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12.5.1 Integrated Project Roadmap: Creative Package Workflow

The capstone is not about connecting many model APIs. It is about giving a user a workflow: input a brief, generate assets, compare versions, edit, review, and export a usable content package.

See the Product Loop First

AIGC creative platform project delivery loop diagram

Creative package pipeline

Prompt, asset, and version map

Review and export map

The first habit is to save every generated result as an asset with source, prompt, version, review status, and export target.

Build the Minimum Package State

brief = {
"topic": "RAG mini course",
"audience": "new learners",
}
package = {
"brief_ready": True,
"assets": ["title", "cover_prompt", "video_script", "review_checklist"],
"has_versions": True,
"has_review": True,
}

ready = package["brief_ready"] and package["has_versions"] and package["has_review"] and len(package["assets"]) >= 4

print("package_ready:", ready)
print("assets:", ", ".join(package["assets"]))

Expected output:

package_ready: True
assets: title, cover_prompt, video_script, review_checklist

Minimum package state readiness result map

If this state is missing, the project will look like a demo instead of a product.

Start with the Workshop

Run 12.5.3 Hands-on: Build a Reproducible Multimodal Creative Package before expanding the larger creative platform. It gives you the smallest reproducible loop for brief intake, prompt records, asset versions, storyboard export, safety review, and failure analysis.

Project Deliverable Standards

DeliverableMinimum Requirement
READMEGoal, run command, dependencies, material sources, examples
Sample packageOne complete brief with generated assets and review notes
Version recordsAt least two candidate outputs or one edited revision
Safety reviewCopyright, portrait, voice, sensitive content, export label
Failure noteOne real failure case and the next fix

Pass Check

You pass this chapter when your project can accept a brief, produce a structured creative package, keep versions, run review, and export Markdown or JSON that another person can inspect.