Opinion · Philipp NeubergerBerlin

Opinion. Built, not just held.

Writing on AI, health and education — three sections where software touches people's everyday lives. Everything here comes from hands-on building: from systems that run, projects that hurt, and questions I haven't finished answering.

Texts: 9
Sections: AI · Health · Education
Formats: Essay · Idea

The sections

AIAI is not a feature.
HealthHealth is not a normal market.
EducationEducation is the longest lever.

All texts

EducationIdeaUsing is not understandingAI literacy begins the moment someone notices that the answer is wrong.July 2026 · 3 min

AIIdeaIt's not the model that's expensiveModel costs are the smallest line item in any serious AI project.July 2026 · 2 min
HealthIdeaPrevention has no dashboardWhat didn't happen is hard to bill — and even harder to celebrate.July 2026 · 2 min
EducationIdeaTesting the right thing?When the machine delivers the result, the exam has to look at the path to it.July 2026 · 2 min
AIIdeaAgents need boundariesAutonomy is measured not in capability but in blast radius.July 2026 · 2 min
HealthIdeaInteroperability is cultureThe standards have been there for years. What is missing is the will to let go of the data.July 2026 · 2 min
AIEssayAI is not a featureA demo proves possibility. An operating model proves everyday reality.July 2026 · 3 min
HealthEssayTrust as a system propertyIn most markets, a mistake is a ticket. In healthcare, it is a person.July 2026 · 3 min
EducationEssayLearning as a systemTechnology scales products. Education scales people.July 2026 · 3 min