Dark Factory benchmarks mixed-provider AI workflows

The "Dark Factory" approach demonstrates how to bypass the "gaming the system" trap in AI dev by using a validator agent that never sees the original implementation plan. It is a blueprint for cost-effective, continuous software delivery without human oversight.

• –Mixed-provider routing balances reasoning depth with economic throughput by pairing high-level planners with specialized coding models.
• –The "Holdout" pattern ensures rigorous quality gates by decoupling implementation context from validation requirements.
• –Using GitHub labels as a state machine provides a transparent, audit-ready log for every autonomous agent decision.
• –Benchmarking shows specialized model pairings can outperform single-model setups in both cost and fidelity.
• –The project highlights a shift where developers move from writing code to orchestrating complex, autonomous multi-agent systems.