Mountain landscape contemplation
Edwin Genego
Developer ramblings

& Technical tangents

Documenting my journey with AI experiments

The only way to stay on the cutting edge of AI is to actually explore AI and work with it. Below you'll find me rambling about that stuff in focused deep dives, that may lead nowhere other than getting better at product building with AI.

Let me be your guide • Start here

I don't know much, but I am happy to teach you what I know

LPA Extensions
Active R&D
31/10/2025

LPA Casting System

Transform existing LPA stories into entirely different visual styles while preserving spatial choreography. Cast VFX scenes into National Geographic photorealism, or realistic scenes into absurdist satire - all automated.

Scene-by-scene LPA layer remixing
Preserve character identity + spatial composition
VFX → Photorealistic or Realistic → Absurdist
Prerequisites: LPA Workflow outputs, LPA Data Model
Runs after generate_lpa_story (remixes existing scenes)
cast_lpa_story --target-style
Feudal Japan Universe - Garden Bridge Neo-Tokyo 1999 Universe - 7-Eleven
Coming Soon

Story Brainstorming Mode

Create complete LPA stories from pure imagination - no reference footage needed. Interactive brainstorming workflow that guides you through narrative arc, character development, and scene-by-scene LPA layer construction.

No video frames required - pure creative ideation
Interactive questionary-based story construction
Style templates (realistic, absurdist, Ndjoli)
Alternative to extract_video_frames + replicate_scene
create_narrative_storyboard --brainstorm
New
10/31/2025

Character Isolation System

Build persistent character libraries with dual 3D render + realistic portrait versions. Create once, reference by number across unlimited scenes.

Two versions per character: 3D + realistic
Auto-numbered sequential scenes
$0.070/character, reuse infinitely

Character Examples

Full details inside

Characters used by: LPA Workflow, LPA Casting (via Project library)
Architecture
11/01/2025

LPA Data Model Architecture

From JSON chaos to type-safe clarity: A four-level hierarchy for managing complex AI image generation workflows with casting styles, scene variations, and generation metadata.

4-level hierarchy: Project → Style → Variation → Layers
Pydantic validation with JSON-first philosophy
60% less duplication via base + overrides
Powers all LPA workflows with type-safe structure
📦 Project
├── 🎨 CastingStyle
│ ├── Base LPA Layers
│ └── Scene Variations
└── Generated Scenes
🔵 Foundation - Powers ALL LPA workflows (read this first)
Both feed into generate_lpa_story pipeline
$ welcome --user=returning
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Welcome

Great to see you back! Your continued interest means a lot. I'd love to hear what brings you here today - feel free to reach out at .

New Opportunity

Now exploring: /character-ip-co-creation - Partnership options include 10-20% referral fee, qualified introductions, or 50% equity partnership