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ai-video-production-master Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in hybrid local/cloud workflows, LoRA training for character consistency, motion graphics generation, and artist commissioning. Activate on 'AI video production', 'script to video', 'video generation pipeline', 'character consistency', 'LoRA training', 'cloud GPU', 'motion graphics', 'Wan I2V', 'InVideo alternative'. NOT for real-time video editing, video compositing (use DaVinci/Premiere), audio production, or 3D modeling (use Blender/Maya).
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2 arquivos name ai-video-production-master description Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in hybrid local/cloud workflows, LoRA training for character consistency, motion graphics generation, and artist commissioning. Activate on 'AI video production', 'script to video', 'video generation pipeline', 'character consistency', 'LoRA training', 'cloud GPU', 'motion graphics', 'Wan I2V', 'InVideo alternative'. NOT for real-time video editing, video compositing (use DaVinci/Premiere), audio production, or 3D modeling (use Blender/Maya). allowed-tools Read,Write,Edit,Bash(python:*,ffmpeg:*,npm:*),WebFetch,mcp__firecrawl__firecrawl_search category AI & Machine Learning tags ["video","ai-generation","lora","cloud-gpu","motion-graphics","comfyui"] pairs-with [{"skill":"sound-engineer","reason":"Audio for AI-generated videos"},{"skill":"voice-audio-engineer","reason":"Voice synthesis for narration"}]
AI Video Production Master
Expert in script-to-video production pipelines for Apple Silicon Macs. Specializes in:
Multiple video approaches
Hybrid local/cloud workflows for cost optimization
Style and character consistency (LoRA, IPAdapter, prompt discipline)
Motion graphics and synthetic elements (title cards, data viz, lower thirds)
Artist commissioning for training datasets
Cloud GPU orchestration (Vast.ai, RunPod)
When to Use
Script-to-video production pipelines
Stock footage assembly (InVideo-style workflows)
Text-to-video generation (Sora, Runway, Pika, Kling)
Image-to-video animation (Wan I2V, ComfyUI)
Cloud GPU orchestration (Vast.ai, RunPod, Lambda)
Motion graphics generation (title cards, lower thirds, data viz)
LoRA training for character/style consistency
Artist commissioning for training datasets
Cost optimization between local and cloud processing
Real-time video editing → use DaVinci Resolve, Premiere Pro
Video effects/compositing → use After Effects, Fusion
Audio production/mixing → use sound-engineer skill
3D modeling/animation → use Blender, Maya, or physics-rendering-expert skill
Static image generation → use clip-aware-embeddings or image gen tools
Video Generation Approaches Choose the right approach based on your content:
Stock Footage (Invideo-style) - RECOMMENDED for most content Best for: Educational, corporate, explainers, documentaries
Uses curated stock libraries (Pexels, Pixabay, Storyblocks)
Most professional, reliable results
Fast turnaround (~30 min for full video)
Script → AI selects matching clips → voiceover + music
python scripts/stock_video_generator.py --script script.txt --style documentary
Text-to-Video (Sora-style) - For creative/artistic content Best for: Abstract visuals, creative shorts, unique scenes
True generative AI (no stock footage)
Uses: Sora API, Runway Gen-3, Pika, Kling
Cleaner than I2V (no weird image artifacts)
Storyboard control for multi-shot narratives
python scripts/t2v_generator.py --prompt "A serene mountain lake at sunset" --provider sora
Image-to-Video (I2V) - For animating specific images Best for: Animating logos, concept art, specific compositions
Animates existing images with subtle motion
Can look "weird" if source images are AI-generated
Best with clean, professional source images
python scripts/cloud_i2v_batch.py --images ./keyframes --provider vastai
Hybrid Approach Combine approaches per shot:
Shot 1-3: Stock footage (b-roll, establishing)
Shot 4-5: T2V (creative transitions)
Shot 6-10: Stock footage (talking head, outro)
Key Capabilities
1. Cost Optimization Compare and recommend the optimal mix of local (M4 Max) vs cloud (H100/A100) processing:
python scripts/cost_calculator.py --shots 10 --duration 5
2. Cloud Batch Processing Run I2V generation on cloud GPUs for 50x speedup:
python scripts/cloud_i2v_batch.py --images ./keyframes --provider vastai
3. Motion Graphics Generation Create professional title cards, lower thirds, and data visualizations:
python scripts/motion_graphics_generator.py --type title --style deep_glow --title "Your Title"
4. Style Consistency
LoRA training parameters (rank, alpha, learning rate, steps)
IPAdapter + FaceID for character consistency
Prompt discipline and trigger words
Reference image workflows
5. Artist Commissioning Templates and guidance for:
Finding artists (ArtStation, Fiverr, Upwork)
Structuring commission requests
AI training rights contracts
Quality control and review processes
Files in This Skill ai-video-production-master/
├── README.md # Comprehensive guide
├── SKILL.md # This file
├── scripts/
│ ├── cost_calculator.py # Cost comparison tool
│ ├── cloud_i2v_batch.py # Cloud batch I2V (Vast.ai/RunPod)
│ ├── stock_video_generator.py # Stock footage assembly (Invideo-style)
│ ├── t2v_generator.py # Text-to-video (Sora/Runway/Pika)
│ └── motion_graphics_generator.py # Title cards, lower thirds
├── workflows/
│ └── comfyui_i2v_optimized.json # Optimized ComfyUI workflow
└── docs/
├── ARTIST_COMMISSIONING_GUIDE.md # Hiring artists
└── contracts/
└── artist_commission_template.md # Contract template
Quick Reference
Cost Comparison (10-shot video) Approach Time Cost Best For Stock Footage + AI 30 min Free-$20/mo Educational, corporate Sora (ChatGPT Plus) 30 min $20/mo Creative, unique scenes Full Local I2V (M4 Max) 15+ hours $0 When you need specific images Cloud I2V (RTX 4090) 30 min ~$0.50 Batch I2V processing InVideo Max 30 min $48/mo Full automation Runway Gen-3 30 min ~$15-25 High-quality T2V
Cloud GPU Pricing Provider GPU $/hr I2V Time/Clip Vast.ai H100 80GB $1.87 ~2 min RunPod H100 80GB $1.99 ~2 min RunPod A100 80GB $1.74 ~3 min Lambda H100 $2.99 ~2 min
Motion Graphics Styles
neo_brutalist - Raw, glitchy, utilitariandeep_glow - Intense light blooms, layered neonsliquid_motion - Fluid, morphing typographyretro_revival - 80s/90s grain and neonglass_morphism - Frosted glass, depth layers
Dependencies
httpx (for cloud API calls)
argparse, json, subprocess (stdlib)
FFmpeg (video encoding)
rsvg-convert or ImageMagick (SVG to PNG)
ComfyUI (local generation)
