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cs.AI2026
From Version Conflicts to Decision Conflicts: Selective Revalidation for Long-Running AI Agents
Yongjian Lyu, Yang Ren, Ruofei Lai +1
Long-running AI agents may read state, reason, wait for tools or human approval, and perform an external action much later. The state that justified the action can change in the me…
cs.AI2026
ContextSniper: AntTrail's Token-Efficient Code Memory for Repository-Level Program Repair
Chiwang Luk, Matin Mohammad Najafi, Zhifeng Jia +6
Large language model agents can repair real repository issues, but they often spend large context budgets on whole-file reads, broad searches, and long terminal outputs where usefu…