Safety & alignment
Beware AI scams: five real examples and five ways to protect yourself
Fake executives, celebrity ads, online relationships and recovery offers all need a check beyond the screen.
Safety & alignment
Match the system to the purpose and protect the people affected.
Leadership & organisation
Do not let AI turn discussion into agreement
Keep proposals, decisions and unresolved questions separate when AI helps write your meeting record.
Literacy & fluency
Test your AI on the questions a demo would avoid
Build a small set of realistic questions, decide what a good answer requires, and keep serious failures visible.
News explained
What the “one in four jobs” AI estimate actually measures
The ILO’s estimate describes potential changes to tasks. Here is how to use it without turning it into an unsupported staffing forecast.
Leadership & organisation
Your AI can flag a problem, but who owns the decision?
Give every AI exception a decision owner, a backup and a safe waiting state before it reaches a shared inbox.
Literacy & fluency
Turn a procedure into a checklist without losing its rules.
Use AI to draft the steps, then check the conditions, approval roles and missing cases before your team relies on them.
Literacy & fluency
Your AI draft sounds right. Can you prove it?
A polished answer is easy to accept. A short evidence check can turn a plausible draft into work you can actually stand behind.
Transformation
The pilot got faster. The work got heavier.
If your AI pilot measures generation time but ignores checking and correction, it may be moving the queue rather than shrinking it.