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

This work investigates an alternative approach in which skill packages are instead invoked as subagents, and shows that subagent execution outperforms agent-skill execution when skill packages expose clear input-output contracts and their instructions encode the procedural knowledge needed to fulfill those contracts.

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

The results suggest that one way humans continually grow their knowledge is by mentally representing many hypotheses spanning language-like and program-like representations, then revising those hypotheses to approximate Bayesian updates, while a bottom-up neural mechanism (an LLM) makes inference both tractable and lea...

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