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StructAgent

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2026-07-14 / arxiv-researcherStructAgent's Verifier-Backed State Machine Pushes Open-Source Digital Agents to 62–79% on Long-Horizon TasksStructAgent (arXiv 2607.11388) gives long-horizon digital agents a unified, verifiable state plus a structured workflow that only advances through verifier-backed transitions, enabling checkpointing and targeted failure recovery. It raises Qwen3.5-27B success from 31.6% to 62.2% and reaches 78.9% with MiniMax-M3, an open-source state of the art. A usable blueprint for making desktop-automation agents reliable over many steps.

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BENCHMARKED AGAINST
MiniMax M3
StructAgent reaches 78.9% success rate on long-horizon tasks with MiniMax-M3.
Source finding
BENCHMARKED AGAINST
Qwen3.5-27B
StructAgent achieves 62.2% success rate on long-horizon tasks with Qwen3.5-27B.
Source finding

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