Independent security researcher

Jing Qian

Civitasmass

I study how web applications and AI systems fail, and test where their safeguards hold.

Selected field note

The 19-Point Result I Almost Ignored

A modest email experiment became the basis of my 7th-place, gold-medal finish in Kaggle's AI Agent Security competition. Recognizing it took longer than building it.

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Two abstract candidate tracks, with one breaking at a gate while the quieter path survives a sequence of validation gates8 min read

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