dev.mn / NoCap

dev.mn and NoCap share one operating frame for evaluating AI claims:

Claim → Tactic → Reality → Evidence → Hidden Cost → Fit → Better Path

Every claim — "20x productivity," "agents replace engineers," "AI writes production code" — gets run through this frame. The goal is not to debunk; it is to separate useful from useless and show the work.

A repeatable, public workflow for reviewing AI-generated code instead of merging it on trust. Four passes:

• Correctness — does it actually do what it claims?
• Security — secrets, dependencies, auth boundaries.
• Tests — does it have them? do they actually test something?
• Context — does it match the codebase, the team, the deploy target?

The output is a checklist an engineer can run in five minutes, not a 30-page PDF.

Most "developer security" content is either enterprise compliance theater or generic paranoia. The dev.mn thread starts from the realistic Mongolian developer context: what are the actual attack surfaces, the actual dependency risks, the actual cost of an npm audit?

The goal is a security culture that is cheap enough to be default, not a security culture that requires a security team to enforce.

dev.mn publishes in both English and Mongolian. The Mongolian-language content is a first-class output, not a translation afterthought. The audience is the local developer community that lives in both languages daily.