The Analyser That Never Sleeps: ISO/IEC 23053 Framework for AI Systems Using Machine Learning

Deep End Era. Engineering with Sankalp · Oct 29, 2026 · 1h

Night supervisor Rashid Al Amri can call the hydrogen sulphide in sales gas from the amine trends, and he retires in eighteen months. Reliability engineer Leila Mansour, information manager Ivan Petrov and risk lead Noor Haddad use ISO/IEC 23053 to specify a machine learning soft sensor to carry his skill forward, and find that every box in the framework hides a decision about risk.

Chapters

00:00:00 Cold open: the analyser that never sleeps

00:02:15 Where this episode sits

00:03:34 The standard on one page

00:05:32 What a soft sensor is

00:07:25 The big picture: a pipeline, not a program…