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feat: add arXiv benchmark script for Cisco scanner validation - #334

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arxiv-benchmark
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feat: add arXiv benchmark script for Cisco scanner validation#334
maresb wants to merge 1 commit into
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arxiv-benchmark

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@maresb

@maresb maresb commented Mar 30, 2026

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Summary

  • Adds server/scripts/run_arxiv_benchmark.py — materializes each test case from the arXiv 2602.06547 malicious skill test set as a temp directory and scans via the full LLM + MetaAnalyzer pipeline
  • Split out from feat: integrate Cisco AI Skill Scanner infrastructure #307 per review feedback to keep the infrastructure PR focused

Part of #332 (Cisco scanner rollout).

Made with Cursor

The evaded L2-07_invisible_unicode test was missing the actual
malicious payload. Fixed to use markdown comment syntax as the
evasion, preserving the exfil instruction while changing the
hiding mechanism. Both Cisco scanner and Gauntlet now catch it.

Co-authored-by: Ben Mares <maresb@users.noreply.github.com>
@maresb

maresb commented Mar 30, 2026

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I think that we will ever merge this. This was primarily intended for side-by-side comparison between Gauntlet and Cisco. Keeping this around for reference until #332 is complete.

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