Riya Bharathwaj
Titles as the sources gave them. In 1 entry, with 3 checked quotations.
What they said
Newest first. Each quotation was found word for word in the source.
“Existing perimeter defenses suppress attacks only by over-refusing 54–92% of legitimate work, so a low attack-success rate can conceal severe over-refusal.”
“on a family-disjoint 906-scenario held-out split it reaches 98.5% recall at a 2.9% false-positive rate.”
“The Meta-Auditor is a research reference, not an adversarially hardened defense, and its scenarios are procedurally generated (realism validated by blind expert review) rather than harvested from incidents”
In the Base
Every entry they appear in.
ErosionBench: Probing Alignment Decay in Enterprise Multi-Agent Systems
Salesforce AI Research authors present ErosionBench, a benchmark of 1,728 enterprise scenarios in which a group of AI agents assembles an unsafe tool action across sessions from individually benign messages. They test existing perimeter defenses and a reference auditor they built.