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A whiteboard half-erased, with a single engineer staring at a diagram they wrote six months ago and no longer recognise.

Comprehension Debt Is the Real AI Tax

AI-assisted engineers score 17% lower on comprehension of their own code. The codebase looks fine. The humans who shipped it can no longer reason about it under pressure.

#ai-engineering#technical-debt#mittelstand
8 min read
A shared Excel workbook projected on a warehouse office wall, multiple hands reaching for the keyboard

Killing the Excel Workflow: How Mittelstand Teams Actually Replace Spreadsheets

A pragmatic migration pattern for replacing the shared Excel file that runs your business — without breaking operations or forcing change management.

#excel#mittelstand#migration
9 min read
Architecture diagram showing personal data flowing through residency, consent, deletion, and audit boundaries

GDPR by Design: Engineering Patterns for SMB Software (Not Legal Advice)

Concrete engineering patterns for residency, consent, deletion, audit logs, and vendor review — drawn from shipping products for German Mittelstand clients.

#gdpr#privacy-engineering#data-residency
8 min read
Whiteboard sketch of a workflow diagram replacing a stack of SaaS logos

The 35% Flip: Why Teams Are Replacing SaaS With Custom Builds

The build-vs-buy math changed in 2024–2026. Here are the SaaS categories flipping first, a break-even model, and the ones to keep.

#build-vs-buy#saas#architecture
7 min read
Diagram contrasting a stalled AI pilot with a narrow-vertical production deployment

Why Mittelstand AI Projects Fail — and the Pattern That Actually Works

Mittelstand AI spend is shrinking while failure rates climb. The patterns are diagnosable — and the narrow-vertical approach that actually ships.

#ai#mittelstand#engineering
7 min read
A precision mechanical workshop in the Swabian Alb at dusk, symbolising disciplined engineering over hype.

Security Before Speed: How the Mittelstand's Caution Became an AI-Era Advantage

German SMEs are outpacing their Silicon Valley counterparts on AI adoption while getting hit with fewer incidents. The caution turned out to be the moat.

#mittelstand#ai-governance#nis2
7 min read
Two puzzle pieces labelled SaaS and custom, joined by a clean API seam

Composable by Default: SaaS for Commodity, Custom for Competitive Advantage

A 5-point framework for drawing the SaaS/custom boundary, backed by 2025–2026 data on replacement rates, price inflation, and EU Data Act portability.

#build-vs-buy#composable-architecture#saas
7 min read

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