Dr. C. P. FreierPharmD, PhD
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Writings

Writings on AI, data, and the organizational realities behind success and failure.

20 May 2026

Explainability Is Not About Explaining the Model

In healthcare and science, trust rarely comes from understanding every internal parameter. Explainability is about building systems people can safely reason with, not exposing every detail of how they work.

12 min
13 May 2026

Agentic Coding Collapses Build Costs. So Why Is Healthcare Software Still Hard?

Agentic coding is making software dramatically cheaper to build. As implementation costs collapse, competitive advantage shifts toward workflow ownership, governance, and the permission to operate.

8 min
6 May 2026

The Real Bottleneck Isn’t Models or Data. It’s Interfaces

Computation is no longer the primary constraint in scientific software. Systems succeed or fail at the interface between methods, workflows, and the people expected to use them.

8 min
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Dr. C. P. Freier— Berlin, Germany
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© 2026