Author

Ali Afoud

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Preprint Sep 2026

VReAct: Verification as an Architectural Layer for LLM Agents: A V-Model Design, and a Pilot Study of Its Deterministic Core

Large language model (LLM) agents built on the ReAct pattern concentrate four responsibilities in one model: selecting a strategy, choosing each action, formatting it, and judging whether the result is adequate. Nothing outside the generative loop can reject its output, so an agent that cannot progress does not report...

Ali Afoud, J. Wu · 0 citations

#artificial intelligence Preprint Sep 2026

Verification as an Architectural Layer for LLM Agents: A V-Model Design, and a Pilot Study of Its Deterministic Core

A pilot implementing the acceptance- and unit-level verifier pairs is reported, comparing five configurations that share one executor, tool set, and scorer and differ only in verification, on the four-hop stratum of MuSiQue with an 8B-parameter backbone.

Ali Afoud, J. Wu · 0 citations