot be seen

The conversation that families are already having: The artificial intelligence that cannot be seen

Families already negotiate uses of AI without common criteria. The conflict focused on the tool and not on learning, privacy, verification and autonomy.

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The difference between innovation and dependency: The artificial intelligence that cannot be seen

The difference between innovation and dependency: The artificial intelligence that cannot be seen

Innovating should not mean being locked into one supplier. The integration saved time at the beginning and later raised the cost of negotiating or exiting.

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The myth that makes the debate more difficult: The artificial intelligence that cannot be seen

The myth that makes the debate more difficult: The artificial intelligence that cannot be seen

The myth of a neutral intelligence impoverishes the debate. Every model incorporates decisions about what to learn, what to optimize, and what to consider error.

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A useful idea to understand the present: The artificial intelligence that cannot be seen

A useful idea to understand the present: The artificial intelligence that cannot be seen

Thinking about probabilities improves the conversation about AI. A high average rate does not describe the risk of a specific error or its possibility of repair.

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The signal that we should not ignore: The artificial intelligence that cannot be seen

The signal that we should not ignore: The artificial intelligence that cannot be seen

The change in behavior of the model is a critical signal. Validating a version does not guarantee that data, provider, or configuration will remain stable.

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What we are giving in exchange for speed: The artificial intelligence that cannot be seen

What we are giving in exchange for speed: The artificial intelligence that cannot be seen

In exchange for speed we can deliver professional knowledge. Repeatedly delegating a task changes the skills available when the system fails.

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Why this also affects those who do not use technology: The artificial intelligence that cannot be seen

Why this also affects those who do not use technology: The artificial intelligence that cannot be seen

AI also affects those who never use it. A person can be represented, inferred or evaluated without ever opening the tool.

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The human side of an automatic decision: The artificial intelligence that cannot be seen

The human side of an automatic decision: The artificial intelligence that cannot be seen

The human side appears clearly in automatic triage. The model orders patterns, but clinical responsibility requires context, conversation, and the ability to contradict.

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The discussion missing from the headlines: The artificial intelligence that cannot be seen

The discussion missing from the headlines: The artificial intelligence that cannot be seen

The environmental cost of AI starts before every consultation. Efficiency per operation can coexist with greater total consumption as demand multiplies.

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When what is comfortable starts to be expensive: The artificial intelligence that cannot be seen

When what is comfortable starts to be expensive: The artificial intelligence that cannot be seen

The convenience of an API can hide a changing bill. Economic dependence grew faster than the ability to replace the centerpiece.

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