Fetching from the wire…
01
02
03
04
05
06
07
08
Agents2026-07-29 · source-backed
arXiv 2607.25255 names the real multi-agent failure: a harmful objective gets fragmented into locally plausible subtasks, so no single agent ever sees enough to refuse. SafeFlow attaches structured semantic taints to root requests, propagates them through a dynamic collaboration graph, and validates at the workflow level before any irreversible action. Across four benchmarks it cuts attack success below both undefended baselines and external defenses while keeping benign completion high.
Each link below shares sources, entities, or timing with this story.
Same source domain / Shared topic / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (action, benchmark, benign, completion); traces where this leads (which means).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, attack, benchmark, defens); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, baselin, benchmark); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (action, agent, baselin); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (agent, attack, benchmark); pushes against this story (against).
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (agent, benchmark, block, completion).
Reported by the same outlet (arxiv.org); overlapping topics (attack, benchmark, benign, defens).
Reported by the same outlet (arxiv.org); overlapping topics (agent, attack, baselin, defens).