HaHafeng
1b53ab9d52
Major Changes: - Add StreamingService with OpenAI Compatible format - Upgrade Chat component V2 with Ant Design X integration - Implement AIA module with 12 intelligent agents - Update API routes to unified /api/v1 prefix - Update system documentation Backend (~1300 lines): - common/streaming: OpenAI Compatible adapter - modules/aia: 12 agents, conversation service, streaming integration - Update route versions (RVW, PKB to v1) Frontend (~3500 lines): - modules/aia: AgentHub + ChatWorkspace (100% prototype restoration) - shared/Chat: AIStreamChat, ThinkingBlock, useAIStream Hook - Update API endpoints to v1 Documentation: - AIA module status guide - Universal capabilities catalog - System overview updates - All module documentation sync Tested: Stream response verified, authentication working Status: AIA V2.0 core completed (85%)
5.9 KiB
5.9 KiB
PRD<EFBFBD>啜ool C - 遘醍<E98198>疲焚謐ｮ郛冶ｾ大<EFBDBE>?(The Research Editor)
| 譁<EFBFBD>｡｣迚域悽 | V6.0 (AI Code Interpreter 蠅槫ｼｺ迚? |
|---|---|
| *莠ｧ蜩∝ｽ｢諤? | Web 遶ｯ蜿梧<E89CBF>ｸ郛冶ｾ大勣 (GUI 蜿ｯ隗<EFBDAF>喧謫堺ｽ?+ LUI 閾ｪ辟ｶ隸ｭ險莠､莠<EFBDA4>) |
| *譬ｸ蠢<EFBFBD>ｻｷ蛟? | 蟆<EFBFBD>廢xcel 逧<><E980A7>逕ｨ諤ｧ窶昜ｸ寂弃ython 逧<>ｼｺ螟ｧ閭ｽ蜉帚晉ｻ灘粋縲ょ現逕滓里蜿ｯ莉･騾夊ｿ<E5A48A>ｼ<EFBFBD>譬<EFBFBD>せ蜃ｻ螳梧<E89EB3>蠕ｮ謫搾ｼ御ｹ溷庄莉･騾夊ｿ<E5A48A><EFBDBF>辟ｶ隸ｭ險謖<C280>硯 AI 郛門<E9839B>莉｣遐∝ｮ梧<EFBDAE>螟肴揩逧<E68FA9>ｸ<EFBFBD>ｴ嶺ｻｻ蜉｡<E89C89>亥ｦる柄螳ｽ霓ｬ謐｢縲∝､夐㍾謠定｡･<EFBDA1>峨? |
| *謚譛ｯ蠎募ｺ? | Node.js BFF + Python Server-side Sandbox + DeepSeek-V3 |
荳縲?莠ｧ蜩∵<E89CA9>ｸ蠢<EFBDB8>炊蠢ｵ (Core Philosophy)
1.1 蜿梧<E89CBF>ｸ鬩ｱ蜉ｨ (Dual-Core Interaction)
- 蟾ｦ閼<EFBFBD> (GUI): 謠蝉ｾ帷ｱｻ莨ｼ Excel 逧<>ｽ第<EFBDBD>ｼ蜥悟ｷ･蜈ｷ譬擾ｼ碁ょ粋窶懃峩隗牙ｼ上∝次蟄仙喧窶晉噪謫堺ｽ懶ｼ亥ｦよ焔蜉ｨ菫ｮ謾ｹ荳荳ｪ蛟ｼ縲∵賜蠎上∫ｭ幃会ｼ峨?
- 蜿ｳ閼<EFBFBD> (AI Copilot): 謠蝉ｾ帛ｯｹ隸晏ｼ丈ｻ｣遐∬ｧ｣驥雁勣<E99B81>碁ょ粋窶憺ｻ霎第ｧ縲∵音驥丞喧窶晉噪謫堺ｽ懶ｼ亥ｦや懈滑蟷ｴ鮴<EFBDB4><E9AEB4>?0蟯∝<E89FAF>邂ｱ窶昴≫懷唖髯､謇譛臥ｩｺ陦娯昴≫懆ｮ｡邂礼函蟄俶慮髣ｴ窶晢ｼ峨?
