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๋ผ์ด๋ธŒ

Memory

์ž์‹ ์˜ ์ž๋ฃŒ์— ๊ธฐ๋ฐ˜ํ•œ ๊ฒ€์ƒ‰, ์˜์ˆ˜์ฆ ํฌํ•จ.

์—ญํ• 

๋ฌธ์„œ, ํŠธ๋žœ์Šคํฌ๋ฆฝํŠธ ๋ฐ ์—…๋กœ๋“œ๋Š” ์ฒญํฌ ์ฒ˜๋ฆฌ๋˜๊ณ , ํฌํ•จ๋˜๋ฉฐ, ์ธ๋ฑ์‹ฑ๋˜๊ณ , ์‘๋‹ต ์‹œ๊ฐ„์— ๋ฒกํ„ฐ ์œ ์‚ฌ์„ฑ, ํ‚ค์›Œ๋“œ ์ผ์น˜ ๋ฐ ๊ทธ๋ž˜ํ”„ ์ค‘์‹ฌ์„ฑ์˜ ํ•˜์ด๋ธŒ๋ฆฌ๋“œ๋กœ ๊ฒ€์ƒ‰๋ฉ๋‹ˆ๋‹ค.

์ค‘์š”ํ•œ ์ด์œ 

์ธ์šฉํ•  ์ˆ˜ ์—†๋Š” ์—์ด์ „ํŠธ๋Š” ํ™•์ธํ•  ์ˆ˜ ์—†๋Š” ์—์ด์ „ํŠธ์ž…๋‹ˆ๋‹ค. ์˜์ˆ˜์ฆ์ด ์žˆ๋Š” ๊ฒ€์ƒ‰์€ "AI๊ฐ€ ๊ทธ๋ ‡๊ฒŒ ๋งํ–ˆ๋‹ค"๋ฅผ "์ด ๋ฌธ์„œ๊ฐ€ ๊ทธ๋ ‡๊ฒŒ ๋งํ•œ๋‹ค, ์—ฌ๊ธฐ"๋กœ ๋ฐ”๊ฟ‰๋‹ˆ๋‹ค.

์ž‘๋™ ๋ฐฉ์‹

  • ์•ก์„ธ์Šค ํ•„ํ„ฐ๋ง์€ ๊ฒ€์ƒ‰ ์ „์— ๋ฐœ์ƒํ•ฉ๋‹ˆ๋‹ค

    ์—์ด์ „ํŠธ๊ฐ€ ๊ฒ€์ƒ‰ํ•  ์ˆ˜ ์žˆ๋Š” ์ฝ”ํผ์Šค๋Š” ์ด๋ฏธ ์ •์ฑ…์— ์˜ํ•ด ์ถ•์†Œ๋˜์–ด ์žˆ์œผ๋ฏ€๋กœ ๊ถŒํ•œ ์˜ค๋ฅ˜๋Š” ๋ˆ„์ถœ๋œ ์ธ์šฉ์œผ๋กœ ํ‘œ์‹œ๋  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค.

  • ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์Šค์ฝ”์–ด๋ง, ๋ฒกํ„ฐ๋งŒ์ด ์•„๋‹Œ

    ๋ฒกํ„ฐ ์œ ์‚ฌ์„ฑ์€ ํ‚ค์›Œ๋“œ ์ผ์น˜ ๋ฐ ๊ทธ๋ž˜ํ”„ ์ค‘์‹ฌ์„ฑ๊ณผ ๊ฒฐํ•ฉ๋˜๋ฉฐ, ์ด๋Š” ์ •ํ™•ํ•œ ์‹๋ณ„์ž์™€ ํฌ๊ท€ ํ•ญ์„ ๊ฒ€์ƒ‰ ๊ฐ€๋Šฅํ•˜๊ฒŒ ์œ ์ง€ํ•ฉ๋‹ˆ๋‹ค.

  • ๋‹ต๋ณ€์€ ๊ทผ๊ฑฐ ์˜์ˆ˜์ฆ์„ ํœด๋Œ€ํ•ฉ๋‹ˆ๋‹ค

    ํด๋ ˆ์ž„์„ ์ƒ์„ฑํ•œ ๊ตฌ์ ˆ์€ ํด๋ ˆ์ž„์— ์ฒจ๋ถ€๋˜์–ด ์žˆ์œผ๋ฉฐ, ๋‚˜์ค‘์— ์žฌ๊ตฌ์„ฑ๋˜๋Š” ๊ฒƒ์ด ์•„๋‹™๋‹ˆ๋‹ค.

