Product

VILA-Lab found Claude Code is 1.6% AI logic and 98.4% engineering scaffolding. With foundation models converging on baseline reasoning, what makes an agent reliable in production isn’t the model, it’s the deterministic harness around it.

Every automation platform has a data transformation problem. Zapier gives you formatters. n8n gives you code. We chose JSONata, the same open expression language AWS added to Step Functions in 2024.