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NeuSymMS: A Hybrid Neuro-Symbolic Memory System for Persistent, Self-Curating LLM Agents

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Mujahid Sultan, Sri Thuraisamy, Daya Rajaratnam

๐Ÿ’ก ๊ฐœ์š”

๋ณธ ๋…ผ๋ฌธ์€ LLM ์—์ด์ „ํŠธ๊ฐ€ ์‚ฌ์šฉ์ž ์„ธ์…˜ ๊ฐ„์— ์ง€์†์ ์œผ๋กœ ํ•™์Šตํ•˜๊ณ  ๊ธฐ์–ตํ•˜๋ฉฐ ์ถ”๋ก ํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•˜๋Š” ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์‹ ๊ฒฝ-๊ธฐํ˜ธ ๋ฉ”๋ชจ๋ฆฌ ์‹œ์Šคํ…œ์ธ NeuSymMS๋ฅผ ์ œ์•ˆํ•ฉ๋‹ˆ๋‹ค. NeuSymMS๋Š” ๋น„์ •ํ˜• ๋Œ€ํ™”์—์„œ ์‹ ๊ฒฝ ์‚ฌ์‹ค ์ถ”์ถœ๊ณผ CLIPS ๊ธฐ๋ฐ˜ ์ „๋ฌธ๊ฐ€ ์‹œ์Šคํ…œ์„ ๊ฒฐํ•ฉํ•˜์—ฌ ๋ช…์‹œ์ ์ธ ๋ผ์ดํ”„์‚ฌ์ดํด ๊ทœ์น™์— ๋”ฐ๋ผ ์‚ฌ์‹ค์„ ๋ถ„๋ฅ˜, ์ค‘๋ณต ์ œ๊ฑฐ ๋ฐ ์กฐ์ •ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด LLM ์—์ด์ „ํŠธ๋Š” ๋งฅ๋ฝ ์ฐฝ ํฌ๊ธฐ ์ฆ๊ฐ€๋‚˜ ๊ฐœ์ฒด ๊ฐ„ ์˜ค์—ผ ์—†์ด ์ง€์†์ ์ธ ๊ธฐ์–ต์„ ์œ ์ง€ํ•˜๋ฉด์„œ ์‹ ๋ขฐํ•  ์ˆ˜ ์žˆ๊ณ  ๊ฐ์‚ฌ ๊ฐ€๋Šฅํ•œ ๋ฉ”๋ชจ๋ฆฌ๋ฅผ ํ™•๋ณดํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๐Ÿ”‘ ์‹œ์‚ฌ์  ๋ฐ ํ•œ๊ณ„

โ€ข
LLM ์—์ด์ „ํŠธ์˜ ์žฅ๊ธฐ์ ์ธ ๊ธฐ์–ต๋ ฅ๊ณผ ์ง€์†์ ์ธ ํ•™์Šต ๋Šฅ๋ ฅ์„ ํ–ฅ์ƒ์‹œํ‚ต๋‹ˆ๋‹ค.
โ€ข
์‹ ๊ฒฝ๋ง๊ณผ ๊ธฐํ˜ธ ๋…ผ๋ฆฌ๋ฅผ ๊ฒฐํ•ฉํ•œ ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์ ‘๊ทผ ๋ฐฉ์‹์„ ํ†ตํ•ด ๋ฉ”๋ชจ๋ฆฌ ๊ด€๋ฆฌ์˜ ์‹ ๋ขฐ์„ฑ๊ณผ ๊ฐ์‚ฌ ๊ฐ€๋Šฅ์„ฑ์„ ๋†’์ž…๋‹ˆ๋‹ค.
โ€ข
์‹ค์‹œ๊ฐ„์œผ๋กœ ์ •๋ณด๋ฅผ ์ฒ˜๋ฆฌํ•˜๊ณ , ์ค‘๋ณต์„ ์ œ๊ฑฐํ•˜๋ฉฐ, ๊ด€๋ จ์„ฑ์„ ์œ ์ง€ํ•จ์œผ๋กœ์จ LLM ์—์ด์ „ํŠธ์˜ ์„ฑ๋Šฅ์„ ์ตœ์ ํ™”ํ•ฉ๋‹ˆ๋‹ค.
โ€ข
๋‹ค์–‘ํ•œ ํ™˜๊ฒฝ์—์„œ์˜ ์ ์šฉ ๊ฐ€๋Šฅ์„ฑ๊ณผ ํ™•์žฅ์„ฑ์— ๋Œ€ํ•œ ์ถ”๊ฐ€ ์—ฐ๊ตฌ๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค.
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