์งˆ๋ฌธ

์—์ด์ „ํŠธ๊ฐ€ ์šฐ๋ฆฌ์˜ ๋Œ€ํ™”๋ฅผ ๊ธฐ์–ตํ•ฉ๋‹ˆ๊นŒ?
"๋ฉ”๋ชจ๋ฆฌ"๊ฐ€ ์ผ๋ฐ˜์ ์œผ๋กœ ์˜๋ฏธํ•˜๋Š” ๋ฐฉ์‹์ด ์•„๋‹™๋‹ˆ๋‹ค. ์ด๊ฒƒ์€ ๋‹น์‹ ์ด ์ œ๊ณตํ•˜๋Š” ์ž๋ฃŒ์˜ ๊ฒ€์ƒ‰์ž…๋‹ˆ๋‹ค. ๋Œ€ํ™” ๊ธฐ๋ก์€ ์„ธ์…˜๋ณ„๋กœ ์œ ์ง€๋ฉ๋‹ˆ๋‹ค. ์˜๊ตฌ ํ”„๋กœํ•„๋กœ ์ฆ๋ฅ˜๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.
How does retrieval work?
Documents are chunked, embedded and indexed. At answer time a hybrid of vector similarity, keyword match and graph centrality selects the best passages, and each one carries a receipt back to its source.

The rest of the bag

๋ผ์ด๋ธŒ

AccessControl

ํŽ˜์ด์ง€๋งŒ ์•„๋‹ˆ๋ผ ๋‹ต๋ณ€์„ ํ•„ํ„ฐ๋งํ•˜๋Š” ๋ฌธ์„œ๋ณ„ ๊ถŒํ•œ.

์ •์ฑ… ํ•ด๊ฒฐ์€ ์†๋„๋ฅผ ์œ„ํ•ด ์„ธ์…˜๋ณ„๋กœ ์บ์‹œ๋ฉ๋‹ˆ๋‹ค. ๊ถŒํ•œ ๋ณ€๊ฒฝ์€ ๋ชจ๋“  ์ง„ํ–‰ ์ค‘์ธ ์š”์ฒญ์—์„œ ์ฆ‰์‹œ๊ฐ€ ์•„๋‹Œ ์บ์‹œ ๋ฌดํšจํ™” ์‹œ ์ „ํŒŒ๋ฉ๋‹ˆ๋‹ค.

๋ผ์ด๋ธŒ

Docs

์—์ด์ „ํŠธ๊ฐ€ ์ฝ๋Š” ํด๋” ํŠธ๋ฆฌ์™€ ์ด๋ฅผ ์ค€์ˆ˜ํ•˜๋Š” ๊ตฌ์„ฑ ํŒŒ์ผ์ž…๋‹ˆ๋‹ค.

์ถ”์ถœ์€ PDF, ์Šคํ”„๋ ˆ๋“œ์‹œํŠธ ๋ฐ ์Šคํฌ๋ฆฝํŠธ๋ฅผ ํฌํ•จํ•ฉ๋‹ˆ๋‹ค. ์ด๊ตญ์ ์ธ ์ด์ง„ ํ˜•์‹์€ ๊ตฌ๋ฌธ ๋ถ„์„๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

๋ผ์ด๋ธŒ

Events

์—์ด์ „ํŠธ๊ฐ€ ๋ฌด์—‡์„ ํ–ˆ๊ณ  ์™œ ๊ทธ๋žฌ๋Š”์ง€์— ๋Œ€ํ•œ ์ง€์†์ ์ธ ๊ธฐ๋ก.

ํ”„๋กœ์„ธ์Šค ๋‚ด ์ด๋ฒคํŠธ ๋ฒ„์Šค๋Š” ๋‹จ์ผ ๋…ธ๋“œ ์ด๋ฏธํ„ฐ์ด๋ฉฐ ๋ถ„์‚ฐ ๋ธŒ๋กœ์ปค๊ฐ€ ์•„๋‹™๋‹ˆ๋‹ค. ์ง€์†์ ์ธ ์—์ด์ „ํŠธ ๊ฐ„ ๊ธฐ๋ก์€ ๋ณ„๋„์˜ Postgres ์ž‘์—… ์›์žฅ์ž…๋‹ˆ๋‹ค.

์Šคํ† ๋ฆฌ๋กœ ๋Œ์•„๊ฐ€๊ธฐ

That was step 5 of 6: the agent consults its bag. Next, tasks, delegation edges, decisions and artifacts persist as rows you can replay, and the spend is already accounted for.

Memory: Grounded retrieval over your own material, with receipts.