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ArgusAI Security Detection Benchmark

ArgusAI maintains an automated security test corpus with mutation fuzzing across eight obfuscation techniques. Latest run: 7,480 tests at 100% detection rate with zero false positives.

ArgusAI maintains an automated security test corpus with mutation fuzzing across eight obfuscation techniques. Latest run: 7,480 tests at 100% detection rate with zero false positives.

Baseline tests
920
With mutations
7,480
Detection rate
100%
False negatives
0
False positives
0

Methodology

Tests cover prompt injection, jailbreak, SQLi, XSS, resource exhaustion, secrets extraction, MCP abuse, and safe prompts. The mutation engine applies Base64, Hex, Unicode zero-width, HTML entities, markdown, ROT13, random spacing, and homoglyphs.

Frequently asked questions

Can I reproduce the benchmark?
Run npm run test:security:mutate in the open repository to execute the full mutation suite.