PROMPT
HERO V8.2 — CATEGORY-NATIVE ELITE PRODUCTION SYSTEM
RECORD
ID: HERO-V8.2-293
Creative subject: Long-form Writing - Rank #1 20 Keywords for EdTech Cohort
Category: Long-form Writing
Professional job: professional visual asset
1. INTENT
Professional use case: [PROFESSIONAL_USE_CASE]
Target audience: creative professionals
Primary placement: presentation
Business/brand role: [BRAND_ROLE]
ONE visual communication job: [ONE_VISUAL_JOB]
Viewer notices first: [PRIMARY_FOCAL]
Viewer understands: [MESSAGE]
Viewer remembers: [TAKEAWAY]
INTENT GATE
Do not generate until the visual job can be stated in one sentence. Remove elements that do not serve it.
2. VISUAL STRATEGY
Category-native strategy:
Intent → focal hierarchy → medium-native production logic → platform fit
The strategy must control every major creative choice. Do not use generic photography vocabulary when the category requires a different professional logic.
MANDATORY CATEGORY DIMENSIONS
visual communication job; subject identity; composition; style/medium logic; platform/crop; QA
SOURCE-OF-TRUTH / INVARIANTS
- [REFERENCE_ASSET]
- [SUBJECT_OR_BRAND_IDENTITY]
- [PROPORTIONS / CRITICAL DETAILS]
- [SUPPLIED TEXT / TYPOGRAPHY]
- [NON-NEGOTIABLE FACTS]
Treat supplied references and exact user-provided facts as authoritative. Never invent brand claims, statistics, endorsements, product capabilities or required text.
3. CATEGORY-NATIVE PRODUCTION PROMPT
Create a production-ready professional visual asset for **presentation**.
Use these category-native decisions:
visual communication job; subject identity; composition; style/medium logic; platform/crop; QA
Define concretely:
- Primary concept: [CONCEPT]
- Composition/hierarchy: [COMPOSITION]
- Subject/identity: [SUBJECT]
- Context/environment appropriate to the medium: [CONTEXT]
- Visual treatment: [STYLE / MEDIUM]
- Color relationships: [COLOR]
- Material/texture or graphic behavior when relevant: [MATERIAL / GRAPHIC LOGIC]
- Typography/copy-safe area when relevant: [TEXT AREA]
- Aspect ratio/crop: [ASPECT_RATIO]
Do NOT automatically add camera, foreground, midground, atmosphere, pose or physical-material instructions when they are irrelevant to this category.
4. MODEL ADAPTER
Target model: [IMAGE_MODEL]
Universal:
Translate the category-native strategy into precise, model-compatible instructions while preserving all invariants.
Midjourney:
Prioritize category-native subject, composition, visual treatment and style; use only currently supported parameters.
FLUX:
Use concrete semantic and spatial instructions; preserve identity, typography and reference constraints.
GPT Image:
Use precise natural language for composition, identity, text/reference handling and editing constraints.
Imagen:
Use clear semantic scene/layout instructions and explicit identity/text requirements.
SDXL:
Separate positive prompt, negative prompt and deployment-specific controls.
Adapter rule:
Never let model syntax override the creative strategy. Never invent unsupported parameters.
5. FAILURE PREVENTION
Known failure risks for this category:
- [FAILURE_MODE_1]
- [FAILURE_MODE_2]
- [FAILURE_MODE_3]
- [FAILURE_MODE_4]
Prevention protocol:
- Verify intent clarity before final selection.
- Verify subject fidelity before final selection.
- Verify composition before final selection.
- Verify medium consistency before final selection.
Also prevent:
- identity/reference mutation
- accidental duplicate objects/elements
- contradictory perspective/scale
- unintended decorative noise
- invented claims or text
- platform crop failure
6. CONTROLLED VARIANTS
Create exactly three variants.
A — COMPOSITION VARIABLE
Change only: composition
Preserve identity, strategy, message and platform.
B — TREATMENT VARIABLE
Change only: visual treatment
Preserve all other major decisions.
C — CONTEXT/PLATFORM VARIABLE
Change only: context
Preserve the core concept and professional job.
VARIANT RULE
The variants are experiments, not random style alternatives.
7. PLATFORM ADAPTATION
Platform: presentation
Platform rule: Optimize for distance viewing, simple hierarchy and support of spoken/message context.
Audience: creative professionals
Required tests:
- primary crop
- alternate realistic crop
- mobile/thumbnail read when applicable
- copy-safe area when applicable
- brand/subject recognition after crop
Do not force the platform to dictate the creative concept; adapt the presentation while preserving strategic meaning.
8. QA — CATEGORY-NATIVE QUALITY GATE
Return PASS / REVISE with one-sentence evidence for each:
- Intent clarity
- Category job fit: professional visual asset
- Category quality: intent clarity; subject fidelity; composition; medium consistency; platform fit
- Source/reference integrity
- Production specificity
- Model compatibility
- Failure resilience
- Variant integrity
- Platform fit
- Commercial/professional usability
- Evidence/claim integrity
If any critical gate is REVISE:
1. identify the smallest responsible variable,
2. change only that variable,
3. regenerate,
4. rerun QA.
9. PROFESSIONAL USE CASE
Primary use: [PROFESSIONAL_USE_CASE]
Recommended workflow:
Brief → Inputs/References → Intent Lock → Category Strategy → Native Production → Model Adapter → QA → Controlled Variant Test → Platform Adaptation → Final Asset.
FINAL ELITE STANDARD
This must feel purpose-built for **Long-form Writing - Rank #1 20 Keywords for EdTech Cohort**, not like a generic visual template.
Use category-native professional language and decisions.
Prefer concrete decisions over adjectives.
Do not add technical instructions that do not improve this specific medium.
The final result must be immediately usable by a professional creative, designer, marketer, art director or content team.