{"id":"dual-onramp-unified-production","text":"FTL2 offers two complementary onramps to production-grade automation: greenfield developers can start with zero-setup PEP 723 scripts and progress to optimized cloud execution without intermediate tooling, while Ansible teams can migrate gradually by retaining familiar patterns (CLI, inventory, FQCN, variable precedence) and immediately gaining state-driven reliability and security-first lifecycle features. Both paths lead to production-capable deployments, though the specific observability and security characteristics available depend on which features each path exercises.","truth_value":"IN","source":"","source_url":"","source_hash":"","justifications":[],"dependents":[],"metadata":{},"explanation":{"steps":[{"node":"dual-onramp-unified-production","truth_value":"IN","reason":"premise"}]}}