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General Visual Content Studio

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Turn one plain-language brief into a correctly routed, fact-safe, production-ready visual.
Posters, ads, campaign KVs, course and event graphics, product visuals, cultural work, and social content.

Install · Try it · Selected work · Read the skill · Contribute

Tip

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Install in 30 seconds

Open Codex and run:

$skill-installer
Install https://github.com/Wang-Yeah623/Visual-studio-skill/tree/main/skill/culture-visual-content-studio

Start a new Codex turn after installation:

$culture-visual-content-studio
Create a premium sneaker poster. Keep it recognizable, but do not make it feel too sporty.

That is the full first-use path. No prompt-engineering vocabulary required.

Manual installation
git clone https://github.com/Wang-Yeah623/Visual-studio-skill.git

Copy:

Visual-studio-skill/skill/culture-visual-content-studio

to:

<CODEX_HOME>/skills/culture-visual-content-studio

On Windows, this is commonly:

C:\Users\<you>\.codex\skills\culture-visual-content-studio

Why this exists

Most visual workflows treat every request as an image prompt. That fails when the real job is a course poster, recruitment graphic, schedule, product campaign, or anything with exact copy.

General Visual Content Studio acts as a production controller, not a style preset:

Prompt-first workflow General Visual Content Studio
Chooses a style before understanding the job Locks purpose, audience, and intended action first
Sends every poster to an image model Routes to image generation, deterministic layout, or both
Lets the model invent dates, prices, claims, and CTAs Preserves supplied copy and refuses to fabricate facts
Can abstract away the named product Keeps at least two subject-recognition anchors
Treats one generated image as a finished deliverable Exports, inspects, scores, and rejects weak output

From intent to release

Brief to release workflow

intent
  → content route
  → copy contract
  → production tool
  → visual plate / deterministic layout
  → exact typography
  → inspection
  → release

What makes it different

System What it protects
Casual brief compiler Expands short requests without asking users to write art-direction jargon
Content routing Distinguishes products, services, courses, events, recruitment, culture, editorial, and public information
Subject lock Keeps category-defining features visible at thumbnail size
Exact-copy contract Separates must-preserve, editable, unknown, and forbidden-to-invent content
Tool routing Uses image generation for visuals and deterministic tools for exact text, data, schedules, and CTAs
Quality rejection Rejects any artifact with a zero score or a total below 20/27
Rights and source gate Tracks provenance, permissions, cultural boundaries, and actual source use
Publishing package Produces a master visual, derivatives, captions, alt text, provenance, and release checks

Try it

Product editorial

$culture-visual-content-studio
Create a premium sneaker poster. Keep it recognizable, but do not make it feel too sporty.

Expected behavior:

  • preserves eyelets, stitching, upper curves, outsole arcs, or tread;
  • removes action, stadium, speed, and hype cues;
  • blocks unrelated architectural-maquette drift.

Course enrollment

$culture-visual-content-studio
Create an enrollment poster for an AI writing course. Professional, but not too serious.

Expected behavior:

  • routes to an information-led design;
  • protects title, outcome, metadata, and CTA zones;
  • does not invent the instructor, date, price, credentials, or claims;
  • typesets exact copy outside the image model.

Source-led cultural work

$culture-visual-content-studio
Use these textile, wall, and object fragments to create a premium fragrance KV and a social-media case-study package.

Expected behavior:

  • checks source rights and cultural boundaries;
  • extracts structure, material, rhythm, and light instead of pasting motifs;
  • records provenance and release checks.

Selected work

Luxury fragrance concept KV Deconstructed sneaker material anatomy visual

01 / Material Translation

A fragrance KV built from textile, mineral-wall, glass, and oxidized-metal relationships.

Route: product campaign / image-led
Quality gate: 26/27

Art direction · Provenance

02 / Deconstructed Footwear

A material-anatomy study that removes sports staging without losing footwear identity.

Route: footwear editorial / image-led
Subject lock: upper, eyelets, stitching, tread

Case study · Provenance

All portfolio images under examples/ are covered by the example asset license. They may be viewed as project examples but are not licensed for reuse, redistribution, model training, or commercial derivatives.

Supported visual jobs

Job Default route
Product ad / campaign KV Recognizable hero + generated plate + exact short copy
Course / enrollment graphic Information-led deterministic layout or two-stage route
Event / exhibition poster Identity visual + protected date/place/action block
Recruitment / community call Role, value, requirements, trust, and action hierarchy
Editorial / cover One framing concept + disciplined metadata
Cultural / archival visual Source gate + structure/material/process translation
Public information Readability, accessibility, issuer, and action first
Social series Master visual + derivatives + content package + provenance

Tool routing

Required output Preferred production route
Photo, illustration, texture, concept art Image generation
Existing raster edit Image editing
Text-heavy poster, schedule, price, recruitment SVG, HTML/CSS, Figma, or equivalent deterministic layout
Product KV with short copy Generated visual plate + layout
Social carousel Master system + deterministic derivatives
Cultural visual Source gate + appropriate image/layout route

The skill never calls an image prompt a generated image, and never calls a visual plate a finished poster.

Repository structure

Visual-studio-skill/
├─ skill/culture-visual-content-studio/
│  ├─ SKILL.md                  # Installable Codex skill
│  ├─ references/               # Routing, execution gates, visual and quality rules
│  ├─ scripts/                  # Project, source, content-package and validation tools
│  └─ assets/                   # Reusable project templates
├─ examples/                    # Licensed portfolio examples and provenance
├─ tests/                       # Workflow and failure-path tests
├─ docs/readme/                 # Deterministic GitHub artwork
└─ UPGRADE_PLAN.md              # Current roadmap

Development

python -m pip install pillow
python -m unittest discover -s tests -v
python skill/culture-visual-content-studio/scripts/validate_project.py \
  --project examples/fragrance-kv-content-pack \
  --strict

The CI workflow runs these checks on every push and pull request.

Contributing

Good first contributions include:

  • a realistic brief-compiler regression case;
  • a new domain lock with evidence;
  • a failure-path test for project validation;
  • documentation or installation improvements;
  • a rights-cleared case study with provenance.

Read CONTRIBUTING.md, the Code of Conduct, and Security Policy before opening a pull request.

Roadmap

  • More public benchmark briefs and expected route decisions
  • Deterministic poster-layout examples
  • More rights-cleared portfolio case studies
  • Cross-agent installation documentation
  • Versioned quality benchmarks

See UPGRADE_PLAN.md and CHANGELOG.md.

Support

Use the structured issue templates for bugs and feature requests. See SUPPORT.md for scope and response expectations.

License

Code and skill text are released under the MIT License. Example visual assets use the separate example asset license.

The project is an independent rewrite. See NOTICE.md for provenance.


Built and maintained by Wang-Yeah623
Function first. Exact copy. Deliberate tools. Honest release.

About

A Codex skill that turns plain-language ideas into function-led posters, ads, campaign KVs, course and event visuals, with subject recognition, exact-copy workflows, and publishable content packages.

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