The Shippy project reveals that agent reliability depends more on constrained action spaces than prompt engineering. Hugging Face researchers found that narrow tool definitions reduce hallucinations and execution errors. This shift from general-purpose autonomy to structured task-specific workflows provides a practical blueprint for developers building production-ready autonomous systems today.