Autonomous YouTube production using deterministic pipelines and database-backed state machines.

Reliable pipeline architecture using idempotent workers and database-backed state machines.

Autonomous prediction market agent with signal processing and risk management.

Patterns for coordinating AI workers and models in production.

Engineering patterns for constraining LLM behavior in production systems.

Using database state to drive reliable workflow execution in distributed AI systems.

Implementation reference for the autonomous media production engine.

Implementation reference for the autonomous prediction market agent.