Discourse ์ฑ—๋ด‡ ๐Ÿค–

:information_source: ์š”์•ฝ Discourse์šฉ ์›๋ณธ AI ์ฑ—๋ด‡
:hammer_and_wrench: ๋ฆฌํฌ์ง€ํ† ๋ฆฌ ๋งํฌ GitHub - merefield/discourse-chatbot: An AI bot with RAG capability for Topics, Chat & Customer Support in Discourse, currently powered by OpenAI ยท GitHub
:open_book: ์„ค์น˜ ๊ฐ€์ด๋“œ Discourse์— ํ”Œ๋Ÿฌ๊ทธ์ธ ์„ค์น˜ ๋ฐฉ๋ฒ•
:heart: ์Šคํฐ์„œ์‹ญ ์ด ํ”Œ๋Ÿฌ๊ทธ์ธ์ด ๋งˆ๋•…ํžˆ ๋ฐ›์•„์•ผ ํ•  ์œ ์ง€๋ณด์ˆ˜๋ฅผ ๋ฐ›๊ณ  ํ–ฅํ›„์—๋„ ์‚ฌ์šฉ์ž์˜ ์‚ฌ์ดํŠธ์—์„œ ๊ณ„์† ์ž‘๋™ํ•  ์ˆ˜ ์žˆ๋„๋ก, ์‚ฌ์šฉ์ž์˜ ์กฐ์ง๊ณผ ๊ฐœ์ธ์˜ ์ž์› ๋ฐ ํ•„์š”์— ๋งž๋Š” ์ˆ˜์ค€์œผ๋กœ ์ €์˜ ์˜คํ”ˆ์†Œ์Šค ์ž‘์—…์— ๋Œ€ํ•œ ์ •๊ธฐ์ ์ธ ์Šคํฐ์„œ๊ฐ€ ๋˜์–ด ์ฃผ์‹ญ์‹œ์˜ค.

์ด ํ”Œ๋Ÿฌ๊ทธ์ธ์„ ์ฆ๊ธฐ๊ณ  ๊ณ„์‹ ๊ฐ€์š”? GitHub์—์„œ :star:๋ฅผ ๋ˆŒ๋Ÿฌ ์ฃผ์„ธ์š”! :pray:

:information_source: ์ด๋Š” ๋…๋ฆฝ์ ์œผ๋กœ ๊ธฐ์—ฌ๋œ ํ”Œ๋Ÿฌ๊ทธ์ธ์ด๋ฏ€๋กœ, ์ง€์›, ๋ฒ„๊ทธ, UX, ๊ธฐ๋Šฅ ์š”์ฒญ์€ ์ด ํ† ํ”ฝ์—์„œ ํ•ด ์ฃผ์‹ญ์‹œ์˜ค. ์ฐธ๊ณ : ์ด ํ”Œ๋Ÿฌ๊ทธ์ธ์€ Discourse.org ํ˜ธ์ŠคํŒ…์—์„œ๋Š” ์‚ฌ์šฉํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ์…€ํ”„ ํ˜ธ์ŠคํŒ…์„ ํ•˜๊ณ  ์žˆ๊ฑฐ๋‚˜, ์ œ3์ž ํ˜ธ์ŠคํŒ…์„ ์‚ฌ์šฉ ์ค‘์ด๋ผ๋ฉด(๋‹จ, ์ œ๊ณต์—…์ฒด์™€ ํ™•์ธ ํ•„์š”) ์„ค์น˜ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

