AI Sparring Session Maps Your Workflow Across Seven LevelsAI Sparring Session Maps Your Workflow Across Seven Levels
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A training tells everyone the same thing. A sparring session shows you where you actually stand with AI.
It takes four hours, on your own machine, with your own work. Five questions about what you really do (not what you hope to do) place you on a ladder of seven levels, from zero to six. Then we take one real workflow of yours and ask, for every step: which level does it run at now, and which level should it run at?
You leave with a work piece for each level as proof, not a certificate.
The seven levels are my own development of a 2025 research paper, so treat them as a working model, not a validated one. The film shows a session in a boxing ring built from cubes, and how it ends for me.
Shoaib's avatar
Asking which level each step should run at, not just where it runs now, is the useful part. In my PM work the answer is often lower than people expect, especially for steps where a wrong output is expensive.
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