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AI · Governance · Delivery1 min read

Governance for AI-assisted shipping (without slowing down)

A practical playbook for guardrails: review health and deploy reliability, measured at the org level.

The biggest AI risk is not that code is “wrong.” It is that complexity increases quietly while teams ship faster, until reliability and maintainability degrade. Governance does not have to mean heavy process. It can mean better feedback loops.

Guardrail 1: review health

If review time spikes, throughput will collapse. Track review bottlenecks and participation patterns to keep the system moving.

Guardrail 2: delivery reliability

Speed is only valuable if it stays safe. Use reliability metrics alongside throughput: deploy frequency, lead time, and recovery time.

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