video-workbench/docs/ccpe-system-handoff.md

CCPE System Handoff For Video Workbench

This document is the handoff for future work in:

C:\Users\wangq\Documents\Codex\ccpe-system

It records the CCPE assets needed to support Video Workbench.

Core Principle

Use scenario-first layering.

Do not force every old prompt into Skill, Agent, and Runtime layers. Preserve a working Lite kernel when it is the correct production form. Promote to Agent Spec, Skill, Model Card, or Runtime only when the video workflow needs that layer.

Existing Actor To Upgrade

Previous single-agent actor:

强哥的徒弟

Likely first target:

agents/lite/qiangge-apprentice.prompt.md

Purpose:

Transform deep essays and models into public-facing short video plans, scripts, visual prompts, and production packages.

Recommended CCPE Build Sequence

1. Upgrade 强哥的徒弟 into a verified CCPE-Lite artifact.
2. Preserve regression tests against the original workflow:
   • angle proposals
   • video outline
   • storyboard logic
   • shot deep production
3. Run Scenario Probe before promoting to Agent Spec or Skill.
4. Extract stable embedded models into Model Cards only when they are reusable beyond this actor.
5. Build small Skills only for repeatable actions:
   • source-to-episode splitter
   • angle proposal generator
   • global visual style builder
   • storyboard logic builder
   • shot deep-production generator
   • image prompt generator
   • voiceover script generator
   • publish copy generator
6. Build a Short Video Production Runtime only after the core stages are stable.
7. Validate the runtime with a trial Video Workbench project.

Candidate Asset Map

Asset	Candidate Type	Purpose
Qiangge's Apprentice	CCPE-Lite / Agent Spec	Primary dimensional output actor
Dimensional Output Model	Model Card	Extract deep model into public-facing point
Series Architect	Agent / Skill	Split long essay/model into episodes
Angle Proposal Generator	Skill	Produce three distinct entry angles
Tone And Outline Builder	Skill	Produce video outline and global style
Storyboard Logic Builder	Skill	Produce shot logic with timing and word budget
Shot Deep Production	Skill	Produce visual plan, image prompt, voiceover, design notes
Image Prompt Generator	Skill	Generate consistent image prompts
Voiceover Script Generator	Skill	Fit narration to duration budget
Short Video Production Runtime	Runtime	Coordinate full video package production

Runtime Boundary

The first runtime should stop at a production package:

• selected angle
• video outline
• storyboard logic
• shot deep-production files
• image prompts
• voiceover script
• optional image/audio assets
• editing notes
• publishing copy

Do not automate manual editing or platform publishing in the first version.

Relationship To Writing Runtime

Article production and video production should remain separate runtimes.

They share sources and sometimes models, but they differ in:

• target output
• audience
• timing constraints
• visual constraints
• asset generation
• evaluation criteria

Validation Target

The first validation project should use one existing deep essay and one existing model document from Knowledge Vault.

Expected success:

• a clear episode or standalone scope
• three genuinely different angles
• a selected angle trace
• a coherent visual/narration protocol
• a complete storyboard
• shot-level prompts and voiceover
• a package ready for manual editing