Human Skills in an AI Workplace

Identify tasks requiring context, relationships, values or accountability. Reflect on the capabilities you want to strengthen as routine work changes.

Separate claims, assumptions and evidence in an AI-generated recommendation. Ask what would confirm or disprove the conclusion.

Clarify the real problem, stakeholders and constraints before asking for solutions. Practise recognising when a vague request hides several different needs.

Use AI to generate starting points and unusual combinations. Develop and select ideas using human taste, relevance and practical criteria.

Compare alternatives when information is incomplete. Identify reversible decisions, missing evidence and the point at which a specialist is needed.

Turn complex material into language suited to the audience. Practise explaining your reasoning and checking that simplification preserves the meaning.

Role-play feedback, disagreement and customer concerns. Listen for the person's perspective and avoid assuming an AI-generated script captures their feelings.

Use AI to organise ideas and meeting input while ensuring colleagues can question conclusions. Make ownership, decisions and unresolved issues visible.

Explore interests, alternatives and possible compromises through fictional cases. Evaluate fairness and relationships as well as immediate outcomes.

Set a learning goal, request explanations and practise retrieval or application. Check understanding by performing a task without assistance.

Identify risks of overreliance and superficial understanding. Build deliberate practice and periodic unaided checks into your working habits.

Review how AI affects workload, interruptions and expectations. Design boundaries and routines that support focus instead of filling every saved minute with more tasks.

Practise testing a new workflow, asking for support and sharing useful feedback. Treat adoption as a learning process with room for revision.

Recognise situations where confidentiality, emotional sensitivity, missing evidence or a need for personal judgment makes AI assistance unsuitable.

Use a fictional team problem to frame the issue, compare options and prepare a conversation. Explain your own decision, what AI contributed and what you deliberately handled yourself.