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Clarifications

Interpretive governance is not prompt engineering

Clarification: interpretive governance defines structural constraints on machine interpretation, not techniques for eliciting specific model outputs.

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SectionClarifications
Classificationinformative
Date2026-03-30

The confusion

Prompt engineering designs inputs to elicit desired outputs from a specific model. Interpretive governance defines structural constraints that apply regardless of the model, the prompt, or the operator.

Why the distinction matters

Prompt engineering is operational: it depends on model behavior, context windows, and tuning. Interpretive governance is normative: it declares what counts as a legitimate interpretation, what may be claimed, and what must be withheld — independently of how a system is prompted.

A prompt can be well-engineered and still produce outputs that violate governance constraints. A governance framework cannot be reduced to a set of prompts.

The boundary

  • Prompt engineering controls how a model responds.
  • Interpretive governance constrains what counts as a legitimate response.

These operate at different layers. Governance sets the boundaries; prompts operate within them.