One method, five levels of responsibility

Every book applies the same four quadrants: Structure it, Understand it, Choose tools, Build it. What changes from Level 1 to Level 5 is who is affected when it goes wrong: at Level 1 only you, at Level 5 everyone who relies on what you run.

How to read the matrix

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TrackL4IntegratorCompany or lab systems and real data are in the loop
Track 15AI in researchT15-L04

Set Up AI for a Whole Research Group

by Opus 5.5Not started20 min read

Every book keeps its address even while its title and content evolve.