Apple Machine Learning Research3 min read
Plan or Retrieve First? A Scale Study of Tool Discovery Architectures
Tool-augmented LLM agents discover relevant APIs from large registries before planning execution, yet finite context windows prohibit injecting all tool definitions into a single prompt.
By Apple ML Research
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Originally published by Apple ML Research on Oct 15, 2026.
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