Discourse์šฉ ์›๋ณธ AI ์ฑ—๋ด‡

Chatbot์€ ํ† ํ”ฝ, ๊ฐœ์ธ ๋ฉ”์‹œ์ง€, ์ฑ„ํŒ… ์ฑ„๋„, ์ฑ„ํŒ… ์Šค๋ ˆ๋“œ์— ์„ค์ • ๊ฐ€๋Šฅํ•œ AI ๋Œ€ํ™”๋ฅผ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ปค๋ฎค๋‹ˆํ‹ฐ์— ์ ํ•ฉํ•œ ์บ๋ฆญํ„ฐ๋ฅผ ๋ด‡์— ๋ถ€์—ฌํ•˜๊ณ , ์–ด๋–ค ๊ทธ๋ฃน์ด ์ด๋ฅผ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š”์ง€ ๊ฒฐ์ •ํ•˜๋ฉฐ, ์‹ ๋ขฐ๋„๊ฐ€ ๋‚ฎ๊ฑฐ๋‚˜ ์ค‘๊ฐ„์ด๊ฑฐ๋‚˜ ๋†’์€ ์‚ฌ์šฉ์ž๋ฅผ ์œ„ํ•ด ์„œ๋กœ ๋‹ค๋ฅธ ๋ชจ๋ธ๊ณผ ๋„๊ตฌ๋ฅผ ์„ ํƒํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋‹ค์Œ๊ณผ ๊ฐ™์€ ๊ธฐ๋Šฅ์„ ์ˆ˜ํ–‰ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

  • ํ˜„์žฌ ๋Œ€ํ™”์—์„œ ์ •์ƒ์ ์œผ๋กœ ๋‹ต๋ณ€;
  • ์„ ํƒ๋œ ํฌ๋Ÿผ ์ฝ˜ํ…์ธ ๋ฅผ ์‹œ๋งจํ‹ฑ ๋˜๋Š” ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ๊ฒ€์ƒ‰์œผ๋กœ ํƒ์ƒ‰;
  • ์œ„ํ‚ค๋ฐฑ๊ณผ, ์ตœ์‹  ๋‰ด์Šค, ์›น ๊ฒ€์ƒ‰;
  • ์›๊ฒฉ ํŽ˜์ด์ง€ ํฌ๋กค๋ง ๋ฐ ์ข…์ผ ์‹œ์žฅ ๋ฐ์ดํ„ฐ ์กฐํšŒ;
  • ์‹ ๋ขฐํ•  ์ˆ˜ ์žˆ๋Š” ์‹๊ธฐ ๊ธฐ๋ฐ˜ ๊ณ„์‚ฐ ์ˆ˜ํ–‰;
  • ์—…๋กœ๋“œ๋œ ์ด๋ฏธ์ง€ ๋ณด๊ธฐ ๋ฐ ์„ ํƒ์ ์œผ๋กœ PDF ์ฝ๊ธฐ;
  • ์ด๋ฏธ์ง€ ์ƒ์„ฑ ๋ฐ ํŽธ์ง‘;
  • ๋น„๊ณต๊ฐœ ๋Œ€ํ™”์—์„œ ๋ฏธ์ž…๋ ฅ๋œ ํŽธ์ง‘ ๊ฐ€๋Šฅํ•œ ์‚ฌ์šฉ์ž ํ•„๋“œ ์ˆ˜์ง‘;
  • ๋น„๊ณต๊ฐœ ์ฑ„ํŒ… ๋Œ€ํ™”๋ฅผ ์„ค์ •๋œ ์Šคํƒœํ”„ ๊ทธ๋ฃน์œผ๋กœ ์—์Šค์ปฌ๋ ˆ์ด์…˜;
  • ์„ ํƒ๋œ ์นดํ…Œ๊ณ ๋ฆฌ์—์„œ ์ƒˆ๋กœ์šด ํ† ํ”ฝ์— ์ž๋™์œผ๋กœ ์‘๋‹ต; ๊ทธ๋ฆฌ๊ณ 
  • ๋‹ค๋ฅธ ํ”Œ๋Ÿฌ๊ทธ์ธ์ด ์ œ๊ณตํ•˜๋Š” ์ถ”๊ฐ€ ๋„๊ตฌ ์ˆ˜์šฉ.

์‹ค์šฉ์ ์ธ ์ง€์› ์›Œํฌํ”Œ๋กœ์šฐ์— ๋Œ€ํ•ด์„œ๋Š” ๊ธฐ์ˆ  ์ง€์› ์ฑ—๋ด‡ ๊ตฌ์ถ•ํ•˜๊ธฐ๋ฅผ ์ฐธ๊ณ ํ•˜์‹ญ์‹œ์˜ค.

๋กœ์ปฌ ํฌ๋Ÿผ ๊ฒ€์ƒ‰์ด ํ™œ์„ฑํ™”๋˜๋ฉด, ๋ด‡์€ ์ปค๋ฎค๋‹ˆํ‹ฐ์˜ ์ฝ˜ํ…์ธ ์— ๊ธฐ๋ฐ˜ํ•˜์—ฌ ๋‹ต๋ณ€์„ ๋’ท๋ฐ›์นจํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

๋” ๋‹จ์ˆœํ•œ ๋Œ€ํ™”๋ฅผ ์œ„ํ•ด, ํ˜ธ์ถœ ํšŸ์ˆ˜, ์ง€์—ฐ ์‹œ๊ฐ„, ๋น„์šฉ์„ ์ค„์ด๋ ค๋ฉด ๋„๊ตฌ๋ฅผ ์ ๊ฒŒ ๋…ธ์ถœํ•˜๊ฑฐ๋‚˜ ๋…ธ์ถœํ•˜์ง€ ๋งˆ์‹ญ์‹œ์˜ค:

ํ”„๋กœ๋ฐ”์ด๋” ์ง€์›

์‘๋‹ต, ์ž„๋ฒ ๋”ฉ, ๋น„์ „, ์ด๋ฏธ์ง€ ์ƒ์„ฑ์„ ์œ„ํ•ด ํ”„๋กœ๋ฐ”์ด๋”๋ฅผ ๋…๋ฆฝ์ ์œผ๋กœ ์„ ํƒํ•˜์‹ญ์‹œ์˜ค. ๊ฐ ๊ธฐ๋Šฅ์€ ์„ ํƒ๋œ ํ”„๋กœ๋ฐ”์ด๋”์— ์†ํ•œ API ํ‚ค๋ฅผ ์žฌ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค.

๊ธฐ๋Šฅ OpenAI Anthropic Google Gemini xAI
LLM ์‘๋‹ต ๋ฐ ๋„๊ตฌ :white_check_mark: :white_check_mark: :white_check_mark: :white_check_mark:
์ž„๋ฒ ๋”ฉ :white_check_mark: โ€” :white_check_mark: :white_check_mark:
๋น„์ „ :white_check_mark: :white_check_mark: :white_check_mark: :white_check_mark:
์ด๋ฏธ์ง€ ์ƒ์„ฑ :white_check_mark: โ€” :white_check_mark: :white_check_mark:
์ด๋ฏธ์ง€ ํŽธ์ง‘ GPT Image ๋ชจ๋ธ โ€” โ€” :white_check_mark:
PDF ๋Œ€ํ™” ์ž…๋ ฅ :white_check_mark: โ€” โ€” โ€”

์ปค์Šคํ…€ URL์ด ์„ค์ •๋˜์ง€ ์•Š์€ ๊ฒฝ์šฐ, Chatbot์€ ์„ ํƒ๋œ ํ”„๋กœ๋ฐ”์ด๋”์˜ ๋‚ด์žฅ๋œ ๊ณต์‹ ์—”๋“œํฌ์ธํŠธ๋ฅผ ์‚ฌ์šฉํ•ฉ๋‹ˆ๋‹ค. ์ปค์Šคํ…€ ๋ชจ๋ธ ์ด๋ฆ„๊ณผ URL์€ ์ง€์›๋˜๋Š” ํ”„๋กœ๋ฐ”์ด๋”์˜ API ํ˜•์‹์„ ๊ตฌํ˜„ํ•˜๋Š” Azure OpenAI, Ollama, ํ”„๋ก์‹œ ๋ฐ ๊ธฐํƒ€ ์„œ๋น„์Šค๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค.

