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FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast

์ž‘์„ฑ์ž
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Igor Bogdanov, Chung-Horng Lung, Thomas Kunz, Jie Gao, Adrian Taylor, Marzia Zaman

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ LLM ์—์ด์ „ํŠธ๊ฐ€ ๊ฐ€์ค‘์น˜ ์—…๋ฐ์ดํŠธ ์—†์ด ์ž์ฒด ์ƒ์„ฑ๋œ ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ํ†ตํ•ด ์˜์‚ฌ๊ฒฐ์ •์„ ๊ฐœ์„ ํ•  ์ˆ˜ ์žˆ๋Š”์ง€ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ์œ„ํ•ด FORGE๋ผ๋Š” ๋‹จ๊ณ„์ , ์ง‘๋‹จ ๊ธฐ๋ฐ˜ ํ”„๋กœํ† ์ฝœ์„ ์ œ์•ˆํ•˜๋ฉฐ, ์ด๋Š” ๊ณ„์ธต์  ReAct ์—์ด์ „ํŠธ๋ฅผ ์œ„ํ•œ ํ”„๋กฌํ”„ํŠธ ์ฃผ์ž… ์ž์—ฐ์–ด ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ์ง„ํ™”์‹œํ‚ต๋‹ˆ๋‹ค. FORGE๋Š” ์‹คํŒจํ•œ ๊ถค์ ์„ ์žฌ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ ์ง€์‹ ์•„ํ‹ฐํŒฉํŠธ๋กœ ๋ณ€ํ™˜ํ•˜๋Š” ๋ฐ˜์„ฑ ์—์ด์ „ํŠธ์™€, ์ตœ์  ์„ฑ๋Šฅ ๊ฐœ์ฒด์˜ ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ์ง‘๋‹จ์— ์ „ํŒŒํ•˜๋Š” ์™ธ๋ถ€ ๋ฃจํ”„๋ฅผ ๊ฒฐํ•ฉํ•˜์—ฌ ์—์ด์ „ํŠธ์˜ ์„ฑ๋Šฅ์„ ํฌ๊ฒŒ ํ–ฅ์ƒ์‹œํ‚ต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
FORGE๋Š” ๊ฐ€์ค‘์น˜ ์—…๋ฐ์ดํŠธ ์—†์ด LLM ์—์ด์ „ํŠธ์˜ ์˜์‚ฌ๊ฒฐ์ • ์„ฑ๋Šฅ์„ ํš๊ธฐ์ ์œผ๋กœ ๊ฐœ์„ ํ•  ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ฃผ์—ˆ์Šต๋‹ˆ๋‹ค.
โ€ข
์ง‘๋‹จ ๋ธŒ๋กœ๋“œ์บ์ŠคํŠธ ๋ฉ”์ปค๋‹ˆ์ฆ˜์ด ์„ฑ๋Šฅ ํ–ฅ์ƒ์˜ ํ•ต์‹ฌ ๋™์ธ์ด๋ฉฐ, ์ ์ง„์  ์„ฑ์žฅ์€ ๊ณ„์‚ฐ ํšจ์œจ์„ฑ์„ ๋†’์ด๋Š” ์—ญํ• ์„ ํ•ฉ๋‹ˆ๋‹ค.
โ€ข
FORGE๋Š” ์ƒ๋Œ€์ ์œผ๋กœ ์•ฝํ•œ ๋ชจ๋ธ์˜ ์„ฑ๋Šฅ ๊ฒฉ์ฐจ๋ฅผ ์™„ํ™”ํ•˜๋Š” ๋ฐ ํšจ๊ณผ์ ์ผ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ํŠนํžˆ ์˜ˆ์‹œ(Examples) ๊ธฐ๋ฐ˜ ๋ฉ”๋ชจ๋ฆฌ๊ฐ€ ๋†’์€ ๋ฐ˜ํ™˜์œจ์„ ๋‹ฌ์„ฑํ•˜๋Š” ๋ฐ ์œ ๋ฆฌํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋ณธ ์—ฐ๊ตฌ ๊ฒฐ๊ณผ๋Š” CybORG CAGE-2 ํ™˜๊ฒฝ์˜ B-line ๊ณต๊ฒฉ์ž์— ๊ตญํ•œ๋˜์–ด ์žˆ์œผ๋ฉฐ, ๋‹ค๋ฅธ ํ™˜๊ฒฝ ๋ฐ ๊ณต๊ฒฉ์ž์— ๋Œ€ํ•œ ์ผ๋ฐ˜ํ™” ๊ฐ€๋Šฅ์„ฑ์€ ์ถ”๊ฐ€ ๊ฒ€์ฆ์ด ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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