From 25db212d8074c339bf4ea34d8c8f0c862a566177 Mon Sep 17 00:00:00 2001 From: happybell80 Date: Fri, 20 Mar 2026 17:43:01 +0900 Subject: [PATCH] =?UTF-8?q?docs:=20260315=20=EA=B3=84=ED=9A=8D=20=EB=8B=AB?= =?UTF-8?q?=EA=B8=B0=20=E2=86=92=20260320=20=ED=9D=A1=EC=88=98,=20?= =?UTF-8?q?=EC=8B=9C=EB=82=98=EB=A6=AC=EC=98=A4=20=EB=8B=AB=EA=B8=B0,=20?= =?UTF-8?q?=EC=9B=8C=ED=81=AC=EB=A1=9C=EA=B7=B8=20=EC=9E=91=EC=84=B1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Co-Authored-By: Claude Opus 4.6 (1M context) --- ...€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md | 6 ++-- ...œ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md | 15 +++++++- ...ธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md | 5 +-- ..._๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md | 35 +++++++++++++++++++ 4 files changed, 56 insertions(+), 5 deletions(-) create mode 100644 journey/worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md diff --git a/journey/plans/260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md b/journey/plans/260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md index 0275202..029c6b8 100644 --- a/journey/plans/260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md +++ b/journey/plans/260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md @@ -5,9 +5,11 @@ tags: [plans, companyx, rag, answer-composition, scenario, troubleshooting] # Company X RAG ๋‹ต๋ณ€ํ•ฉ์„ฑ ์‹œ๋‚˜๋ฆฌ์˜คยทํŠธ๋Ÿฌ๋ธ” ๋™์‹œ์ข…๊ฒฐ ๊ณ„ํš **์ž‘์„ฑ์ผ**: 2026-03-15 -**์ƒํƒœ**: ๋ถ€๋ถ„๊ตฌํ˜„_๋ฏธ๊ฒ€์ฆ (Phase 0 ๋ถ€๋ถ„ํ™•์ •, Phase 1~4 ๊ตฌํ˜„์™„๋ฃŒ, Phase 5A ์ฝ”๋“œ์ „ํ™˜์™„๋ฃŒ_๋ฐฐํฌ๋ฏธ์™„๋ฃŒ, Phase 5B ๋ฏธ์™„๋ฃŒ) +**์ƒํƒœ**: ๋‹ซํž˜ โ€” ๋ฏธ์™„๋ฃŒ ํ•ญ๋ชฉ์€ 260320 ๊ณ„ํš์œผ๋กœ ํก์ˆ˜ **๊ฒ€ํ† ์ผ**: 2026-03-17 -**๊ฐฑ์‹ ์ผ**: 2026-03-17 +**๊ฐฑ์‹ ์ผ**: 2026-03-20 +**์ข…๊ฒฐ ์‚ฌ์œ **: 260320 ๋‹คํ˜•์‹๋ฌธ์„œ RAG ๊ณ„ํš์ด ๋ฒ”์œ„๋ฅผ ํ™•์žฅ(๋ฒกํ„ฐ+ํ‚ค์›Œ๋“œ+Apache AGE 3์ค‘ ๊ฒ€์ƒ‰)ํ•˜์—ฌ ๋ณธ ๊ณ„ํš์˜ ๋ฏธ์™„๋ฃŒ ํ•ญ๋ชฉ(5A ๋ฐฐํฌ, 5B ๊ฒ€์ฆ)์„ ํก์ˆ˜. [์›Œํฌ๋กœ๊ทธ](../worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md) ์ฐธ์กฐ. +**ํ›„์† ๊ณ„ํš**: [260320 ๋กœ๋น™ ๋‹คํ˜•์‹๋ฌธ์„œ RAG ์ ์šฉ1 ๊ณ„ํš](./260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md) **๋ชฉํ‘œ**: Company X ๋‚ด๋ถ€๋ฌธ์„œ ๊ทผ๊ฑฐ์‘๋‹ต ๊ฒฝ๋กœ๋ฅผ `๋Œ€ํ‘œ ์งˆ๋ฌธ ํŠน๋ก€ ์ฒ˜๋ฆฌ`์—์„œ `๊ณตํ†ต ๊ณ„์•ฝ ๊ธฐ๋ฐ˜ ๋‹ต๋ณ€ํ•ฉ์„ฑ` ๊ตฌ์กฐ๋กœ ๋ฐ”๊พธ๋˜, ๊ตฌํ˜„ ์ „์— `ํ˜„์žฌ NAS ๋ฌธ์„œ ์šด์˜ ์ƒํƒœ + ํ˜„์žฌ ์ž„๋ฒ ๋”ฉ ์ „์ œ`๋ฅผ ๋‹ค์‹œ ๋‹ซ๊ณ  ๋Œ€์‘ troubleshooting ๋ฌธ์„œ์™€ scenario ๋ฌธ์„œ๋ฅผ ํ•จ๊ป˜ ๋‹ซ์Šต๋‹ˆ๋‹ค. > **2026-03-17 ์ฝ”๋“œ ๊ฒ€ํ†  ๊ฒฐ๊ณผ (๊ฐฑ์‹ )**: diff --git a/journey/plans/260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md b/journey/plans/260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md index 92240b1..fa1328b 100644 --- a/journey/plans/260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md +++ b/journey/plans/260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md @@ -12,6 +12,8 @@ - [๋‹คํ˜•์‹๋ฌธ์„œ RAG 2์ฐจ PGVectorยทJSONB ์ ์žฌ ๊ณ„ํš](./260320_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_2์ฐจ_PGVector_JSONB_์ ์žฌ_๊ณ„ํš.md) - [๋‹คํ˜•์‹๋ฌธ์„œ RAG 3์ฐจ OCRยท๊ด€๊ณ„ํ™•์žฅยท๋™๊ธฐํ™” ๊ณ„ํš](./260320_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_3์ฐจ_OCR_๊ด€๊ณ„ํ™•์žฅ_๋™๊ธฐํ™”_๊ณ„ํš.md) - [PostgreSQL ๊ทธ๋ž˜ํ”„ํ™•์žฅ ์„ค๊ณ„ ๋ฆฌ์„œ์น˜ (Apache AGE)](../research/rag/260320_PostgreSQL_๊ทธ๋ž˜ํ”„ํ™•์žฅ_์„ค๊ณ„_๋ฆฌ์„œ์น˜.md) +- [260315 ๊ณ„ํš (๋‹ซํž˜, ๋ณธ ๊ณ„ํš์œผ๋กœ ํก์ˆ˜)](./260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md) +- [๊ณ„ํš ํ†ตํ•ฉ ์›Œํฌ๋กœ๊ทธ](../worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md) ## ํ˜„์žฌ ์ƒํƒœ (260320 ํ™•์ธ) @@ -60,13 +62,24 @@ - ํŠน์ • ํ”„๋กœ๊ทธ๋žจ ์šด์˜ ๊ทผ๊ฑฐ ์งˆ๋ฌธ - ๋ณด๊ณ ์„œ ๋‚ด ์ˆ˜์น˜/ํ‘œ ๊ทผ๊ฑฐ ์งˆ๋ฌธ +## 260315์—์„œ ํก์ˆ˜ํ•œ ํ•ญ๋ชฉ + +- ์ธ๋ฑ์‹ฑ ํŒŒ์ดํ”„๋ผ์ธ ๋ฐฐํฌ (Phase 5A: ์ฝ”๋“œ ์™„๋ฃŒ, ๋ฐฐํฌ ๋ฏธ์™„) +- ์žฌ์˜คํ”ˆ ์งˆ๋ฌธ 20๊ฐœ Slack ์‹ค์‘๋‹ต ๊ฒ€์ฆ (Phase 5B) +- Pydantic ์ถœ๋ ฅ ๊ฒ€์ฆ ๊ตฌ์กฐ (`CompanyXRAGOutput`: direct_answer, evidence_docs, failure_reason) +- SKILL.md์™€ ์ฝ”๋“œ ๊ณ„์•ฝ ์ •ํ•ฉํ™” +- ์งˆ๋ฌธ ์œ ํ˜• ๊ณ„์•ฝ / ๊ทผ๊ฑฐ ์ฑ„ํƒ ๊ณ„์•ฝ / ์‹คํŒจ ๊ณ„์•ฝ (๊ตฌํ˜„ ์™„๋ฃŒ, ๊ฒ€์ฆ ๋ฏธ์™„) + ## ๋‹ซ๋Š” ์กฐ๊ฑด - **200๊ฐœ ํŒŒ์ผ(`latest_200_companyx.txt`) ๋Œ€์ƒ ์™„๋ฒฝ RAG ๊ตฌ์„ฑ** +- ๋ฒกํ„ฐ ๊ฒ€์ƒ‰(PGVector) + ํ‚ค์›Œ๋“œ ๊ฒ€์ƒ‰(TSVECTOR) + ๊ทธ๋ž˜ํ”„ ํƒ์ƒ‰(Apache AGE) 3์ค‘ ๊ฒ€์ƒ‰ ๋™์ž‘ - ๋กœ๋น™์ด 200๊ฐœ ํŒŒ์ผ ๋ฒ”์œ„ ๋‚ด ์งˆ๋ฌธ์— ๊ทผ๊ฑฐ ๋ฌธ์„œ(๋ฌธ์„œ๋ช…, ๊ฒฝ๋กœ, ํ•ต์‹ฌ ๋ฌธ๋‹จ)๋ฅผ ํฌํ•จํ•ด ๋‹ต๋ณ€ํ•œ๋‹ค. +- LLM ์‘๋‹ต์ด Pydantic ๋ชจ๋ธ(`CompanyXRAGOutput`)๋กœ ๊ฒ€์ฆ๋œ๋‹ค. - ๊ทผ๊ฑฐ ์—†๋Š” ๊ฒฝ์šฐ์™€ ๊ฒ€์ƒ‰ ์‹คํŒจ๋ฅผ ๊ตฌ๋ถ„ํ•ด ์‘๋‹ตํ•œ๋‹ค. - ์‘๋‹ต ๋กœ๊ทธ์— ์‚ฌ์šฉ ๋ฌธ์„œ์™€ ์ฒญํฌ๊ฐ€ ๋‚จ๋Š”๋‹ค. -- ๋Œ€ํ‘œ ์งˆ๋ฌธ์…‹(๊ณ„์•ฝ/MOU, ํ”„๋กœ๊ทธ๋žจ ์šด์˜, ๋ณด๊ณ ์„œ ์ˆ˜์น˜) ๊ฒ€์ฆ ํ†ต๊ณผ. +- ๋Œ€ํ‘œ ์งˆ๋ฌธ์…‹(๊ณ„์•ฝ/MOU, ํ”„๋กœ๊ทธ๋žจ ์šด์˜, ๋ณด๊ณ ์„œ ์ˆ˜์น˜) + 260315 ์žฌ์˜คํ”ˆ ์งˆ๋ฌธ 20๊ฐœ ๊ฒ€์ฆ ํ†ต๊ณผ. +- SKILL.md์™€ ์‹ค์ œ ์‘๋‹ต ํ˜•์‹ ์ผ์น˜. ## ๋ณด๋ฅ˜ diff --git a/journey/scenarios/260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md b/journey/scenarios/260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md index 4581259..9c36f7d 100644 --- a/journey/scenarios/260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md +++ b/journey/scenarios/260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md @@ -2,9 +2,10 @@ tags: [robeing, companyx, rag, scenarios, user-experience] # Company X ๋‚ด๋ถ€ ๋ฌธ์„œ ๊ทผ๊ฑฐ์‘๋‹ต ์‚ฌ์šฉ์ž ์‹œ๋‚˜๋ฆฌ์˜ค -**์ƒํƒœ**: ์žฌ์˜คํ”ˆ (๊ตฌํ˜„์™„๋ฃŒ_๊ฒ€์ฆ๋Œ€๊ธฐ) +**์ƒํƒœ**: ๋‹ซํž˜ โ€” ๊ฒ€์ฆ์€ 260320 ๊ณ„ํš์œผ๋กœ ์ด๊ด€ **์ž‘์„ฑ์ผ**: 2026-03-12 -**๊ฐฑ์‹ ์ผ**: 2026-03-17 +**๊ฐฑ์‹ ์ผ**: 2026-03-20 +**ํ›„์†**: [260320 ๋กœ๋น™ ๋‹คํ˜•์‹๋ฌธ์„œ RAG ์ ์šฉ1 ๊ณ„ํš](../plans/260320_๋กœ๋น™_๋‹คํ˜•์‹๋ฌธ์„œ_RAG_์ ์šฉ1_๊ณ„ํš.md) **๋Œ€์ƒ ์‚ฌ์šฉ์ž**: Company X ์†Œ์†์œผ๋กœ ์ธ์ฆ๋œ ์‚ฌ์šฉ์ž --- diff --git a/journey/worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md b/journey/worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md new file mode 100644 index 0000000..de30f59 --- /dev/null +++ b/journey/worklog/260320_companyx_rag_๊ณ„ํšํ†ตํ•ฉ_260315๋‹ซ๊ธฐ_260320ํก์ˆ˜.md @@ -0,0 +1,35 @@ +--- +tags: [worklog, companyx, rag, plan-merge] +--- + +# 260320 Company X RAG ๊ณ„ํš ํ†ตํ•ฉ โ€” 260315 ๋‹ซ๊ธฐ, 260320 ํก์ˆ˜ + +**์ž‘์„ฑ์ผ**: 2026-03-20 +**๋ชฉ์ **: 260315 ๊ณ„ํš์˜ ๋ฏธ์™„๋ฃŒ ํ•ญ๋ชฉ์„ 260320 ๊ณ„ํš์œผ๋กœ ํก์ˆ˜ํ•˜๊ณ  260315๋ฅผ ๋‹ซ๋Š”๋‹ค. + +## ๋ฐฐ๊ฒฝ + +- `260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_rag_๊ทผ๊ฑฐ์‘๋‹ต_๊ตฌํ˜„๊ณ„ํš.md` โ€” ์ด๋ฏธ ์™„๋ฃŒ ์ฒ˜๋ฆฌ +- `260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md` โ€” ๋ถ€๋ถ„๊ตฌํ˜„_๋ฏธ๊ฒ€์ฆ ์ƒํƒœ์—์„œ 260320 ๊ณ„ํš๊ณผ ๋ชฉํ‘œ ๊ฒน์นจ +- 260320 ๊ณ„ํš์ด ๋ฒ”์œ„๋ฅผ ํ™•์žฅ(๋ฒกํ„ฐ+ํ‚ค์›Œ๋“œ+Apache AGE ๊ทธ๋ž˜ํ”„ 3์ค‘ ๊ฒ€์ƒ‰)ํ•˜๋ฏ€๋กœ 260315๋ฅผ ํก์ˆ˜ํ•˜๊ณ  ๋‹ซ์Œ + +## 260315 ๋ฏธ์™„๋ฃŒ ํ•ญ๋ชฉ โ†’ 260320 ํก์ˆ˜ + +| 260315 ํ•ญ๋ชฉ | ์ƒํƒœ | 260320 ๋ฐ˜์˜ | +|-------------|------|-------------| +| Phase 5A: ์ธ๋ฑ์‹ฑ ํŒŒ์ดํ”„๋ผ์ธ ๋ฐฐํฌ | ์ฝ”๋“œ ์™„๋ฃŒ, ๋ฐฐํฌ ๋ฏธ์™„ | 260320 ๋‹ซ๋Š” ์กฐ๊ฑด์— ํฌํ•จ | +| Phase 5B: ์žฌ์˜คํ”ˆ ์งˆ๋ฌธ 20๊ฐœ ๊ฒ€์ฆ | ๋ฏธ์ฐฉ์ˆ˜ | 260320 ์ƒ˜ํ”Œ ๊ฒ€์ฆ์— ํฌํ•จ | +| Pydantic ์ถœ๋ ฅ ๊ฒ€์ฆ (`CompanyXRAGOutput`) | ๊ตฌํ˜„ ์™„๋ฃŒ | 260320์—์„œ ๊ณ„์† ์‚ฌ์šฉ | +| SKILL.md ๊ณ„์•ฝ ์ •ํ•ฉํ™” | ๋ฏธ์™„๋ฃŒ | 260320 ๋‹ซ๋Š” ์กฐ๊ฑด์— ํฌํ•จ | + +## ํ•จ๊ป˜ ๋‹ซ๋Š” ๋ฌธ์„œ + +- `260315_companyx_rag_๋‹ต๋ณ€ํ•ฉ์„ฑ_์‹œ๋‚˜๋ฆฌ์˜ค๋™์‹œ์ข…๊ฒฐ_๊ณ„ํš.md` โ†’ superseded by 260320 +- `260312_companyx_๋‚ด๋ถ€๋ฌธ์„œ_๊ทผ๊ฑฐ์‘๋‹ต_์‚ฌ์šฉ์ž์‹œ๋‚˜๋ฆฌ์˜ค.md` โ†’ ๊ฒ€์ฆ์€ 260320์—์„œ ์ˆ˜ํ–‰ + +## ์œ ์ง€๋˜๋Š” ๊ฒฐ์ • (260315์—์„œ ๊ณ„์Šน) + +- PostgreSQL `team_document_chunk`๊ฐ€ ๋ฌธ์„œ ์ฒญํฌ SSOT +- Gemini Embedding 2 / 768d ํ™•์ • +- LLM ๋‹ต๋ณ€ ํ•ฉ์„ฑ + Pydantic ๊ฒ€์ฆ ๊ตฌ์กฐ +- ์งˆ๋ฌธ ์œ ํ˜• ๊ณ„์•ฝ / ๊ทผ๊ฑฐ ์ฑ„ํƒ ๊ณ„์•ฝ / ์‹คํŒจ ๊ณ„์•ฝ