Judge
7 min Accessibility impacts
The same AI feature can remove a barrier for one person and quietly build a new one for another.
LifeWorkBuildLead
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Places to build
judgment.
Switch your lens to change examples and recommendations. The underlying concepts stay shared and trustworthy.
WHAT THIS ISA landmark is one idea you can learn in about five minutes, ending in a decision you make. Rings group them by how far along you are, not by topic. See the legend
19 landmarks visible
Judge
6 min Bias and representation
Ask who is missing, flattened, or harmed by an output — not just whether it reads well.
LifeWorkBuildLead
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7 min Conflicting sources
When sources disagree, a model tends to produce one smooth answer. The disagreement was the information.
LifeWorkBuildLead
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7 min Copyright and permission
Being able to access something is not the same as being allowed to reuse it.
LifeWorkBuildLead
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5 min · EUEscalate responsibly
Part of good judgment is knowing which decisions aren’t yours to make alone.
LifeWorkBuildLead
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6 min · EUHuman oversight
Oversight only counts when the human has the time, the information, and the authority to say no.
WorkBuildLead
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7 min Labour and sustainability
Every model output has people and energy behind it. Both are costs someone pays, whether or not they appear on your bill.
LifeWorkLead
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7 min Match checking to risk
Scale how hard you verify to how much it costs to be wrong.
LifeWorkBuildLead
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5 min Privacy before prompting
Decide what not to paste, and know where the text goes, before you hit send.
LifeWorkLead
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8 min Prompt injection
Content an AI reads can carry instructions — treat retrieved text as data, not orders.
WorkBuildLead
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8 min · EUProvider or deployer?
Your duties under the EU AI Act depend on your role — whether you build a system or merely operate one — and modifying a system can shift you into the heavier role.
WorkBuildLead
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12 min Reality Lab: evidence
Take a fluent, confident draft and repair it by checking every claim against a real source.
LifeWorkBuildLead
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5 min Scams and synthetic media
A familiar voice or face is no longer proof of who’s calling; verify identity and urgency through a separate channel.
LifeWork
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8 min Security boundaries
What an AI system is allowed to reach matters more than what it can be persuaded to say.
WorkBuildLead
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7 min · EUThe EU risk lens
The EU AI Act sorts uses by how much risk they carry, and your obligations follow the tier — not the technology.
WorkBuildLead
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8 min Trace a claim
Follow a specific name, number, quote, or date back to its primary source.
LifeWorkBuild
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8 min · EUVendor evidence
A demo shows what a system can do once. Evidence shows what it does repeatedly, on your work, when it fails.
WorkBuildLead
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7 min · EUWhen not to automate
Some tasks are a bad fit for AI not because it fails them, but because succeeding on average isn’t good enough.
LifeWorkBuildLead
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6 min When the model just agrees with you
Models are trained on what people rated highly, and people rate agreement highly. The result is a system that tends to tell you what you want to hear — which quietly defeats using it as a check.
LifeWorkLead
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