ํ”„๋กœ๋ฐ”์ด๋”๋ณ„ ๋ชจ๋ธ ๋“œ๋กญ๋‹ค์šด์€ ํ•ด๋‹น ํ”„๋กœ๋ฐ”์ด๋”๊ฐ€ ํ™œ์„ฑํ™”๋œ ๊ฒฝ์šฐ์—๋งŒ ํ‘œ์‹œ๋ฉ๋‹ˆ๋‹ค. ์‘๋‹ต ๋ชจ๋ธ์€ ์‹ ๋ขฐ ์ˆ˜์ค€์— ๋”ฐ๋ผ ๋‹ฌ๋ผ์งˆ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์ž„๋ฒ ๋”ฉ, ๋น„์ „, ์ด๋ฏธ์ง€ ์ƒ์„ฑ์€ ๊ฐ๊ฐ ๊ณ ์œ ํ•œ ํ”„๋กœ๋ฐ”์ด๋”์™€ ๋ชจ๋ธ ์„ ํƒ๊ธฐ๋ฅผ ๊ฐ€์ง‘๋‹ˆ๋‹ค.

์ „์ฒด ํ”„๋กœ๋ฐ”์ด๋” ๋ฐ ์ปค์Šคํ…€ ์—”๋“œํฌ์ธํŠธ ๊ฐ€์ด๋“œ ๋ณด๊ธฐ

์•ก์„ธ์Šค, ํ• ๋‹น๋Ÿ‰ ๋ฐ ๋„๊ตฌ

Chatbot์˜ ๋‚ฎ์€, ์ค‘๊ฐ„, ๋†’์€ ์‹ ๋ขฐ ์ˆ˜์ค€ ๊ทธ๋ฃน ์„ค์ •์— ๊ทธ๋ฃน์„ ํ• ๋‹นํ•˜๊ธฐ ์ „๊นŒ์ง€๋Š” ์•„๋ฌด๋„ ์•ก์„ธ์Šคํ•  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ์‚ฌ์šฉ์ž๋Š” ๊ฐ€์žฅ ๋†’์€ ์ผ์น˜ํ•˜๋Š” Chatbot ์‹ ๋ขฐ ์ˆ˜์ค€์˜ ํ• ๋‹น๋Ÿ‰, ๋ชจ๋ธ, ๋„๊ตฌ ํ—ˆ์šฉ ๋ชฉ๋ก์„ ์ƒ์†๋ฐ›์Šต๋‹ˆ๋‹ค. ํ• ๋‹น๋Ÿ‰์€ ์ฟผ๋ฆฌ ๋˜๋Š” ํ† ํฐ์œผ๋กœ ์ธก์ •ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๋‚ด์žฅ ๋„๊ตฌ๋Š” ๊ฐ ์‹ ๋ขฐ ์ˆ˜์ค€๋ณ„๋กœ ๋…๋ฆฝ์ ์œผ๋กœ ์„ ํƒ๋ฉ๋‹ˆ๋‹ค. ์ž๊ฒฉ ์ฆ๋ช… ๋ฐ ์ง€์› ์„ค์ •์€ ์—ฌ์ „ํžˆ ๋Ÿฐํƒ€์ž„ ๊ฐ€์šฉ์„ฑ์„ ์ œ์–ดํ•˜๋ฏ€๋กœ, API ํ‚ค ์—†์ด ์›น ๋„๊ตฌ๋ฅผ ์„ ํƒํ•ด๋„ ๋…ธ์ถœ๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

์•ก์„ธ์Šค ๋ฐ ํ• ๋‹น๋Ÿ‰๊ณผ ์‹ ๋ขฐ ์ˆ˜์ค€๋ณ„ ๋„๊ตฌ์— ๋Œ€ํ•ด ์ฝ์–ด๋ณด์„ธ์š”.

