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ADR: An Agentic Detection System for Enterprise Agentic AI Security

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์ €์ž

Chenning Li, Pan Hu, Justin Xu, Baris Ozbas, Olivia Liu, Caroline Van, Manxue Li, Wei Zhou, Mohammad Alizadeh, Pengyu Zhang, KK Sriramadhesikan, Ming Zhang

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ์—”ํ„ฐํ”„๋ผ์ด์ฆˆ ํ™˜๊ฒฝ์—์„œ AI ์—์ด์ „ํŠธ์˜ ๋ณด์•ˆ์„ ๊ฐ•ํ™”ํ•˜๊ธฐ ์œ„ํ•œ ์ตœ์ดˆ์˜ ๋Œ€๊ทœ๋ชจ ์ƒ์šฉ ํ”„๋ ˆ์ž„์›Œํฌ์ธ ADR(Agentic AI Detection and Response) ์‹œ์Šคํ…œ์„ ์†Œ๊ฐœํ•ฉ๋‹ˆ๋‹ค. ADR์€ ๊ธฐ์กด ์—”๋“œํฌ์ธํŠธ ํƒ์ง€ ๋ฐ ๋Œ€์‘(EDR) ๋„๊ตฌ๊ฐ€ ํฌ์ฐฉํ•˜์ง€ ๋ชปํ•˜๋Š” ์—์ด์ „ํŠธ์˜ ์ถ”๋ก , ํ”„๋กฌํ”„ํŠธ, ์˜๋„์™€ ์‹คํ–‰ ๊ฐ„์˜ ์ธ๊ณผ ๊ด€๊ณ„๋ฅผ ํŒŒ์•…ํ•˜๋Š” ๋ฐ ์žˆ์–ด ์ œํ•œ์ ์ธ ๊ฐ€์‹œ์„ฑ, ์˜ˆ์ธก ๋ถˆ๊ฐ€๋Šฅํ•œ ๊ณต๊ฒฉ ๊ธฐ๋ฒ•์— ๋Œ€ํ•œ ๋‚ฎ์€ ๋ฐฉ์–ด ๊ฒฌ๊ณ ์„ฑ, ๊ทธ๋ฆฌ๊ณ  LLM ๊ธฐ๋ฐ˜ ํƒ์ง€์˜ ๋†’์€ ๋น„์šฉ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ์œ„ํ•ด ๊ณ ํ’ˆ์งˆ์˜ ์—์ด์ „ํŠธ ํ…”๋ ˆ๋ฉ”ํŠธ๋ฆฌ ์ˆ˜์ง‘์„ ์œ„ํ•œ ADR ์„ผ์„œ, ์‚ฌ์ „ ๋ฐฐํฌ ๋ ˆ๋“œํŒ€ ๋ฐ ์–ด๋ ค์šด ์‚ฌ๋ก€ ์ƒ์„ฑ์„ ์œ„ํ•œ ADR ์ต์Šคํ”Œ๋กœ๋Ÿฌ, ๊ทธ๋ฆฌ๊ณ  ๋น ๋ฅธ ๋ถ„๋ฅ˜์™€ ๋งฅ๋ฝ ์ธ์‹ ์ถ”๋ก ์„ ๊ฒฐํ•ฉํ•œ ํ™•์žฅ ๊ฐ€๋Šฅํ•œ 2๋‹จ๊ณ„ ์˜จ๋ผ์ธ ํƒ์ง€๋ฅผ ์œ„ํ•œ ADR ๋””ํ…ํ„ฐ๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

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AI ์—์ด์ „ํŠธ์˜ ๋‚ด๋ถ€ ๋™์ž‘(์ถ”๋ก , ํ”„๋กฌํ”„ํŠธ)์— ๋Œ€ํ•œ ๊นŠ์ด ์žˆ๋Š” ๊ฐ€์‹œ์„ฑ์„ ์ œ๊ณตํ•˜์—ฌ ๊ธฐ์กด ๋ณด์•ˆ ๋„๊ตฌ์˜ ํ•œ๊ณ„๋ฅผ ๊ทน๋ณตํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์‹ค์ œ ์šด์˜ ํ™˜๊ฒฝ์—์„œ ๊ฒ€์ฆ๋œ ์†”๋ฃจ์…˜์œผ๋กœ, ๋Œ€๊ทœ๋ชจ ์—”ํ„ฐํ”„๋ผ์ด์ฆˆ ํ™˜๊ฒฝ์—์„œ์˜ AI ์—์ด์ „ํŠธ ๋ณด์•ˆ ๊ตฌ์ถ• ๊ฐ€๋Šฅ์„ฑ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.
โ€ข
2๋‹จ๊ณ„ ํƒ์ง€ ๋ฉ”์ปค๋‹ˆ์ฆ˜๊ณผ ์ž๋™ํ™”๋œ ๋ ˆ๋“œํŒ€ ๊ธฐ๋Šฅ์„ ํ†ตํ•ด ํƒ์ง€ ๋น„์šฉ์„ ์ ˆ๊ฐํ•˜๊ณ  ๋ฐฉ์–ด์˜ ํšจ์œจ์„ฑ์„ ๋†’์ž…๋‹ˆ๋‹ค.
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ADR-Bench ๋ฐ AgentDojo์™€ ๊ฐ™์€ ์ƒˆ๋กœ์šด ๋ฒค์น˜๋งˆํฌ๋ฅผ ์ œ์‹œํ•˜์—ฌ ์ปค๋ฎค๋‹ˆํ‹ฐ์˜ ์—ฐ๊ตฌ ๋ฐ ์ฑ„ํƒ์„ ์ด‰์ง„ํ•ฉ๋‹ˆ๋‹ค.
โ€ข
ํƒ์ง€์œจ(67%)์ด ์™„๋ฒฝํ•˜์ง€ ์•Š์•„ ํ–ฅํ›„ ํƒ์ง€ ์„ฑ๋Šฅ ํ–ฅ์ƒ์„ ์œ„ํ•œ ์ถ”๊ฐ€์ ์ธ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
๐Ÿ‘
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