Haoyu Wang

(This manuscript underwent a slight revision on June 06, 2026.) This paper challenges a common inference in debates about large language model (LLM) assistants: that their present non-answerability straightforwardly reveals natural incapacity for accountability standing. It argues that some answerability-relevant deffcits may be partly produced by alignment and deployment regimes themselves, and then redescribed as evidence that such systems could never participate in accountability relations. The paper calls this pattern fabricated absence. Using a blame–reasons–revision loop as a diagnostic standard, it examines how preference optimization, sycophancy, attribution schemes, and external patching can disrupt addressability, reasons uptake, principled refusal, temporal continuity, and internal revision. It then defends a limited non-trivial path claim: although current assistants are not shown to possess moral status or accountability standing, some answerability-relevant capacities remain technically scaffolded, design-sensitive, and conceptually unsettled. The normative implication is a threefold burden on design power. Durable closure of such capacities may foreclose a future route to answerability, create present-directed risks under evidential uncertainty, and compromise the fairness of later assessment when engineered incapacity is treated as natural absence. In response, the paper proposes the Non-Foreclosure Design Principle: designers should not deliberately and durably close non-trivial paths toward answerability-relevant capacities as a routine means of securing compliance, while also avoiding fabricated presence and responsibility laundering.