Fair isn't automatic.
Models learn from human writing, including its assumptions. Know where bias tends to show up and check there first.
People decisions
Watch 01
Screening CVs, summarising reviews, ranking candidates.
CHECK
Human review, always.
Names and language
Watch 02
Assumptions based on names, accents or how English is written.
CHECK
Strip names where you can.
Defaults
Watch 03
“The engineer… he.” “The receptionist… she.”
CHECK
Ask for neutral wording.
Whose context
Watch 04
Advice built for the US or UK, applied to South Africa.
CHECK
“Answer for South Africa.”
Source: South African Government ↗
Check who it assumes. Check who it leaves out.