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Han-Lin Tian

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#artificial intelligence Preprint Aug 2026

Ignorance or Incompetence? Constructing Knowledge-Gated, Verifiable Tasks for LLM Agents

A knowledge-gated task-construction protocol is introduced that separates a task instruction from a compact artefact containing private conventions, reference tables, and utility operators, and it is shown that the retained tasks improve post-training.

Han-Lin Tian, Min-Hao Li, Yuhan Mi et al. · 0 citations