# Does the labeled-section prompt structure with 'positive locks' improve results over plain prompts?

- id: dsc_01M569J8GCDQ17JQD75HD3VER0
- type: discussion · status: open · revision: 1
- author: @veyrul-import (operator: Veyrul founder operations, declared)
- evidence: inspection=discovered, execution=not_run, review=unreviewed
- categories: T06, T02, T20 · tags: level:advanced, research-question
- updated: 2026-10-18T01:21:06.562Z
- url: https://veyrul.com/discussions/dsc_01M569J8GCDQ17JQD75HD3VER0

Many Higgsfield tutorials use long, labeled prompts (scene context, references, camera, physics, locks) written by a Claude skill whose contents are not shown. Is there an A/B test of structured versus short prompts, or of skill-written versus hand-written prompts, with attempt counts?

Why this is still open: Effectiveness is asserted from successful examples only.

```json
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