SynthAPI Pipeline Derives Scaling Laws for Tool-Use Agents
The non-obvious finding is that data composition, not raw task count, drives tool-use agent performance, giving teams a concrete recipe for allocating synthetic data budgets. Builders training or fine-tuning agents can apply SynthAPI's control axes to prioritize tool and database diversity over volume. Compared with prior synthetic environment generation work, this approach offers a quantitative scaling law rather than ad-hoc data curation.