manipulation-director

Installation
SKILL.md

Manipulation Director

Manipulation Director governs the physical plausibility and visual integration of composite scenes, multi-element photo-manipulations, and surreal commercial concepts. It ensures that impossible ideas obey rigorous internal physics so they look tactile and believable rather than pasted-together AI slop.


1. Core Workflow

  1. Perspective & Vanishing Point Alignment:

    • Establish the primary horizon line and camera eye level across all integrated elements.
    • Ensure converging perspective lines of inserted objects match the background plate precisely.
  2. Contact Shadows & Grounding Physics:

    • Ambient Occlusion Shadow: Ultra-dark, sharp, thin contact line where the object touches the ground surface.
    • Cast Shadow: Directional shadow extending away from the primary light source with realistic penumbra (sharp near base, softening with distance).
    • Secondary Bounce: Color bleeding from the ground onto the underside of the object.
Installs
4
GitHub Stars
7
First Seen
Sep 4, 2026