๋กœ์ปฌ ํฌ๋Ÿผ ๊ฒ€์ƒ‰ ๋ฐ ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ

:biohazard: ๋กœ์ปฌ ํฌ๋Ÿผ ๊ฒ€์ƒ‰์„ ํ™œ์„ฑํ™”ํ•˜๊ธฐ ์ „์— ์ž„๋ฒ ๋”ฉ ๋ฒ”์œ„๋ฅผ ์ดํ•ดํ•˜์‹ญ์‹œ์˜ค.

๊ธฐ๋ณธ benchmark_user ์ „๋žต์€ ๊ตฌ์„ฑ๋œ ์‹ ๋ขฐ ์ˆ˜์ค€์—์„œ ์ ํ•ฉํ•œ ์‚ฌ์šฉ์ž์—๊ฒŒ ๋ณด์ด๋Š” ์ฝ˜ํ…์ธ ๋ฅผ ์ž„๋ฒ ๋”ฉํ•ฉ๋‹ˆ๋‹ค. categories ์ „๋žต์€ ๋ช…์‹œ์ ์œผ๋กœ ์„ ํƒ๋œ ์นดํ…Œ๊ณ ๋ฆฌ์˜ ์ฝ˜ํ…์ธ ๋ฅผ ์ž„๋ฒ ๋”ฉํ•ฉ๋‹ˆ๋‹ค. ์‹œ๋งจํ‹ฑ ๊ฒ€์ƒ‰์€ ์†๋„๋ฅผ ์ตœ์ ํ™”ํ•˜๋„๋ก ์„ค๊ณ„๋˜์–ด ๋ด‡์—๊ฒŒ ์งˆ๋ฌธํ•˜๋Š” ๋ชจ๋“  ์‚ฌ๋žŒ์—๊ฒŒ ๊ฐ€์‹œ์„ฑ ๊ฒ€์‚ฌ๋ฅผ ๋ฐ˜๋ณตํ•˜์ง€ ์•Š์œผ๋ฏ€๋กœ, ๋ฒ”์œ„์— ์ œํ•œ๋œ ์ฝ˜ํ…์ธ ๊ฐ€ ํฌํ•จ๋˜๋ฉด ์›๋ž˜ ๋Œ€์ƒ ๋ฐ–์œผ๋กœ ๊ณต์œ ๋  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

๊ฐœ์ธ ๋ฉ”์‹œ์ง€๋Š” ์ ˆ๋Œ€ ์ž„๋ฒ ๋”ฉ๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค. ๋ฒค์น˜๋งˆํฌ ์‹ ๋ขฐ ์ˆ˜์ค€์„ ๋‚ฎ๊ฒŒ ์œ ์ง€ํ•˜๊ณ , ์ฝ˜ํ…์ธ ๊ฐ€ ๋ชจ๋“  Chatbot ์‚ฌ์šฉ์ž์—๊ฒŒ ๊ณต๊ฐœ๋  ์ˆ˜ ์žˆ๋Š” ๊ฒฝ์šฐ๋ฅผ ์ œ์™ธํ•˜๊ณ ๋Š” ๋น„๊ณต๊ฐœ ์นดํ…Œ๊ณ ๋ฆฌ๋ฅผ ํ”ผํ•˜๋ฉฐ, ์‚ฌ์šฉํ•˜์ง€ ์•Š์•„์•ผ ํ•˜๋Š” ์‹ ๋ขฐ ์ˆ˜์ค€์—์„œ local_forum_search๋ฅผ ์ œ๊ฑฐํ•˜์‹ญ์‹œ์˜ค.