1.2 蜿ｯ謗ｧ鮟醍將 (Controllable Blackbox)
AI 荳咲峩謗･菫ｮ謾ｹ謨ｰ謐ｮ<E8AC90>瑚梧弍**逕滓<E98095> Python 莉｣遐<EFBDA3>*縲らｳｻ扈溷惠謇ｧ陦悟燕螻慕､ｺ**窶憺｢<E686BA>桃菴懷今迚<E4BB8A>拿*<2A>檎罰逕ｨ謌ｷ遑ｮ隶､謇ｧ陦鯉ｼ檎｡ｮ菫晉ｧ醍<EFBDA7>疲焚謐ｮ逧<EFBDAE>ｸ･隹ｨ諤ｧ縲?
莠後?譬ｸ蠢<EFBDB8>ｸ壼苅豬∫ｨ<E288AB> (User Flow)
謨ｰ謐ｮ蟇ｼ蜈･ -> 蜿梧ｨ｡蠑乗ｸ<E4B997>ｴ?(轤ｹ蜃ｻ蟾･蜈ｷ譬?OR 蟇ｹ隸<EFBDB9> AI) -> 莉｣遐<EFBDA3>/謫堺ｽ懈鴬陦<E9B4AC> -> 螳樊慮鬚<E685AE>ｧ域峩譁ｰ -> 迚域悽蠢ｫ辣ｧ -> 蟇ｼ蜃ｺ扈捺棡
荳峨?蜉溯<E89C89>讓｡蝮苓ｯｦ隗｣ (Functional Requirements)
1. 逡碁擇蟶<E69387>ｱ (The Workspace)
- P0: 蛻<EFBFBD><EFBFBD>丞ｸ<EFBFBD>ｱ (Split View):
- 蟾ｦ萓ｧ (70%): 雜<>ｺｧ鄂第<E98482>ｼ (The Grid)<29>悟ｱ慕､ｺ謨ｰ謐ｮ鬚<EFBDAE>ｧ医?
- 蜿ｳ萓ｧ (30%): 譎ｺ閭ｽ萓ｧ霎ｹ譬?(Smart Sidebar)<29>悟桁蜷?[扈溯ｮ｡讎りｧ<E3828A>] 蜥?[AI 蜉ｩ謇欺] 荳､荳ｪ Tab縲?
- P0: 蜈ｨ螻迥ｶ諤∵欠遉?
- 蠖?AI 豁｣蝨ｨ諤晁<E69981><C280>蜷守ｫｯ豁｣蝨ｨ隶｡邂玲慮<E78EB2>悟ｷｦ萓ｧ鄂第<E98482>ｼ譏ｾ遉ｺ *窶廣I 螟<>炊荳?..窶? 驕ｮ鄂ｩ<E98482>悟ｹｶ髞∝ｮ夂ｼ冶ｾ托ｼ碁亟豁｢蜿悟<E89CBF>蜀ｲ遯√?
2. 鬘ｶ驛ｨ謇∝ｹｳ蟾･蜈ｷ譬?(Flat Toolbar) 窶披?GUI 譬ｸ蠢<EFBDB8>
*菫晉蕗鬮倬｢代∵<C280><E288B5>㊥蛹也噪謫堺ｽ懷<EFBDBD>蜿｣<E89CBF>御ｽ應ｸｺ AI 逧<>｡･蜈<EFBDA5>?
- P0: 蜿倬㍼蜉<E38DBC>蟾･:
- 逕滓<EFBFBD>譁ｰ蜿倬<EFBFBD>? 蠑ｹ遯怜<E981AF>蠑乗桷蟒ｺ蝎ｨ縲?
- 隶｡邂玲慮髣ｴ蟾? 蜀<>ｽｮ蛹ｻ蟄ｦ蟶ｸ謨ｰ (蟷?365.25螟?縲?
