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cs.AI2026
SOMA: Continuous Monitoring and Intervention for System Two Reasoning with System One Models
Ruizhi Qian, Lei Shi, Tianyu Hu +3
Reasoning models often run into problems without noticing them, even when symptoms are visible in their own text. In humans, metacognition separates monitoring from control: fast,…
cs.AI2026
The Menu Is an Execution Prior: State-Path Tool Menus for Online Agents
Bo Yan, Weikai Lin, Song Wang
Language models act through tools, yet practical agents face libraries containing thousands of interfaces. We introduce the tool menu as the short, ordered subset of available tool…