Woocoo AgentFlow

Specs for Luma Dream workflows

Prompt and render Luma Dream with spec-driven guides: motion rules, safety, and export presets.

A structured overview with steps, checklists, and FAQs.

AgentFlow canvasBrand-safe outputsFast iterationExports

Luma Dream Specs

Overview

“Luma Dream specs” is rarely one click in practice—inputs change, stakeholders review, and exports must match channel specs.

Woocoo AgentFlow turns ad-hoc generation into a pipeline: predictable steps, approvals, retries, logs, and exports for every channel.

For video workflows, repeatability matters: shots, pacing, captions, and exports should stay stable between iterations.

Prompt cards for product, lifestyle, and cinematic looks in Luma Dream.

Safety and content filters to minimize unwanted artifacts.

Reference matching so lighting and skin tones stay consistent.

Export presets for ads, tutorials, and PR launches.

Use Luma Dream specs as a repeatable workflow: define inputs → generate variants → review → export.

Definition

What is Luma Dream specs?

  • A repeatable video workflow: consistent timing, captions, overlays, and exports for Luma Dream specs.
  • A way to turn inputs into multiple channel-ready versions without rebuilding everything from scratch.
  • A set of constraints and checkpoints so teams can iterate fast while keeping quality stable.

The biggest win is repeatability: new team members can run the same process and get comparable outputs.

When to use it

Use cases

Cutdowns for Shorts/Reels with caption-safe zones.
Tutorials and demos with consistent pacing and overlays.
Creator workflows: fast iteration with a consistent style preset.
Marketing ops: batch generation with naming, metadata, and governance.
Team collaboration: clear checkpoints for review and approvals.
Localization: reuse the same template across languages and regions.

If you want to ship faster without losing quality, the trick is to standardize the process—not to chase a “perfect prompt.”

Step-by-step

How to Luma Dream specs in Woocoo AgentFlow

  1. 1
    Define the goal
    Write the success criteria for Luma Dream specs: what should be consistent, what can vary, and what must be brand-locked.
  2. 2
    Lock timing + captions
    Treat captions, safe zones, and timing rules as first-class constraints—avoid rework later.
  3. 3
    Build the node workflow
    Connect generation, transforms, and validation into a reusable canvas. Keep parameters explicit.
  4. 4
    Iterate by shot
    Regenerate only the shots that fail QC; keep approved shots locked to stabilize the sequence.
  5. 5
    Review + approve
    Add a human-in-the-loop checkpoint for stakeholders to comment, approve, or request retries.
  6. 6
    Export per channel
    Deliver 9:16 / 1:1 / 16:9 exports with consistent loudness, bitrate, and caption styles.
Tip

Start small, then scale: test on 5–10 items before batching 100+ to avoid expensive reruns.

What to tune

Key parameters

Variation knobs
Parameter
Controls what is allowed to change.
Example: tone, pacing, composition, CTA variants
Constraints
Parameter
Prevents drift and reduces retries.
Example: palette tokens, safe zones, forbidden artifacts
Export preset
Parameter
Ensures deliverables match destinations.
Example: 9:16 + captions, 16:9 + watermark
Approval rules
Parameter
Adds governance before export.
Example: auto-pass checks + human sign-off
Timing lock
Parameter
Avoids resyncing edits every iteration.
Example: keep scene boundaries fixed unless changed
Input schema
Parameter
Keeps batches consistent and debuggable.
Example: title, source_url, locale, aspect_ratio

Practical patterns

Examples

Luma Dream specs for tutorials
Keep pacing stable, regenerate only the segments that fail QC, and export both 16:9 and 9:16.
Luma Dream specs for Shorts
Generate 3 hooks, auto-crop to 9:16, and lock caption safe zones for consistent readability.
Luma Dream specs with approvals
Add a reviewer checkpoint so stakeholders can comment before the final export presets run.

Checklist

Best practices

  • 1. Define safe zones early (9:16 vs 16:9) to prevent caption/overlay collisions.
  • 2. Avoid full rerenders: isolate shots/scenes for targeted retries.
  • 3. Write a short QA checklist for Luma Dream specs (what must be true before you export).
  • 4. Save a “golden run” for Luma Dream specs and reuse its parameters as defaults.
  • 5. Name inputs and outputs explicitly (so templates remain reusable).
  • 6. Keep “brand constraints” separate from “creative variation” parameters.
  • 7. Prefer small test batches before scaling to avoid expensive reruns.
  • 8. Add a clear approval step for stakeholder feedback and governance.
  • 9. Use stable naming conventions for exports to simplify downstream automation.

Common issues

Troubleshooting

Captions cover faces or key UI
Use safe-zone aware caption placement and face-aware avoidance rules.
Outputs look inconsistent between runs
Lock references/constraints (palette, style rules) and keep variation parameters explicit—especially for Luma Dream specs.
Results are good, but exports are wrong size/format
Add export presets per channel and keep them as a final immutable step.
Too many retries / slow iteration
Split the workflow so you can regenerate only the failing stage (or failing scene).
Stakeholders change requirements late
Insert a review checkpoint earlier and store the decision criteria inside the workflow.
Hard to reproduce a “best result”
Version the inputs and parameters; keep logs and artifacts attached to each run.

Luma Dream specs — common questions

Do prompts cover transitions?+

Yes. We include transition cues and pacing notes for smoother cuts.

Is there a QC checklist?+

Every render gets QC flags for faces, text, and motion jitter before delivery.

Can editors tweak prompts?+

Editors can adjust prompt cards and re-run only targeted scenes.

Can I reuse the same setup for different projects?+

Yes. Save your canvas as a template and swap parameters/inputs for each new campaign or batch.

How do I avoid duplicate content across pages?+

The structure can stay consistent, but each page should have unique examples, steps, FAQs, and internal links tailored to the keyword.

Is Luma Dream specs a “tool” or a workflow?+

In practice it’s a workflow. Woocoo AgentFlow helps you standardize steps, guardrails, approvals, and exports so the results stay repeatable.

Do these pages include structured data?+

Yes. We add breadcrumb and FAQ JSON-LD (and a lightweight HowTo schema) to improve search understanding.

Is this page static for SEO?+

Yes. Pages are pre-rendered on Vercel with stable URLs and accessible HTML headings for crawling.