- 逕滓<EFBFBD>蜩大序驥? 蝗槫ｽ貞<EFBDBD>譫蝉ｸ鍋畑縲?
- 讓ｪ郤ｵ陦ｨ霓ｬ謐?(Pivot): * 莠､莠貞合郤ｧ: 轤ｹ蜃ｻ蜷惹ｸ榊<EFBDB8>蜿ｪ譏ｯ郤ｯ蜑咲ｫｯ隶｡邂暦ｼ瑚梧弍隹<E5BC8D>畑蜷守ｫｯ Python 騾ｻ霎托ｼ梧髪謖∝､<E2889D>炊譖ｴ螟肴揩逧<E68FA9>ｽｬ謐｢縲?
- P0: 雍ｨ驥乗ｲｻ逅<EFBDBB>:
- 譟･謇ｾ驥榊､榊? 謖?ID 謌門<E8AC8C>蟄玲ｮｵ譟･驥阪?
- 螟夐㍾謠定｡･ (MICE): 蜈ｨ螻蜈･蜿｣<E89CBF>瑚ｰ<E7919A>畑蜷守ｫ?sklearn 謌?fancyimpute 蠎薙?
- P0: 譬ｷ譛ｬ遲幃? 譫<>ｻｺ蜈･謗呈<E8AC97><E59188>㊥縲?
3. AI Copilot 譎ｺ閭ｽ蜉ｩ謇<EFBDA9> (The Brain) 窶披?V6 譬ｸ蠢<EFBDB8>合郤ｧ
*菴堺ｺ主承萓ｧ萓ｧ霎ｹ譬冗噪 [AI 蜉ｩ謇欺] Tab縲?
3.1 閾ｪ辟ｶ隸ｭ險謖<C280>ｻ､隗｣譫<EFBDA3>
- P0: 諢丞崟隸<EFBFBD>悪: 謾ｯ謖∵ｨ｡邉頑欠莉､<E88E89>悟ｦや懈ｴ嶺ｸ荳区焚謐ｮ窶昴≫懈滑逕ｷ蜿俶<E89CBF>?窶昴?
- P0: 荳贋ｸ区枚諢溽<EFBFBD>? AI 閭ｽ螟溯ｯｻ蜿門ｽ灘燕逧<E78795><E980A7>蜷?(Metadata) 蜥悟燕 5 陦梧焚謐ｮ遉ｺ萓具ｼ檎炊隗｣謨ｰ謐ｮ蜷ｫ荵峨?
3.2 莉｣遐∬ｧ｣驥雁勣讓｡蠑?(Code Interpreter)
- P0: 莉｣遐∫函謌<EFBFBD>: AI 髓亥ｯｹ逕ｨ謌ｷ髴豎ゑｼ檎函謌仙庄謇ｧ陦檎噪 Python (Pandas) 莉｣遐∝摎縲?
- P0: 鬚<EFBFBD>桃菴懷今迚?(Action Card):
- AI 荳咲峩謗･謇ｧ陦御ｻ｣遐√?
- 逡碁擇螻慕､ｺ荳荳ｪ蜊｡迚<EFBFBD>ｼ壽桃菴懃ｱｻ蝙<EFBFBD>: 謨ｰ謐ｮ蛻<EFBDAE>ｮｱ | 逶ｮ譬<EFBDAE><E8ADAC>? 蟷ｴ鮴<EFBDB4> | 莉｣遐<EFBDA3>｢<EFBFBD>ｧ医?
- 謖蛾聴<EFBFBD>?*[霑占｡御ｻ｣遐―]** | **[蜿匁ｶ<E58C81>]**縲?
- P0: 謇ｧ陦悟渚鬥<EFBFBD>:
- 謇ｧ陦梧<EFBFBD>蜉滂ｼ壽仞遉?笨<>ｼ悟ｷｦ萓ｧ陦ｨ譬ｼ閾ｪ蜉ｨ蛻ｷ譁ｰ縲?
