Why Manual Testing Is Dead (This Architecture Proves It)

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• Examines automated testing architectures and digital simulation environments that make traditional QA processes obsolete at AI development velocities.
• Core claim: specification quality is now the binding constraint on software quality — testing catches what bad specs cause, not what bad code causes.
• As code generation speed increases, the bottleneck moves permanently upstream to requirements and intent capture.
• Practical takeaway: invest in specification tooling and review processes now; manual testing investment is largely wasted at current agent output speeds.