robotMotion Director Agent

Not a tool. An expert.

The Director Agent is the core of Vertical Motion. It's a specialized AI director trained with deep knowledge of video generation models — their capabilities, limitations, quirks, and optimal settings.

Think of it as a professional film director who has also memorized the entire technical manual of every camera in the room. You describe your vision, they handle every creative and technical decision.


What makes it different

Most AI video tools are thin wrappers: your prompt goes in, a video comes out. The Director Agent goes much deeper.

What the Director knows
Why it matters

Which prompts succeed and which fail for each model

Fewer wasted generations, less burned credits

Optimal durations for each scene type

No invalid settings, better pacing

Camera movements the model can handle

Avoids artifacts and "AI slop"

When to use new scenes vs. continuations

Proper cinematic structure

How many element angles are needed and why

Reliable character consistency

Which prompt techniques mask AI limitations

Higher quality output

The Director Agent doesn't just generate video. It directs video — the same way a cinematographer directs a camera.


Three modes

The Director Agent automatically switches between three modes based on what you need. You don't have to choose — it picks the right one for you.

Mode
When it activates
What it does

Ask

You're brainstorming or asking questions

Explores ideas, gives guidance — no actions taken

Planner

You want to plan a video before building

Creates a structured plan with scenes, elements, and pacing

Builder

You're ready to create

Executes the full pipeline — elements, references, scenes, connections

Typical flow:

  1. You describe your video idea → Director enters Planner mode

  2. Director presents a structured plan → You say "do it"

  3. Director switches to Builder mode → Creates everything automatically


What the Director creates for you

When you describe a video idea, the Director Agent handles the entire production pipeline:

1. Style

Sets a global style prompt — the visual DNA for your entire project. Color palette, lighting mood, animation style, atmosphere. Every scene inherits this automatically.

2. Elements

Creates persistent visual assets for anything that must stay consistent: characters, props, products. Each element is generated with multiple angle views so the video model can maintain identity across scenes.

3. References

Creates environment and style images that define how scenes look. Locations, lighting, mood — all locked in and reusable.

4. Scenes

Plans and creates your video clips with proper structure: which elements appear, which references define the look, what happens, how long it lasts.

5. Connections

Defines how scenes connect to each other: clean cuts (new scenes) or smooth continuations. The Director chooses based on what works best for the narrative.


Model-aware prompting

The Director Agent knows things about video models that most users never learn. It applies this knowledge automatically to every prompt it writes.

Techniques the Director uses:

  • Camera shake instead of fast motion — handheld micro-jitter masks AI artifacts

  • Imply motion, don't show it — before/after cuts instead of complex movement

  • Slow motion for complex actions — more forgiving for the model

  • Anchor with stillness — one stable subject with background blur

  • Micro-movements over macro — eyes, hands, breath instead of running

  • Lighting hides imperfections — contrast and shadows cover artifacts

  • Cut before it breaks — shorter scenes, cleaner results

You don't need to learn these tricks. The Director applies them automatically.


State management

The Director Agent maintains a Project Brief — a living snapshot of your project's current state: intent, style, elements, references, scenes, and connections.

This means:

  • It never creates duplicate elements or references

  • It always knows what's already built before deciding what's next

  • Every iteration starts aligned with your project's current state

  • You can pick up where you left off across conversations

After every action, the Director verifies its own work against a checklist: correct slots, valid durations, proper connections, style consistency. If something's off, it fixes it before handing back to you.

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