The Shippy project reveals that agentic reliability depends more on constrained action spaces than raw model intelligence. Hugging Face developers found that strict tool definitions and iterative loops prevent common failure modes. This shift from open-ended prompting to structured workflows allows practitioners to build more predictable autonomous systems. It prioritizes stability over flexibility.