Introduction to this engineering knowledge base — what it covers and what's coming.

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

Autonomous prediction market agent with signal processing and risk management.

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

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

Patterns for coordinating AI workers, models, and pipelines in production environments.

Engineering patterns for constraining LLM behavior in production AI systems.

Implementation reference for the autonomous media production engine.

Implementation reference for the autonomous prediction market trading agent.