Citadel transforms one-off coding agent sessions into repeatable engineering workflows by providing repo-local project state and decisions, a /do intent routing system that classifies requests and dispatches to appropriate handlers, lifecycle hooks for file protection and quality gates, and support for parallel agent fleets using isolated git worktrees. It acts as the operating harness layer that survives context resets and enables multi-agent coordination for real-world project development.