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cs.MA2026
Collective Counterfactual Planning: Coordination, Consent, and Verification under Representational Constraints
Chainarong Amornbunchornvej
Groups routinely complete projects that no single member can plan, execute, or verify alone. We propose a formal model of this phenomenon, Collective Counterfactual Planning (CCP),…
q-bio.NC2026
Interpretation, Learning, and Empathy as One Constraint: A Residual-Adequacy Architecture with Accountable Abstention
Chainarong Amornbunchornvej
An agent must act on the situation before it, learn what it cannot yet represent, and model other agents well enough to coordinate. These faculties are usually realized by separate…