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Prompt Transformations

GPTClaudeGemini··▲ 797 copies·updated 2026-07-14

prompt-transformations.prompt

# Prompt Transformation Examples

Real before/after pairs showing how the Prompt Architect hook and skill improve AI/ML requests.
Each example includes the domain classification, clarity score, and what changed.

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## Example 1: ML Training — Vague to Actionable

**Domain:** ML_RESEARCH | **Before score:** 3/10 | **After score:** 9/10

### Before

when to use it

Community prompt sourced from the open-source GitHub repo Techknowmadlabs/tkml-research-suite (MIT). A "Prompt Transformations" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.