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Skills2026-08-03 · source-backed
A single-line guardrail cuts attack success by ~40 points in single-turn tests and gives back ~20 under four-turn escalation, with erosion patterns differing by model. If your red-team suite is single-turn, your robustness number is systematically inflated. Build four-turn chains for your top five risk scenarios this week.
Each link below shares sources, entities, or timing with this story.
Same source / Shared topic
Cite the same source (A single-line guardrail cuts attack success by ~40 points in single-turn tests and gives back ~20 under four-turn escalation); overlapping topics (chain, erosion, escalation, guardrail).
Shared entity: Build / Same source domain / Earlier coverage / Tension
Both cover Build; reported by the same outlet (arxiv.org); earlier Build coverage from 2026-07-30.
Both cover Build; reported by the same outlet (arxiv.org); earlier Build coverage from 2026-04-22.
Shared entity: Build / Shared topic / Earlier coverage
Both cover Build; overlapping topics (model, risk); earlier Build coverage from 2026-06-21.
Shared entity: Build / Same source domain / Earlier coverage
Both cover Build; reported by the same outlet (arxiv.org); earlier Build coverage from 2026-05-14.
Both cover Build; reported by the same outlet (arxiv.org); earlier Build coverage from 2026-02-28.
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (guardrail, model); pushes against this story (against).
Same source domain / Shared topic / Downstream implication
Reported by the same outlet (arxiv.org); overlapping topics (chain, model); traces where this leads (downstream).