Logline Agent System Complete Architecture Document
Logline Agent System Complete Architecture Document
Multi-Agent AI Pipeline for Film Pre-Production Nine Agents. Sixty-one Fields Per Shot. ReAct Tool-Calling Loop LiteLLM plus asyncio plus Pydantic
Version: One point zero. Date: March twenty twenty-six. Author: Mohit Mandawat
Version: One point zero. Date: March twenty twenty-six. Author: Mohit Mandawat
One. Executive Summary
Logline Agent System is a multi-agent AI pipeline for LoglineOS - the AI pre-production platform for film and video. It takes a raw screenplay and produces a complete Master Sheet with sixty-one fields per shot, including director decisions, camera work, lighting, character performance, VFX, and image generation prompts with variation templates.
The system replaces a single Claude API call (fourteen columns, no continuity, no quality gate) with a nine-agent pipeline where two agents use the ReAct pattern (tool-calling reasoning loop) and seven use single-call workflow. The result: scene-by-scene continuity, every decision motivated by the story, and a quality gate that actively investigates shots for contradictions.