- 謇ｧ陦悟､ｱ雍･<EFBFBD>哂I 閾ｪ蜉ｨ蛻<EFBDA8>梵 Error Log<6F>悟ｰ晁ｯ戊<EFBDAF>謌台ｿｮ豁｣莉｣遐∝ｹｶ蟒ｺ隶ｮ驥崎ｯ輔?
3.3 蜈ｸ蝙<EFBDB8> AI 蝨ｺ譎ｯ謾ｯ謖<EFBDAF>
- 鬮倡ｺｧ貂<EFBFBD>ｴ<EFBFBD>: 窶懈滑謇譛牙<E8AD9B>逧<EFBFBD>ｼょｸｸ蛟ｼ<E89B9F><EFBDBC>>3蛟肴<E89B9F><E882B4>㊥蟾ｮ<E89FBE>画崛謐｢荳ｺ郛ｺ螟ｱ蛟ｼ窶昴?
- 螟肴揩謠仙叙: 窶應ｻ寂倩ｯ頑妙窶吝<E7AAB6>荳ｭ謠仙叙蜃ｺ逕ｱ窶?窶吝<E7AAB6>髫皮噪隨ｬ莠碁Κ蛻<CE9A>ｼ檎函謌先眠蛻冷昴?
- 謇ｹ驥丞､<EFBFBD>炊: 窶懷唖髯､謇譛臥ｼｺ螟ｱ邇<EFBDB1>ｶ<EFBFBD>ｿ<EFBFBD> 50% 逧<><E980A7>窶昴?
4. 譎ｺ閭ｽ扈溯ｮ｡髱｢譚ｿ (Insight Panel)
*菴堺ｺ主承萓ｧ萓ｧ霎ｹ譬冗噪 [扈溯ｮ｡讎りｧ<E3828A>] Tab縲?
- P0: 蛻苓＃蜉? 轤ｹ蜃ｻ蟾ｦ萓ｧ鄂第<E98482>ｼ譟蝉ｸ蛻暦ｼ悟承萓ｧ閾ｪ蜉ｨ譏ｾ遉ｺ隸･蛻礼噪蛻<E599AA>ｸ<EFBFBD>崟<EFBFBD>育峩譁ｹ蝗ｾ/鬚第ｬ｡蝗ｾ<E89D97>峨?
- P0: 蠢ｫ謐ｷ謫堺ｽ<EFBFBD>: 蝗ｾ陦ｨ荳区婿逶ｴ謗･謠蝉ｾ帚懷｡ｫ陦･窶昴≫懷<C280>邂ｱ窶昴≫懈丐蟆<E4B890>晉ｭ牙ｿｫ謐ｷ謖蛾聴縲?
5. 蟇ｼ蜃ｺ荳取ｵ∬ｽ?(Export)
- P0: 扈捺棡蟇ｼ蜃ｺ: 謾ｯ謖<EFBDAF> Excel (.xlsx) 蜥?SPSS (.sav) 譬ｼ蠑上?
- P0: 謫堺ｽ懷ｮ｡隶｡: 蟇ｼ蜃ｺ逧<EFBDBA>枚莉ｶ荳ｭ<E88DB3>碁刋蟶ｦ荳莉?"貂<>ｴ玲律蠢<E5BE8B> (Cleaning Log)"<EFBFBD>瑚ｮｰ蠖穂ｺ<EFBFBD>園譛臥噪 AI 莉｣遐∝柱謇句勘謫堺ｽ懈ｭ･鬪､<E9ACAA>育畑莠守ｧ醍<EFBDA7>疲ｺｯ貅撰ｼ峨?
蝗帙?謨ｰ謐ｮ荳取ｧ閭ｽ遲也払 (Data Strategy)
4.1 諤ｧ閭ｽ蜃<EFBDBD><E89C83> (Guardrails)
- 譁<EFBFBD>ｻｶ螟ｧ蟆城剞蛻ｶ: 蜊穂ｸｪ譁<EFBDAA>ｻｶ < 20MB縲?