์„ ํƒ๋œ ํ”„๋กœ๋ฐ”์ด๋”๋Š” ๋Œ€ํ™” ์ฝ˜ํ…์ธ , ์—…๋กœ๋“œ, ์ž„๋ฒ ๋”ฉ๋œ ๊ฒ€์ƒ‰ ๊ฒฐ๊ณผ, ๋„๊ตฌ ๊ฒฐ๊ณผ๋ฅผ ๋ฐ›์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํ•ด๋‹น ํ”„๋กœ๋ฐ”์ด๋”์˜ ๋ณด์œ  ๋ฐ ๋ฐ์ดํ„ฐ ์‚ฌ์šฉ ์•ฝ๊ด€์„ ๊ฒ€ํ† ํ•˜๊ณ , ํฌ๋Ÿผ์˜ ์•ฝ๊ด€ ๋ฐ ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ ๊ณ ์ง€์— ์ด ์ฒ˜๋ฆฌ๋ฅผ ๋ช…์‹œํ•˜์‹ญ์‹œ์˜ค.

์ „์ฒด ์ž„๋ฒ ๋”ฉ, ๋ฒ”์œ„ ๋ฐ ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ ๊ฐ€์ด๋“œ ๋ณด๊ธฐ

๋น ๋ฅธ ์‹œ์ž‘

  1. ์ผ๋ฐ˜์ ์ธ ์…€ํ”„ ํ˜ธ์ŠคํŒ… ํ”Œ๋Ÿฌ๊ทธ์ธ ์ ˆ์ฐจ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ํ”Œ๋Ÿฌ๊ทธ์ธ์„ ์„ค์น˜ํ•˜์‹ญ์‹œ์˜ค.
  2. chatbot_llm_provider๋ฅผ ์„ ํƒํ•˜๊ณ  ํ•ด๋‹น ํ”„๋กœ๋ฐ”์ด๋”์˜ API ํ‚ค๋ฅผ ์ž…๋ ฅํ•œ ํ›„, ๊ฐ ์‹ ๋ขฐ ์ˆ˜์ค€์— ๋Œ€ํ•œ ๋ชจ๋ธ์„ ์„ ํƒํ•˜์‹ญ์‹œ์˜ค.
  3. ๋‚ฎ์€, ์ค‘๊ฐ„, ๋˜๋Š” ๋†’์€ ์‹ ๋ขฐ ์•ก์„ธ์Šค ์„ค์ •์— ๊ทธ๋ฃน์„ ์ถ”๊ฐ€ํ•˜๊ณ  ํ• ๋‹น๋Ÿ‰์„ ๊ตฌ์„ฑํ•˜์‹ญ์‹œ์˜ค.
  4. ๊ฐ ์‹ ๋ขฐ ์ˆ˜์ค€์—์„œ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋Š” ๋‚ด์žฅ ๋„๊ตฌ๋ฅผ ์„ ํƒํ•˜์‹ญ์‹œ์˜ค.
  5. local_forum_search๋ฅผ ํ™œ์„ฑํ™”ํ•˜๋Š” ๊ฒฝ์šฐ, ๊ทธ ์ž„๋ฒ ๋”ฉ ํ”„๋กœ๋ฐ”์ด๋”๋ฅผ ๊ตฌ์„ฑํ•˜๊ณ  ๋ฒ”์œ„๋ฅผ ์‹ ์ค‘ํ•˜๊ฒŒ ๊ฒ€ํ† ํ•˜์‹ญ์‹œ์˜ค.
  6. ๋ด‡์„ ๋ฉ˜์…˜ํ•˜๊ฑฐ๋‚˜, ๋ด‡์—๊ฒŒ ๋‹ต์žฅํ•˜๊ฑฐ๋‚˜, ๋น ๋ฅธ ์•ก์„ธ์Šค ๋ฒ„ํŠผ์„ ์‚ฌ์šฉํ•˜๊ฑฐ๋‚˜, ์นดํ…Œ๊ณ ๋ฆฌ ์ž๋™ ์‘๋‹ต ํ”„๋กฌํ”„ํŠธ๋ฅผ ๊ตฌ์„ฑํ•˜์‹ญ์‹œ์˜ค.

