Recognize suitable tasks and better non-AI alternatives.
For people
Learn AI by testing
one task you know.
Live workshops and guided practice for solopreneurs, workers, nonprofit staff, graduates, career changers and people adapting to redundancy or changing roles.
Select a suitable task.
Protect sensitive information.
Compare with a trusted standard.
Review the output.
Record the steps.
Keep responsibility for the result.
What capability means
Know what to use, how to check and when to stop.
Give the system enough context without exposing information that does not belong.
Check accuracy, sources, completeness, uncertainty and fitness for purpose.
Place the result into a working process while retaining responsibility for the outcome.
Document what works, notice failure patterns and keep your own judgement active.
Live formats
Four ways to learn
The format is adjusted for the group’s tasks, digital confidence, access, goals and responsibilities.
Public workshops
Accessible, practical introductions built around common tasks and safe experimentation.
Targeted cohorts
Multi-session learning for a defined audience, sector or stage of workforce transition.
Guided practice
Real-work sessions, feedback, office hours and a small evidence log.
Capability portfolio
Documented workflows that show what someone can do, evaluate and explain.
A 30-day personal sprint
One task. Four weeks. A decision.
- Week 1
Map
Choose one recurring, low-consequence task and record current time, quality problems and desired outcome.
- Week 2
Test
Try two or three approaches on non-sensitive examples. Compare against your own work or a trusted standard.
- Week 3
Calibrate
Create a review checklist, identify common failure modes and decide what remains human-only.
- Week 4
Anchor
Document the workflow, repeat it on real tasks and decide whether to adopt, adapt or stop.
Workforce change
Prepare for changing work without predicting a single future.
For job seekers and people adapting to redundancy or career change, the emphasis is on transferable judgement and demonstrable workflows—not a claim of expertise based on one tool.
- Understand how tasks—not just job titles—may change
- Build confidence through protected real-work practice
- Create evidence of quality, judgement and responsibility
- Recognize where human knowledge and relationships remain decisive
A useful first task
Choose work you understand well enough to judge
Keep a short log: the task, approach, time, quality, error, lesson and next change. After four weeks, decide whether the process is worth keeping.
Find your learning starting point→