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\textsc{PrivScope}: Task-scoped Disclosure Control for Hybrid Agentic Systems

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

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ ๋กœ์ปฌ-ํด๋ผ์šฐ๋“œ ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ์—์„œ ๋ฐœ์ƒํ•˜๋Š” ๊ณผ๋„ํ•œ ์ •๋ณด ๋…ธ์ถœ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด 'ํƒœ์Šคํฌ ๋ฒ”์œ„๋ณ„ ์ •๋ณด ๊ณต๊ฐœ ์ œ์–ด'๋ผ๋Š” ์ƒˆ๋กœ์šด ๊ฐœ๋…์„ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. ์ œ์•ˆ๋œ \textsc{PrivScope} ์‹œ์Šคํ…œ์€ ๋ฏผ๊ฐํ•œ ์ •๋ณด๊ฐ€ ํƒœ์Šคํฌ ์ˆ˜ํ–‰์— ๊ผญ ํ•„์š”ํ•œ ๊ฒฝ์šฐ์—๋งŒ, ๊ทธ๋ฆฌ๊ณ  ๊ฐ€์žฅ ๋œ ๋…ธ์ถœ๋˜๋Š” ํ˜•ํƒœ๋กœ ํด๋ผ์šฐ๋“œ ์–ธ์–ด ๋ชจ๋ธ(CLM)์— ์ „๋‹ฌ๋˜๋„๋ก ๋ณด์žฅํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ์‚ฌ์šฉ์ž ํ”„๋กœํ•„ ๋…ธ์ถœ์„ ์™„์ „ํžˆ ์ œ๊ฑฐํ•˜๊ณ  ๊ณต๊ฒฉ์ž์˜ ์žฌ์‹๋ณ„๋ฅ ์„ ํฌ๊ฒŒ ๋‚ฎ์ถ”๋ฉด์„œ๋„ ํƒœ์Šคํฌ ์„ฑ๊ณต๋ฅ ์„ ๊ฑฐ์˜ ์œ ์ง€ํ•ฉ๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
๋ฏผ๊ฐ ์ •๋ณด์˜ 'ํƒœ์Šคํฌ ๋ฒ”์œ„๋ณ„' ๊ณต๊ฐœ ์ œ์–ด๋ฅผ ํ†ตํ•ด ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์—์ด์ „ํŠธ ์‹œ์Šคํ…œ์˜ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ๋ฅผ ํšจ๊ณผ์ ์œผ๋กœ ๊ฐ•ํ™”ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
โ€ข
๋ณ„๋„์˜ ํด๋ผ์šฐ๋“œ ์ธก ๋ณ€๊ฒฝ ์—†์ด ์˜จ๋””๋ฐ”์ด์Šค์—์„œ ์ž‘๋™ํ•˜๋ฉฐ, ๊ธฐ์กด CLM ๋ฐ ๋กœ์ปฌ ๋ฐฑ๋ณธ๊ณผ ํ˜ธํ™˜์„ฑ์„ ์œ ์ง€ํ•˜๋ฉด์„œ๋„ ๋‚ฎ์€ ์ง€์—ฐ ์‹œ๊ฐ„์œผ๋กœ ๋†’์€ ์„ฑ๋Šฅ์„ ๋‹ฌ์„ฑํ•ฉ๋‹ˆ๋‹ค.
โ€ข
์ œ์•ˆ๋œ ๋ฐฉ๋ฒ•๋ก ์˜ ๊ฐœ์ธ ์ •๋ณด ๋ณดํ˜ธ ์„ฑ๋Šฅ์€ ๋‹ค์–‘ํ•œ ์‹œ๋‚˜๋ฆฌ์˜ค ๋ฐ CLM์— ๊ฑธ์ณ ์ผ๊ด€์ ์œผ๋กœ ๋‚˜ํƒ€๋‚˜ ์‹ค์šฉ์„ฑ์„ ์ž…์ฆํ–ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
ํ–ฅํ›„ ์—ฐ๊ตฌ์—์„œ๋Š” ๋‹ค์–‘ํ•œ ์ข…๋ฅ˜์˜ ๋ฏผ๊ฐ ์ •๋ณด๋ฅผ ๋”์šฑ ์ •๊ตํ•˜๊ฒŒ ์‹๋ณ„ํ•˜๊ณ  ์ถ”์ƒํ™”ํ•˜๋Š” ๋ฐฉ๋ฒ•, ๊ทธ๋ฆฌ๊ณ  ๋ณต์žกํ•œ ์›Œํฌํ”Œ๋กœ์šฐ์—์„œ์˜ ์„ฑ๋Šฅ ์ตœ์ ํ™” ๋“ฑ์„ ๊ณ ๋ คํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.
๐Ÿ‘
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