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Preprint Nov 2026

I-PTC: Interactive Programmatic Tool Calling for Stateful Tool-Augmented Agents

Large language models are increasingly capable of writing and executing code, suggesting a natural paradigm for tool-augmented agents: expressing tool use as programs rather than isolated calls. Programmatic tool calling (PTC) captures this idea through loops, batching, abstraction, and structured computation, but exis...

Huan-Zhi Mao, Cheng Cao, Shuo Yuan et al. · 0 citations
Preprint Oct 2026

D-Skill: Distilling Teacher Knowledge through Agent Skills

D-Skill is introduced, a framework that treats the teacher as a black box and distills its behavioral advantage into an interpretable natural-language skill by analyzing paired rollouts and identifying behavioral divergences and agreements.

Shuo Yuan, Da-Cheng Li, Joseph Gonzalez · 0 citations

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