In high-stakes industries, trust isn’t built on promises. It’s built on verifiable evidence. Software should be held to the same standard.

Verifiable quality

When I talk about craftsmanship, I mean the technical choices that make a system resilient. For office-stamper:

  • Mutation testing (PIT) — line coverage says which lines ran; mutation testing proves the tests actually catch bugs.
  • A strict API — consolidating the surface in v3.1 and v3.2 reduced the room for misuse.
  • Continuous quality — Qodana analysis on every commit keeps the bar from drifting.

The real-world impact

When an automated system generates a compliance report for safety-critical infrastructure, there’s no room for error. Craftsmanship is what guarantees the document says exactly what the data dictated, no more and no less.

That’s the part a model can’t give you. Correctness isn’t a prompt; it’s a property of the system that produces the output.