Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2607.09011.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

A multi-agent LLM system (Secret Scanner Agent) that extracts both leaked credentials and the resources they unlock ('doors') from unstructured documents like emails and tickets. Pairs a recall-focused detection agent with a review agent. Tested on synthetic benchmarks across six models and compared against 13 security analysts.

Concrete division of labor between a detection agent and a review agent, with measured precision and recall gains on a task where single-agent LLMs and regex both underperform.

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