An instruction engineer designs, tests, versions, maintains, and validates specifications producing reliable, reproducible, auditable outputs across model versions and implementation contexts. The specifications demonstrate precision. The testing operates automatically. The outputs undergo measurement. The lifecycle receives management. The judgments permit auditing. That constitutes engineering.
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