This repository showcases a multi-layered prompt structure designed to optimize essays with crisp precision and audience resonance. It integrates techniques from prompt engineering, SEO optimization, and visual correspondance — bridging wisdom with modern technology.
| Technique | Role in Suite |
|---|---|
| Zero-shot prompting | Direct semantic tasks (tags, summaries) |
| Instruction tuning | Word limits, exclusions |
| Chain-of-thought | Reasoning for headings and structure |
| Role prompting | Audience framing and tone adaptation |
| Multi-step logic | Variable chaining across modules |
| Visual prompting | Image generation cues with symbolic and emotional parameters |
Purpose: Enhance discoverability and thematic clarity
Prompts:
- Suggest content-driven tags
- Extract two-word SEO keyword
- Generate titles with keyword inclusion
Sample Output:
- Tags: ancient wisdom, method framework, human technology
- SEO_Key_Word: Human Framework
Purpose: Condense meaning, avoid redundancy, and increase reader engagement
Prompts:
- Generate eclectic summary (20 words)
- Reformulate summary in 8 words
- Create subtitles excluding title stems
Sample Output:
A modular human framework harmonizes historic resonance with practical clarity, guiding transformation through cutting-edge methods and ancient insight.
Heritage and innovation entwine for transformative design
Purpose: Align structure with audience psychology and thematic flow
Prompts:
- Suggest optimal headings with paragraph starters
- Generate full paragraphs for defined audience
Sample Output:
- Heading: Navigating the Complexity of Truth
→ It's easy to get lost in a sea of information and misinformation … - Heading: The Key to Wisdom in Uncertain Times
→ When uncertainty is the only constant, it's essential to cultivate wisdom by …
Purpose: Translate symbolic essence into emotionally evocative visuals
Prompts:
- Create featured image prompt with celestial/sci-fi elements
- Reformulate visual prompt within 60 words
Sample Output:
Depict a glowing triadic structure floating in a nebula, surrounded by mythic humanoid figures channeling symbolic energy. Scene evokes clarity, transformation, and cosmic alignment.
Purpose: Adapt essay for viral formats and high engagement
Prompts:
- Generate Instagram-ready paragraph to promote core idea
Sample Output:
*Uncertainty is the new normal. But what does it mean for our opinions, beliefs, and values? It requires more than just accepting or rejecting information - it demands critical thinking *
Learnings:
- Modular prompts enable systemic precision
- Instruction tuning improves consistency
- Visual prompting bridges emotion and concept
Next Steps:
- Expand to multi-format outputs (audio, ritual scripts)
essay-optimization-modular-prompt-suite/
├── README.md
├── prompts/
│ ├── semantic_metadata.txt
│ ├── structural_composition.txt
│ ├── narrative_architecture.txt
│ ├── visual_resonance.txt
│ └── social_compression.txt
├── outputs/
│ ├── sample_tags.json
│ ├── sample_summary.txt
│ ├── sample_headings.md
│ └── sample_image_prompt.txt
└── reflections/
└── iteration_notes.md
Bogdan — Visionary synthesizer, poetic compression, and functional methods design.
Crafting semantic structures that guide transformation through clarity, resonance, and intention.