Research pulse · R1
In a preregistered experiment with 453 professionals, ChatGPT reduced the time needed for midlevel writing tasks by 40% and improved rated quality by 18%.
Skills Pathfinder
AI is changing what skills are worth. Find your gaps with a 5-minute check, then learn the AI-proofing skills and the capabilities that keep you in charge — one small step at a time.
No account needed. Nothing is graded — levels describe attention, not proficiency.
Why this matters
01AI can help you work faster. Your human skills help you choose the goal, judge the answer and own the outcome. Most importantly, they help you use technology in service of work that matters — to you and to others.
Strengthen the human skills that sit across six future-ready capabilities — so you can use AI with confidence, judgment and purpose.
What you gain
Used well, AI can help you start faster, explore more possibilities and complete routine work sooner. But the real opportunity is not simply greater efficiency. It is reclaiming time and attention for deeper thinking, creativity, human connection and work you find meaningful.
AI should not only help you produce more. It should help you create more space for what matters.
Research pulse · R1
In a preregistered experiment with 453 professionals, ChatGPT reduced the time needed for midlevel writing tasks by 40% and improved rated quality by 18%.
AI can be excellent at one task and unreliable at the next — even when the two tasks look equally difficult. The skill is not using AI everywhere. It is knowing when it helps, what needs checking and when your own expertise should lead. That means fewer avoidable mistakes and more confidence in the work you put your name to.
Research pulse · R2
In an experiment with 758 consultants, AI users completed 12.2% more tasks and worked 25.1% faster on tasks suited to AI. But on a task beyond AI's capabilities, they were 19% less likely to reach the correct answer.
AI can draft, summarize and suggest. You bring the purpose, context and responsibility.
Working with AI should strengthen your thinking — not switch it off.
The goal is not to hand over your judgment. It is to amplify it.
Research pulse · R3
A meta-analysis of 106 experiments found that human–AI combinations performed better than humans working alone on average — but worse than the better of the human or AI working alone. Simply adding AI did not guarantee a better result.
AI models will change. The tools will change. Your human capabilities travel with you.
Purpose is not an abstract ideal. It helps you decide what to automate, what to protect and where your time and abilities can make the greatest contribution.
AI can help answer how. You still need to ask:
Being future-ready is not only about becoming more efficient. It is about becoming more intentional — using technology to support work, relationships and goals that carry meaning.
Research pulse · R4
In a study of 319 knowledge workers, greater confidence in generative AI was associated with less critical-thinking effort. The researchers found that critical thinking increasingly involves verifying information, integrating AI-generated material and remaining responsible for the work.
Future-readiness is not a course you complete once. It is a practical growth loop:
There is no pass or fail. You do not need to work on every skill at once. Start with one meaningful challenge, one person you want to help or one contribution you want to make.
One honest check. One purposeful skill. One real experiment.
Becoming AI-ready is not about keeping up with machines. It is about using technology to do more of what matters — with judgment, agency and purpose.
Find my next skill →AI vulnerability
A task becomes easy to delegate, reducing the need to perform it manually.
A person stops practising the underlying reasoning and becomes less able to work independently.
Fluent output is accepted without enough evidence, challenge or source checking.
It becomes unclear who made the choice, checked the result or owns the consequence.
The check model
02Each capability is built from several skills and skillsets. AI fluency is one capability among six — not the whole picture.
The learn shelf
03Each capability is built from several AI-proofing skills and skillsets. Every skill has a full learning page: a first step you can take today, the theory when you want it, a practice protocol, and a seven-day experiment.
Question · Evidence · Decide
Choose · Act · Own · Enable
Patterns · Feedback · Leverage
Recover · Adapt · Continue
Belief · Strategy · Evidence
Direct · Monitor · Adapt
Imagine · Reframe · Act
Focus · Recover · Renew
Notice · Choose · Recover
Attend · Reflect · Understand
Disagree · Negotiate · Repair
Values · Rights · Responsibility
Direction · Meaning · Contribution
Feel · See · Dream · Make · Learn
How it works
04Twelve statements, five minutes. You see where to put your attention — nothing grades you.
AI-proofing skills, side by side. Each page gives you one first move you can make today.
A seven-day sprint tuned to your priority capability, with a simple daily check-off.
Your own A5 minibook, typeset from your results and ready to print.