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Shifts

Which skills the coming years will ask for, and why. Worth understanding before choosing another AI tool.
A paper tool roll with five stitched pockets: four hold a different slim grey instrument, and the fifth holds only a single lime thread where an instrument should be.

What is already changing

  • From prompts to training agents

    Working with AI extends beyond a good prompt. An agent needs examples, clear rules and feedback.

    What this demands of you

    Define a good result, select examples and turn errors into clearer instructions.

  • Delegation becomes an AI skill

    Handing a task to an agent also means deciding where its autonomy ends.

    What this demands of you

    Set task boundaries, grant only the access needed and define when a person takes over.

  • Review becomes part of the work

    When AI prepares the draft, a person still needs to decide whether it can be relied on.

    What this demands of you

    Check sources, separate facts from assumptions and assess the result against the task criteria.

  • From a standalone tool to a workflow

    AI becomes useful in a process when the information going in and the steps after its response are clear.

    What this demands of you

    Break work into steps, define data handoffs and plan what happens when the system fails.

Ready to spend less time on the work that slows you down?

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