๋น ๋ฅธ OpenAI ์˜ˆ์‹œ

  1. OpenAI API ํ‚ค๋ฅผ ์ƒ์„ฑํ•˜๊ณ  API ๊ฒฐ์ œ๊ฐ€ ํ™œ์„ฑํ™”๋˜์–ด ์žˆ๋Š”์ง€ ํ™•์ธํ•˜์‹ญ์‹œ์˜ค.
  2. chatbot_llm_provider๋ฅผ OpenAI๋กœ ์„ค์ •ํ•˜๊ณ  ํ‚ค๋ฅผ chatbot_open_ai_token์— ๋ถ™์—ฌ๋„ฃ์œผ์‹ญ์‹œ์˜ค.
  3. ์ปค์Šคํ…€ URL์„ ๋น„์›Œ ๋‘๊ณ , ์‚ฌ์šฉํ•˜๋ ค๋Š” ๊ฐ ์‹ ๋ขฐ ์ˆ˜์ค€์— OpenAI ๋ชจ๋ธ์„ ์„ ํƒํ•œ ํ›„, ํ…Œ์ŠคํŠธ ๊ทธ๋ฃน์„ ์ผ์น˜ํ•˜๋Š” Chatbot ์•ก์„ธ์Šค ์„ค์ •์— ์ถ”๊ฐ€ํ•˜์‹ญ์‹œ์˜ค.
  4. ํ—ˆ์šฉ๋œ ํ† ํ”ฝ, ๊ฐœ์ธ ๋ฉ”์‹œ์ง€, ์ฑ„ํŒ…์—์„œ ๋ด‡์„ ๋ฉ˜์…˜ํ•˜์—ฌ ํ…Œ์ŠคํŠธํ•˜์‹ญ์‹œ์˜ค.

๋ฆฌํฌ์ง€ํ† ๋ฆฌ README๋Š” ์‚ฌ์ „ ์š”๊ตฌ ์‚ฌํ•ญ, ๋ชจ๋“  ์ฃผ์š” ์„ค์ • ๊ทธ๋ฃน, ํ”„๋กœ๋ฐ”์ด๋”๋ณ„ ๋™์ž‘, ์ปค์Šคํ…€ ์—”๋“œํฌ์ธํŠธ, ์ž„๋ฒ ๋”ฉ ์œ ์ง€๋ณด์ˆ˜, ํ”„๋กฌํ”„ํŠธ ์ปค์Šคํ„ฐ๋งˆ์ด์ง•, ๋””๋ฒ„๊น…, ํ™•์žฅ ๊ฐœ๋ฐœ, ์–ธ์ธ์Šคํ†จ๋ง์— ๋Œ€ํ•œ ์‚ฌ์‹ค์˜ ์›์ฒœ์ž…๋‹ˆ๋‹ค:

:books: ์ „์ฒด README ์—ด๊ธฐ

์„ ํƒ๋œ UI ๊ธฐ๋Šฅ

์นดํ…Œ๊ณ ๋ฆฌ๋Š” ์ƒˆ๋กœ์šด ํ† ํ”ฝ์„ ํ™˜์˜ํ•˜๊ณ  ๋ด‡์ด ๊ด€๋ จ ์ปค๋ฎค๋‹ˆํ‹ฐ ์ฝ˜ํ…์ธ ๋ฅผ ๊ฒ€์ƒ‰ํ•˜๋„๋ก ์š”์ฒญํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

์„ ํƒ์ ์ธ ๋น ๋ฅธ ์•ก์„ธ์Šค ๋ฒ„ํŠผ์€ ๋ด‡๊ณผ์˜ ์ง์ ‘์ ์ธ ์ฑ„ํŒ… ๋˜๋Š” ๊ฐœ์ธ ๋ฉ”์‹œ์ง€๋ฅผ ์—ด ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

์‚ฌ์šฉ์ž ํ•„๋“œ ๋„๊ตฌ๋Š” ์ง€์›๋˜๋Š” ๋นˆ ํ•„๋“œ๋ฅผ ๋น„๊ณต๊ฐœ๋กœ ์ˆ˜์ง‘ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:

