Author

Wasu Top Piriyakulkij

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#artificial intelligence Preprint Sep 2026

Subagents vs Agent Skills: Executing Reusable Knowledge for Long-Horizon Agentic Tasks

How can language model agents effectively leverage libraries of reusable knowledge to solve long-horizon tasks? Recent work has increasingly focused on agent skills: reusable capabilities represented as skill packages, i.e., multi-file bundles containing instructions, scripts, and other resources that help agents perfo...

Wasu Top Piriyakulkij, Rachel Lawrence, Alicia Curth et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Induction and Inquiry via Probabilistic Reasoning over Language and Code

How humans grow and maintain abstract knowledge from the sparse, streaming noisy data of experience is a longstanding challenge in cognitive science. Any computational account must satisfy at least three desiderata: It must be (1) data-efficient and compute-efficient, (2) capture gradations of uncertainty to support in...

Wasu Top Piriyakulkij, Samuel Acquaviva, Cassidy Langenfeld et al. · 0 citations