Getting enterprise AI from a promising idea into production. Publications, writing and a CV from Marius Golombeck.https://mariusgolombeck.de/https://mariusgolombeck.de/posts/five-anchors-holding-intent-invariant-from-discovery-to-production-in-enterprise-ai-delivery/https://mariusgolombeck.de/posts/five-anchors-holding-intent-invariant-from-discovery-to-production-in-enterprise-ai-delivery/Most failed enterprise AI projects have no villain and no obviously bad decision in them. They drift, one reasonable step at a time. These are the five checks I run to stop it, and the one property that makes them work as a system rather than a checklist.Wed, 16 Sep 2026 00:00:00 GMThttps://mariusgolombeck.de/publications/five-anchors-holding-intent-invariant-from-discovery-to-production-in-enterprise-ai-delivery/https://mariusgolombeck.de/publications/five-anchors-holding-intent-invariant-from-discovery-to-production-in-enterprise-ai-delivery/Failed enterprise AI projects rarely have a villain. They drift, one reasonable step at a time. Five checks against it, and the property that makes them a system.Wed, 16 Sep 2026 00:00:00 GMThttps://mariusgolombeck.de/publications/machine-learning-based-prediciton-of-travel-destinations/https://mariusgolombeck.de/publications/machine-learning-based-prediciton-of-travel-destinations/Travellers can recognise a destination that appeals to them but rarely describe one. This thesis swaps the search form for paired images and infers preference from the choices.Sun, 01 Nov 2020 00:00:00 GMThttps://mariusgolombeck.de/publications/accident-warnings-during-edge-case-traffic-events/https://mariusgolombeck.de/publications/accident-warnings-during-edge-case-traffic-events/An IEEE 830 requirements specification for a warning app that identifies hazardous traffic situations a car's own sensors cannot see, yielding 40 requirements, grouped, rated and prioritised.Sat, 01 Feb 2020 00:00:00 GMThttps://mariusgolombeck.de/publications/heckler-koch-case-study/https://mariusgolombeck.de/publications/heckler-koch-case-study/A strategic analysis of a market defined by heavy regulation, near-identical products and almost no basic innovation, followed by a disruptive product concept built for exactly those conditions.Wed, 25 Dec 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/funktionale-cybersicherheit-standards-und-konzepte/https://mariusgolombeck.de/publications/funktionale-cybersicherheit-standards-und-konzepte/A modern vehicle is a networked computer with wheels, and every convenience it adds is an attack surface. The standards, the containment concepts, and the modules behind them.Wed, 18 Dec 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/problem-awareness-of-dark-patterns/https://mariusgolombeck.de/publications/problem-awareness-of-dark-patterns/Interface patterns that steer users toward the operator's interests rather than their own. An interview study comparing how well laypeople and experts recognise them, with a smaller gap than expected.Mon, 05 Aug 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/detecting-faulty-aps-sensor-data-in-scania-trucks/https://mariusgolombeck.de/publications/detecting-faulty-aps-sensor-data-in-scania-trucks/Six models compared on the APS Failure at Scania Trucks dataset. Isolation Forest produced the most promising result, trading type 2 errors for a substantial reduction in type 1 errors.Thu, 04 Jul 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/rationalisation-measures-and-their-consequences/https://mariusgolombeck.de/publications/rationalisation-measures-and-their-consequences/Rationalisation is usually discussed as a cost figure. This paper treats it as a repeated management process with consequences, technical, organisational and human, that outlast the saving.Wed, 19 Jun 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/porsche-shuttle-tracker/https://mariusgolombeck.de/publications/porsche-shuttle-tracker/A cross-platform application for tracking shuttle vehicles in real time, built to replace guesswork about when the next bus actually arrives.Fri, 01 Mar 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/sap-integrated-mobile-logistics-solution/https://mariusgolombeck.de/publications/sap-integrated-mobile-logistics-solution/A bachelor's thesis on designing mobile logistics tooling that integrates with SAP, intended for just-in-time operations run across international sites.Fri, 01 Mar 2019 00:00:00 GMThttps://mariusgolombeck.de/publications/collaborative-software-development-with-github-projects/https://mariusgolombeck.de/publications/collaborative-software-development-with-github-projects/Distributed teams are a coordination problem before they are a tooling problem. GitHub Projects as an answer, and why the answer has to be socio-technical.Sat, 14 Jul 2018 00:00:00 GMThttps://mariusgolombeck.de/publications/anonymising-personal-data-under-the-gdpr/https://mariusgolombeck.de/publications/anonymising-personal-data-under-the-gdpr/Weeks before the GDPR took effect: what pseudonymisation and anonymisation actually buy an organisation, and the point at which both stop protecting anything.Mon, 28 May 2018 00:00:00 GMThttps://mariusgolombeck.de/publications/blockchain-as-a-foundation-for-disruptive-business-models/https://mariusgolombeck.de/publications/blockchain-as-a-foundation-for-disruptive-business-models/Written at the peak of the 2018 hype, this paper takes the unfashionable route of establishing how blockchain actually works before asking which business models it could genuinely disrupt.Mon, 08 Jan 2018 00:00:00 GMThttps://mariusgolombeck.de/publications/balance-theory/https://mariusgolombeck.de/publications/balance-theory/Why the enemy of your enemy becomes your friend, stated as a property of signed graphs, and what that predicts about political alliances and product ratings.Sun, 13 Aug 2017 00:00:00 GMT