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

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

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

Deliverable	Minimum Requirement
README	Goal, run command, dependencies, material sources, examples
Sample package	One complete brief with generated assets and review notes
Version records	At least two candidate outputs or one edited revision
Safety review	Copyright, portrait, voice, sensitive content, export label
Failure note	One real failure case and the next fix

Evidence to Keep

Keep this page’s proof of learning as a small evidence card:

Brief

user goal, audience, assets, constraints, and export format

Artifacts

source files, prompts, generated candidates, selected output, and rejected versions

Review

factual check, copyright/portrait/sensitive-content check, and human decision

Integration

RAG record, Agent trace, creative package, storyboard, or export preview

Expected Output

reproducible asset package with README, review checklist, and failure notes

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.

Check reasoning and explanation

1. A passing answer names the modalities involved, the input-output contract, and how text, image, audio, or video evidence is aligned.
2. The evidence should include a real media artifact or trace, plus a note on quality, safety, and failure cases.
3. A good self-check explains whether the task needs generation, understanding, retrieval, tool orchestration, or human review rather than treating every multimodal problem as the same kind of demo.