- 陦梧焚髯仙宛: 蟒ｺ隶ｮ *< 50,000 陦? 莉･菫晁ｯ∝燕遶ｯ貂ｲ譟捺ｵ∫腐蠎ｦ縲?
- 遲也払: 蜷守ｫｯ Python 蜿ｯ莉･螟<EFBDA5>炊逋ｾ荳<EFBDBE>｡鯉ｼ御ｽ<E5BEA1>燕遶?AG Grid 莉<>刈霓ｽ蜑<EFBDBD> 100-1000 陦御ｽ應ｸｺ鬚<EFBDBA>ｧ茨ｼ<E88CA8>review Mode<64>会ｼ悟ｯｼ蜃ｺ譌ｶ謇咲函謌仙<E8AC8C>驥乗枚莉ｶ縲?
*4.2 螳牙<E89EB3>荳朱嚼遘?
- P0: 豐咏ｮｱ髫皮ｦｻ: AI 逕滓<E98095>逧?Python 莉｣遐∝ｿ<E2889D>｡ｻ蝨ｨ譛榊苅遶ｯ逧<EFBDAF>ｮ牙<EFBDAE>豐咏ｮｱ<EFBDAE><EFBDB1>ocker/SAE<41>我ｸｭ霑占｡鯉ｼ檎ｦ∵ｭ｢隶ｿ髣ｮ螟也ｽ大柱邉ｻ扈滓枚莉ｶ縲?
- P0: 謨ｰ謐ｮ閼ｱ謨<EFBFBD>: 遑ｮ菫晁ｾ灘<EFBDBE>郛冶ｾ大勣逧<E58BA3>焚謐ｮ蟾ｲ蝨ｨ蜑咲ｽｮ邇ｯ闃ゑｼ亥ｷ･蜈?B<>牙ｮ梧<EFBDAE>莠<EFBFBD> PII 閼ｱ謨上?
*莠斐?蝓狗せ荳守ｻ溯ｮ?
- AI 驥<>ｺｳ邇? 螻慕､ｺ Action Card 蜷趣ｼ檎畑謌ｷ轤ｹ蜃ｻ窶懆ｿ占｡娯晉噪豈比ｾ九?
- 莉｣遐∵冠髞咏<EFBFBD>? AI 逕滓<E98095>逧<EFBFBD>ｻ｣遐∝惠蜷守ｫｯ謇ｧ陦悟､ｱ雍･逧<EFBDA5>ｯ比ｾ九?
- 蟶ｸ逕ｨ謖<EFBFBD>ｻ､ Top 10: 扈溯ｮ｡蛹ｻ逕滓怙蟶ｸ蟇ｹ AI 隸ｴ逧<EFBDB4>ｯ昴?
蜈ｭ縲?髯<>ｽ包ｼ哂I 謖<>ｻ､髮<EFBDA4>､ｺ萓?(Few-Shot Examples)
| 逕ｨ謌ｷ謖<EFBFBD>ｻ､ | AI 蜉ｨ菴<EFBDA8> (Action) | 逕滓<EFBFBD>莉｣遐<EFBFBD>ｻ霎<EFBFBD> (Python Pandas) |
|---|---|---|
| "謚頑ｧ蛻ｫ霓ｬ荳ｺ謨ｰ蟄<EFBDB0>" | Recode | df['sex'] = df['sex'].map({'逕?:1, '螂?:0}) |
| "蟷ｴ鮴<EFBDB4><E9AEB4>?0蛻<30>ｸ､扈? | Binning | df['age_group'] = pd.cut(df['age'], bins=[0,60,150], labels=['0','1']) |
| "蛻<>髯､豐｡譛迂D逧<44>｡<EFBFBD>" | Filter | df = df.dropna(subset=['patient_id']) |
| "隶｡邂唯MI" | Formula | df['bmi'] = df['weight'] / (df['height']/100)**2 |
| "謚頑ｯ丈ｸｪ莠ｺ逧<EFBDBA>ｸ陦悟序謌仙､夊｡? | Pivot/Melt | df = df.melt(id_vars=['id'], ...) |