How the System Really Works Digital Twin

We publish the method and the numbers that describe it: how competencies are structured, what counts as evidence, how confidence is decided, how the validation is designed. Anyone evaluating this product should be able to check our reasoning rather than take our word for it. What stays internal is the material that stops working the moment it is public: the full matrix of 18 competency descriptions, the 108 behavioural scenarios, the prompt structures, and the thresholds behind the confidence levels. A candidate who has read the scenario and the marking scheme is no longer being assessed on behaviour - they are being assessed on preparation, which is exactly the failure mode this model was built to avoid. We would rather draw that line out loud than leave the gap for you to notice.

The competency model has been developed, and the assessment logic is in place: 18 competencies, 108 scenarios, and an evidence-based assessment with a confidence level specified for each competency. The validation process, involving independent evaluators, is underway. The project has been developed, a group of participants has been recruited, and the assessment tools are ready; all that remains is to conduct the tests. Until the test results are published, a fair description of the program Digital Twin is that it is a well-founded project with clear levels of confidence-not a validated measurement tool-and we will not refer to it as such until evidence supports that claim.