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Skills2026-08-10 · source-backed
AgentChaos (ASE 2026) intercepts the HTTP interface between an agent and its provider and injects crash, omission, and value faults into the content and tool_call fields, with verification that each fault actually fired. Across 65 configurations pass@1 fell up to 50 points, and rankings held across backbones: harness design mattered more than model choice. Existing fault-diagnosis methods scored below 53% on fault type, so assume your system currently can't tell you why it broke.
Each link below shares sources, entities, or timing with this story.
Shared entity: Existing / Same source domain / Shared topic / Earlier coverage / Tension
Both cover Existing; reported by the same outlet (arxiv.org); overlapping topics (agent, code).
Both cover Existing; reported by the same outlet (arxiv.org); overlapping topics (each, existing).
Shared entity: HTTP / Same source domain / Shared topic / Earlier coverage / Tension
Both cover HTTP; reported by the same outlet (arxiv.org); overlapping topics (actually, agent).
Shared entity: HTTP / Shared topic / Earlier coverage / Tension
Both cover HTTP; overlapping topics (agent, code, currently); earlier HTTP coverage from 2026-03-18.
Shared entity: Existing / Same source domain / Shared topic / Earlier coverage
Both cover Existing; reported by the same outlet (arxiv.org); overlapping topics (agent, existing).
Same source domain / Shared topic / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (agent, between, choice, configuration); traces where this leads (downstream).
Shared entity: HTTP / Same source domain / Earlier coverage / Tension
Both cover HTTP; reported by the same outlet (arxiv.org); earlier HTTP coverage from 2026-07-23.
Same source domain / Shared topic / Tension / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (agent, between); pushes against this story (but).