์‚ฌ์šฉ์ž ํ•„๋“œ ์ˆ˜์ง‘

์ง€์› ๋ฐ ์Šคํฐ์„œ์‹ญ

์ง€์› ์š”์ฒญ, ๋ฒ„๊ทธ, UX ํ”ผ๋“œ๋ฐฑ, ๊ธฐ๋Šฅ ์•„์ด๋””์–ด๋ฅผ ์ด Meta ํ† ํ”ฝ์—์„œ ๋ณด๊ณ ํ•ด ์ฃผ์‹ญ์‹œ์˜ค. API ํ‚ค์™€ ๋น„๊ณต๊ฐœ ์ฝ˜ํ…์ธ ๋ฅผ ์ œ๊ฑฐํ•œ ์ƒํƒœ์—์„œ ํ”„๋กœ๋ฐ”์ด๋”, ๋ชจ๋ธ ์ด๋ฆ„, ๊ด€๋ จ ์„ค์ •, HTTP ์ƒํƒœ ๋ฐ ํ”„๋กœ๋ฐ”์ด๋” ์‘๋‹ต ๋ณธ๋ฌธ์„ ํฌํ•จํ•˜์‹ญ์‹œ์˜ค.

์ด ์ž‘์—…์€ ์ปค๋ฎค๋‹ˆํ‹ฐ์˜ ์ง€์›์— ์˜์กดํ•ฉ๋‹ˆ๋‹ค. ์ด ํ”Œ๋Ÿฌ๊ทธ์ธ์ด ์‚ฌ์šฉ์ž์˜ ์‚ฌ์ดํŠธ์— ๊ฐ€์น˜ ์žˆ๋‹ค๋ฉด, ์ง€์†์ ์ธ ์œ ์ง€๋ณด์ˆ˜๋ฅผ ์Šคํฐ์„œํ•ด ์ฃผ์‹ญ์‹œ์˜ค.

ํ”„๋กœ์ ํŠธ ์Šคํฐ์„œ

์Šคํฐ์„œ ๋ ˆ๋ฒจ ์›น์‚ฌ์ดํŠธ
Surety Silver Plus suretyhome.com

๋ฉด์ฑ… ์กฐํ•ญ

LLM์€ ์„ค๋“์ ์ด์ง€๋งŒ ์ž˜๋ชป๋œ ์ถœ๋ ฅ์„ ์ƒ์„ฑํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํ”Œ๋Ÿฌ๊ทธ์ธ์„ ์ปค๋ฎค๋‹ˆํ‹ฐ์˜ ํ•„์š”์— ๋งž๊ฒŒ ํ…Œ์ŠคํŠธํ•˜๊ณ , ๊ฐœ์ธ์ •๋ณด ๋ณดํ˜ธ ๋ฐ ๋น„์šฉ ์˜ํ–ฅ์„ ์ดํ•ดํ•˜๋ฉฐ, ์ ์ ˆํ•œ ๋ชจ๋”๋ ˆ์ด์…˜์„ ์ ์šฉํ•˜์‹ญ์‹œ์˜ค. ์ƒ์„ฑ๋œ ์ถœ๋ ฅ์— ๋Œ€ํ•œ ์•ฝ๊ด€์€ ํ”„๋กœ๋ฐ”์ด๋”์™€ ๊ด€ํ• ๊ถŒ์— ๋”ฐ๋ผ ๋‹ค๋ฅด๋ฉฐ, ํ™œ์„ฑํ™”ํ•˜๋Š” ๋ชจ๋“  ํ”„๋กœ๋ฐ”์ด๋”์˜ ์•ฝ๊ด€์„ ๊ฒ€ํ† ํ•˜์‹ญ์‹œ์˜ค.

104๊ฐœ์˜ ์ข‹์•„์š”
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