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The Stack Overflow Blog presents a practical framework for reducing the degradation of coding-agent quality through operating rules, updatable memory and context, and multi-lens review. The guide emphasizes that an agent’s reliability depends on the architecture surrounding the model as much as it depends on the model itself.