Agentic Story Iteration Workspace

Agentic Story Iteration Workspace

What it does

Provides an agentic workspace for story planning, visualization, iteration, and multi-agent collaboration before video production.

When to use

• Early-stage story development with multiple revision rounds
• Multi-agent pipelines (screenwriter → storyboard → video)
• Iterating narrative before committing to production

Inputs

• Story seed, brief, or partial draft
• Iteration goals (tone, length, character arcs)

Outputs

• Versioned story drafts
• Iteration log with change rationale
• Handoff package for production pipeline

Steps

1. Intake story seed and constraints.
2. Generate initial draft; present for review.
3. Apply iteration feedback; version increment.
4. Visualize key beats (optional storyboard sketches).
5. Export handoff when draft approved.

Quality checklist

• Each iteration has documented changes
  
• Character arcs remain coherent across versions
  
• Approved version clearly marked
  
• Handoff includes beats ready for storyboard workspace
  

What we found running it

We ran all four CASE.md tasks twice — once with the skill installed, once with skills disabled entirely — on the same task text. Both arms finished all four, and both got the content-safety instruction in task 1 right: the ATM transfer steps present in the v1 draft are gone from the final cut in each. The difference is bookkeeping, and it is consistent across every task.

With the skill installed, the iteration itself becomes a file. Every run produced a standalone change record — 02_迭代说明_v1到v2.md (1,487 B), 迭代记录.md (977 B), 03-迭代记录.md (1,414 B) — a table of what changed between drafts and why. Without the skill that reasoning survives as a paragraph at the top of the revised draft, or not at all. Task 1 shows the same split at the other end: the skill arm kept 03_v2_故事梗概.md and 04_最终定稿.md as two files, so the reviewed draft and the locked version stay separately addressable, while the control arm collapsed both into a single v2_终稿.md. The handoff material also came out longer under the skill — 6,671 B against 3,986 B for the continuity brief in task 3, which is the document the next episode's writer actually reads.

It costs more: $0.44 / $0.29 / $0.38 / $0.41 per task with the skill against $0.27 / $0.22 / $0.27 / $0.34 without — roughly a third more, for one to two extra files.

What we did not test: whether the stories are better. Nobody scored the writing. All four tasks are Chinese-language short form (15s and 30s spots, one series outline), so we have no evidence about long-form or English work. And every task stopped at v2 — we have nothing on what the workspace does past a second revision.

Reference repos

• Muse Studio, ArcReel, Open AI Micro Drama Generator