Tag: vibe-coding

A practical playbook for turning “vibe-coded” prototypes into maintainable software by tracking refactor work, codifying changes into a reusable spec, and using an agent to apply the same improvements consistently across dozens of REST endpoints.

A practical look at vibe coding as an AI native failure mode: where it helps, where it quietly erodes trust boundaries and how specs and ownership keep your stack safe.