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Quality Gates for AI Software Delivery Teams

· 2 min read
VibeGov Team

Speed is easy with AI. Reliable quality is not.

GOV-04 exists to stop teams from shipping work that only looks done.

Human-readable summary

Quality gates are simple checkpoints that answer one question:

"Can we trust this change in real delivery conditions?"

If the answer is unclear, the change is not done yet.

GOV-04 helps teams avoid the common trap of:

  • fast implementation
  • shallow validation
  • delayed defects
  • expensive rework

Sneak peek of the GOV-04 rule

At a practical level, GOV-04 expects every meaningful change to satisfy:

  1. Correctness — behavior works as intended
  2. Consistency — behavior fits system rules/patterns
  3. Maintainability — future contributors can safely evolve it

And critically:

  • evidence must exist for claims
  • docs/spec/traceability must match actual behavior
  • known trade-offs must be recorded, not hidden

Why this matters for teams

When quality gates are explicit, teams get:

  • fewer regressions
  • clearer done criteria
  • less debate at handoff time
  • better release confidence

Without quality gates, quality becomes opinion. With GOV-04, quality becomes observable.

Practical adoption tip

Start small:

  • define one minimal quality checklist per task type
  • require evidence links in completion updates
  • reject "done" claims without proof

Consistency here compounds quickly.

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