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Apple's new paper introduces SynthAPI, showing that for tool-use agents, diversity of apps and database states matters more than raw task count, deriving a data-mix scaling law that predicts held-out generalization far better than task-count-only laws.
The paper proposes a lightweight, rule-based selector for diverse SFT traces to improve post-RL generalization in reasoning models, showing significant performance gains on mathematical benchmarks.