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Heidelberg AI Curriculum
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A living curriculum for practical AI work.
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Track T12

Security, privacy & governance

Follow this capability from individual use to systems other people can depend on.

05books
T12-L0101

What you may and may not paste into AI at work

T12-L01 · Security, privacy & governance · Level 1 User · 18 minutes

User18 min
T12-L0202

Privacy and labelling in everyday work

T12-L02 · Security, privacy & governance · Level 2 Power user · 30 minutes

Power user30 min
T12-L0303

Rules for things that run without you

At Level 3 Builder, colleagues depend on something you built. A mistake no longer stays in your own chat: an unattended workflow can repeat it across a shared queue before anyone notices. Governance at this level means giving the team a rule they can inspect, test, and use to stop the build.

Builder45 min
T12-L0404

Put a lock on it: securing a self-hosted stack

Reading time: 23 minutes

Integrator60 min
T12-L0505

Governance, evidence and handover

At Level 5 Operator, an AI system is a continuing organisational responsibility: purpose, people, data, suppliers, controls, evidence, cost, fallback, and a decision about whether it should operate. The operator must show the current position without the builder's memory.

Operator90 min
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Heidelberg AI Curriculum · 2026