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PrivScope: Task-scoped Disclosure Control for Hybrid Agentic Systems

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์ €์ž

Shafizur Rahman Seeam (Ian), Zhengxiong Li (Ian), Zhiyuan Yu (Ian), Yimin (Ian), Chen, Yidan Hu

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋กœ์ปฌ ์—์ด์ „ํŠธ์™€ ํด๋ผ์šฐ๋“œ ์–ธ์–ด ๋ชจ๋ธ(CLM)์„ ๊ฒฐํ•ฉํ•œ ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์‹œ์Šคํ…œ์—์„œ ๋ฐœ์ƒํ•˜๋Š” ๊ณผ๋„ํ•œ ์ •๋ณด ๋…ธ์ถœ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•œ "PrivScope"๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. PrivScope๋Š” ๋ฏผ๊ฐํ•œ ์ •๋ณด๊ฐ€ ๋กœ์ปฌ์— ์œ ์ง€๋˜๊ณ  CLM์œผ๋กœ ์ „์†ก๋˜๋Š” ์ •๋ณด๋Š” ์ž‘์—…์— ํ•„์š”ํ•œ ๋งŒํผ๋งŒ ์ตœ์†Œํ™”ํ•˜๋Š” "์ž‘์—… ๋ฒ”์œ„๋ณ„ ๊ณต๊ฐœ ์ œ์–ด"๋ฅผ ์˜จ๋””๋ฐ”์ด์Šค์—์„œ ์‹œํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด CLM์œผ๋กœ ์ „์†ก๋˜๋Š” ํŽ˜์ด๋กœ๋“œ์˜ ๋ฏผ๊ฐ๋„๋ฅผ ์ค„์—ฌ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ๋ฅผ ๊ฐ•ํ™”ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

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์ž‘์—… ๋ฒ”์œ„๋ณ„ ๊ณต๊ฐœ ์ œ์–ด: ๋ฏผ๊ฐํ•œ ์ •๋ณด๋ฅผ ์ž‘์—… ์ˆ˜ํ–‰์— ํ•„์š”ํ•œ ์ตœ์†Œํ•œ์˜ ์ˆ˜์ค€์œผ๋กœ ์ œํ•œํ•˜์—ฌ ํด๋ผ์šฐ๋“œ๋กœ ์ „์†กํ•จ์œผ๋กœ์จ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ๋ฅผ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.
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ํด๋ผ์šฐ๋“œ ์ธก ์ˆ˜์ • ๋ถˆํ•„์š”: ๊ธฐ์กด ์‹œ์Šคํ…œ๊ณผ์˜ ํ˜ธํ™˜์„ฑ์„ ์œ ์ง€ํ•˜๋ฉด์„œ ์˜จ๋””๋ฐ”์ด์Šค์—์„œ ์ œ์–ด๋ฅผ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์žˆ์–ด ์‹ค์ œ ์ ์šฉ์ด ์šฉ์ดํ•ฉ๋‹ˆ๋‹ค.
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์˜๋ฃŒ ์˜ˆ์•ฝ ์›Œํฌํ”Œ๋กœ์šฐ์—์„œ์˜ ํšจ๊ณผ ์ž…์ฆ: ๋‹ค์–‘ํ•œ CLM ๋ฐ ๋กœ์ปฌ ๋ฐฑ๋ณธ์—์„œ ํ”„๋กœํ•„ ์œ ์ถœ์„ ์ œ๊ฑฐํ•˜๊ณ  ๊ณต๊ฒฉ์ž์˜ ์žฌ์‹๋ณ„๋ฅ ์„ ๋‚ฎ์ถ”๋Š” ๋“ฑ ์‹ค์งˆ์ ์ธ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ ๊ฐœ์„  ํšจ๊ณผ๋ฅผ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
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ํ–ฅํ›„ ๊ณผ์ œ: ๋‹ค์–‘ํ•œ ์œ ํ˜•์˜ ๋ณต์žกํ•œ ์ž‘์—… ๋ฐ ๋ฏผ๊ฐํ•œ ์ •๋ณด์— ๋Œ€ํ•œ PrivScope์˜ ์ผ๋ฐ˜ํ™” ๊ฐ€๋Šฅ์„ฑ๊ณผ ์„ฑ๋Šฅ ์ตœ์ ํ™”์— ๋Œ€ํ•œ ์ถ”๊ฐ€ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
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