# Resilienz Image Generation – Process Improvement Notes

**Last Updated:** 2026-03-04

## Initial Prompt (Too Abstract)

**Scene Type:** NATURE  
**Prompt:** Tree trunk/branches with natural light – abstract nature metaphor

**Issues:**
- Too conceptual/abstract – not immediately recognizable as workplace resilience
- Nature metaphor doesn't connect directly to HR/workplace context
- Reader might not understand the connection to Resilienz topic

## Improved Prompt (Concrete & On-Topic)

**Scene Type:** WARM INTERIOR / WORKPLACE  
**Prompt:** Calm, organized workspace with natural light streaming through window, healthy potted plants visible, organized but not empty (closed laptop, organized papers)

**Improvements:**
- **Concrete and recognizable:** Workplace scene immediately connects to topic
- **On-topic:** Shows workplace resilience (recovery, organization, growth elements)
- **Distinct from adjacent posts:** Not minimalist desk (work-life-balance), not silhouettes (soft-skills), not cafe (employee-engagement)
- **Visual elements support metaphor:** Plants = growth/recovery, natural light = hope/strength, organized workspace = resilience

## Key Learnings for Future Prompts

1. **Prefer concrete workplace scenes over abstract metaphors** – Readers should immediately recognize the connection to the topic
2. **Match scene to topic meaning** – Resilienz = workplace resilience → workplace scene, not nature
3. **Use visual elements to support metaphor** – Plants (growth), natural light (hope), organization (recovery) rather than abstract concepts
4. **Test prompt clarity** – Ask: "Would someone reading the post title recognize this image as related?" If not, make it more concrete

## Process Improvement Recommendations

1. **Review prompt before generation:** Check if prompt is concrete enough – avoid abstract metaphors unless topic truly requires them
2. **Iterate if needed:** If first image is too abstract, refine prompt to be more concrete and recognizable
3. **Document improvements:** Note what changed and why for future reference
4. **Update style guide:** Consider adding Resilienz to topic-keyword table with WARM INTERIOR / WORKPLACE scene type