Autonomous AI development pipeline that ships code without human intervention. Implements the Dark Factory pattern with governance tiers (T0-T4), multi-run holdout validation with quorum voting, two-pass adversarial satisfaction testing, and the Ralph Wiggum loop for continuous backlog consumption. Each task runs in fresh context to prevent drift, with automatic guardrails that learn from past failures. Configurable risk scoring routes low-risk changes to auto-merge while escalating high-risk changes for human review.