Case Studies

Building a Restartable Long-Video Processing Pipeline

How Shorts Factory uses a 16-stage deterministic pipeline with SQLite checkpointing to process hour-long videos into publishable shorts.

Architecture of an autonomous YouTube production system built on deterministic pipelines and database-backed state machines.

Autonomous prediction market agent with signal processing, risk gates, and real-time capital protection.