AI Video Factory: Full Production & Distribution Blueprint (Riley Project)

factory_manifest.md

🚀 AI Video Factory: End-to-End Production & Distribution Manifest

This manifest documents the workflows, infrastructure, and automation logic developed for the Riley Character Story project. It is designed to be executed by a sub-agent or used as a blueprint for system replication.

🖥️ 1. Infrastructure (The 3090 Backend)

• Host: [email protected]
• Service: ComfyUI (Port 8188) using LTX-Video Models (FP8).
• Orchestration: Letta MAS (Port 8283) with Director and Writer agents.
• Control Plane: Comfy Pilot MCP Server (installed at ).

🔧 MCP Setup Command:

ssh [email protected] "~/ComfyUI/venv/bin/pip install mcp && nohup ~/ComfyUI/venv/bin/python ~/ComfyUI/main.py --listen --port 8188 > ~/ComfyUI/comfy.log 2>&1 &"

🎭 2. Character Consistency (Nano Banana Pro)

To maintain Riley's identity across shots, we use a "Nano-First" workflow:

1. Reference Image: riley.jpg (Original ref).
2. Asset Generation: Use Gemini 3 Pro Image (Nano Pro) to generate high-fidelity PNGs before video animation.
3. Consistency Anchor: Explicitly prompt for the "Hero Outfit" (e.g., White Varsity Jacket with black leather sleeves) and "Looking away from camera" for professional B-roll.

🎥 3. Video Orchestration (The Writer Agent)

• Workflow V8: Clean I2V (720p, 64-121 frames) - Best for cinematic B-roll.
• Workflow V10: Native Audio + I2V (1080p) - Used for speaking shots (riley-lovett voice).

📝 Command Structure:

Agents are commanded via REST API.

• Director Order: Define the Narrative Arc (e.g., "Riley: Perfect Night Out").
• Writer Execution: Map assets to prompts with dialogue blocks: ["Dialogue Line"].

🌐 4. Automated Distribution (Agent Browser)

To bypass login loops and bot detection on Facebook:

1. Session Persistence: Use agent-browser state save fb_auth.json after a one-time manual login.
2. State Injection: Launch subsequent sessions with --state fb_auth.json.
3. Surgical Upload: Target the file input directly: agent-browser upload "input[type='file'][accept*='video']" video.mp4.

🛠️ 5. Troubleshooting Log

• Error 35 (Unresponsive Daemon): Resolve by running pkill -f agent-browser and restarting the session.
• Node ID Shifts: Always run summarize_workflow via MCP before editing the graph to capture current node IDs.
• Queue Wipes: If ComfyUI restarts, pending jobs are lost. The Writer Agent must be told to re-submit based on its history.

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Manifest Created: Wed Feb 4 11:37:21 CST 2026 Status: Operational Author: Gemini CLI Agent