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Research2026-08-13 · source-backed
arXiv 2608.10875 scripts 200 long-horizon tasks across ten everyday domains in a simulated world of 22 mock services whose clock advances on its own and whose changes are mostly unannounced. Grading reads only artifacts the agent actually left behind: end state, timeliness, and whether unstated constraints held. A silently changing world is the realistic condition and nothing handles it yet.
Each link below shares sources, entities, or timing with this story.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, constraint, task); pushes against this story (versus).
Same source domain / Shared topic / Tension / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (agent, chang); pushes against this story (but).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, condition); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, constraint); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, artifact); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (agent, frontier, task); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, frontier, task); pushes against this story (but).
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, artifact, changing).