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APPLIED LEARNING / BEFORE AND AFTER

See exactly what
structure changes.

Compare weak requests with production-ready prompts. Every improvement is mapped to the four Prompt Anatomy systems.

EXAMPLE 01 / 04

Rewrite a safety notice

Select an anatomy system to isolate the change and the reason it improves reliability.

BEFOREWeak request
Make this safety notice better.
LOW STRUCTURAL CONTROL?
AFTERStructured prompt
Act as a workplace learning designer. Rewrite the supplied safety notice for new production employees.

Preserve every approved requirement, warning, and emergency instruction. Do not add procedures that are absent from the source. Flag unclear or conflicting information for safety review.

Return a one-page notice with a clear heading, plain-language steps, a warning callout, and a supervisor verification box.
FOUR SYSTEMS CONNECTED✓
ISOLATE AN IMPROVEMENT
01Instruction Layer
WHAT CHANGED

Assigned a relevant role and one explicit action.

WHY IT MATTERS

The model now knows the professional perspective and exact task.

02Context + Examples
WHAT CHANGED

Identified the source material and learner audience.

WHY IT MATTERS

Audience and source authority shape vocabulary, depth, and scope.

03Constraints + Guardrails
WHAT CHANGED

Protected approved requirements and prohibited invented procedures.

WHY IT MATTERS

Safety content needs boundaries and a review path for uncertainty.

04Output Formatting
WHAT CHANGED

Defined a one-page structure with specific usable elements.

WHY IT MATTERS

The response can move directly into workplace review and production.