Cole Medin builds Level 5 AI Dark Factory

The Dark Factory model aggressively challenges the current standard of human-in-the-loop AI coding by treating the LLM as an autonomous black box. It eliminates manual code review entirely, viewing it as a bottleneck rather than a safety measure. It trades human time for high token spend by running exhaustive, self-correcting agentic test loops. It builds on Dan Shapiro's 5-level autonomy framework, moving developers from implementation to outcome engineering. Production examples like StrongDM prove this zero-review, autonomous pipeline is viable for real-world codebases.