Practical AI foundations
What AI can and cannot do
Separate pattern-generating capability from authority, memory, and accountability.
AI can transform, classify, summarize, draft, retrieve, and propose. It does not make a result true, understand your unstated context, own consequences, or replace the person accountable for the work.
Learning outcomes
What you should be able to show.
- 01Describe a capability without anthropomorphism
- 02Name three failure patterns relevant to your work
- 03Assign accountability to a person, not a model
Studio practice
Make the lesson visible.
- 01
Rewrite the claim
Take one sentence such as ‘AI knows our customers’ and rewrite it as an observable input, transformation, and output.
- 02
Find the missing context
List the policies, history, relationships, and exceptions a model would not know unless they were supplied and permitted.
- 03
Name the accountable role
Write who reviews the output, what they inspect, and what decision still belongs to them.
Evidence to keep
Your lesson record.
- One rewritten capability claim
- Three relevant failure modes
- Named reviewer
REFLECTWhere would a fluent but wrong answer create the most damage in your work?