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Python \u19981?\u22826?\u29087?\u24713?\u-244?\u20063?\u23436?\u20840?\u27809?\u26377?\u20851?\u31995?\u12290?\u-29698?\u31243?\u20027?\u-30335?\u-27131?\u-29701?\u21644?\u-29774?\u-30237?\u26696?\u20363?\u20195?\u30721?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u22521?\u-29779?\u25910?\u30410?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25552?\u20379?\u28165?\u26224?\u20840?\u-26782?\u30340?\u21487?\u29992?\u30693?\u-29754?\u-244?\u24555?\u-28641?\u20102?\u-30237?DeepSeek\u21644?API\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u23545?\u27604?OpenAI\u21644?\u22269?\u20869?\u22810?\u20010?\u20854?\u20182?\u22823?\u27169?\u22411?\u-248?\u25991?\u24515?\u-244?\u26234?\u-29647?\u-244?\u21315?\u-27154?\u31561?\u-247?\u30340?\u24037?\u20316?\u21407?\u29702?\u21450?\u20248?\u21183?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u22312?\u26696?\u20363?\u22522?\u30784?\u19978?\u20351?\u29992?\u27969?\u-30644?\u30340?\u32534?\u31243?\u-29715?\u-30208?\u26500?\u24314?\u22823?\u27169?\u22411?\u24212?\u29992?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u25484?\u25569?\u22914?\u20309?\u26500?\u24314?\u25991?\u26412?\u29983?\u25104?\u12289?\u-27154?\u31572?\u21644?\u20869?\u23481?\u25688?\u-30335?\u31561?\u21021?\u-27082?\u22823?\u27169?\u22411?\u24212?\u29992?\u-229?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u20102?\u-30237?\u25552?\u31034?\u24037?\u31243?\u12289?\u27169?\u22411?\u24494?\u-29693?\u12289?\u25554?\u20214?\u12289?LangChain\u-244?RAG\u-244?Agent\u31561?\u-25896?\u-27082?\u23454?\u-29195?\u25216?\u26415?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u-29698?\u31243?\u22823?\u32434?\b0\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19968?\u31456? DeepSeek\u22823?\u27169?\u22411?\u21407?\u29702?\u21644?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?: LLM\u22823?\u27169?\u22411?\u26680?\u24515?\u21407?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u22823?\u27169?\u22411?\u22522?\u30784?\u-230?\u29702?\u-29766?\u19982?\u25216?\u26415?\u30340?\u28436?\u-28709?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u27010?\u24565?\u23450?\u20041?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u21457?\u23637?\u28436?\u-28709?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u29983?\u24577?\u20307?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u22823?\u-29715?\u-30208?\u27169?\u22411?\u25216?\u26415?\u21457?\u23637?\u19982?\u28436?\u-28709?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u22522?\u20110?\u32479?\u-29791?\u26426?\u22120?\u23398?\u20064?\u30340?\u-29715?\u-30208?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u22522?\u20110?\u28145?\u24230?\u31070?\u32463?\u32593?\u32476?\u30340?\u-29715?\u-30208?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u22522?\u20110? Transformer \u30340?\u22823?\u-29715?\u-30208?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u20851?\u-27346?\u25216?\u26415?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u26680?\u24515?\u26694?\u26550?\u-230?\u21830?\u19994?&\u24320?\u28304?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.LLMs\u22823?\u-29715?\u-30208?\u27169?\u22411?\u30340?\u-30644?\u19994?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?\u24212?\u29992?-\u21150?\u20844?\u25552?\u25928?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u23448?\u26041?\u22823?\u27169?\u22411?DeepSeek\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.DeepSeek\u21150?\u20844?\u25552?\u25928?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u20351?\u29992?DeepSeek\u23448?\u26041?\u27169?\u22411?\u20570?\u25512?\u29702?\u20219?\u21153?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.DeepSeek\u21644?OpenAI O1\u27169?\u22411?\u30340?\u23545?\u27604?\u24635?\u32467?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.DeepSeek\u21644?\u22269?\u20869?\u20854?\u20182?\u22823?\u27169?\u22411?\u23545?\u27604?\u-248?\u26234?\u-29647?\u-244?\u25991?\u24515?\u-244?\u-28646?\u20041?\u-244?kimi\u31561?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.DeepSeek\u21644?\u22269?\u22806?\u20854?\u20182?\u22823?\u27169?\u22411?\u23545?\u27604?\u-248?Claude Gemini Mistral\u31561?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19977?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?\u25512?\u29702?\u-32515?\u21147?1.DeepSeek-R1 \u21457?\u24067?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u23545?\u26631? OpenAI o1 \u27491?\u24335?\u29256?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.DeepSeek-R1 \u19978?\u32447? API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.DeepSeek \u23448?\u32593?\u25512?\u29702?\u19982? App\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.DeepSeek-R1 \u-29779?\u32451?\u-29766?\u25991?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u-31560?\u-26225?\u23567?\u27169?\u22411?\u-29307?\u-29302? OpenAI o1-min\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.DeepSeek-R1 API \u24320?\u21457?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u-28646?\u29992?\u22522?\u30784?\u19982?\u19987?\u19994?\u24212?\u29992?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20108?\u31456? \u22522?\u20110?DeepSeek\u22823?\u27169?\u22411?API\u24320?\u21457?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?:DeepSeek\u22823?\u27169?\u22411?\u19982?Prompt\u25552?\u31034?\u24037?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.Prompt\u22914?\u20309?\u20351?\u29992?\u21644?\u-28709?\u-27082?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u20160?\u20040?\u26159?\u25552?\u31034?\u19982?\u25552?\u31034?\u24037?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u25552?\u31034?\u24037?\u31243?\u30340?\u24040?\u22823?\u23041?\u21147?\u-230?\u20174?Let\u8217?s think step by step\u-29708?\u-29321?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u25286?\u-30237?\u12289?\u26631?\u20934?\u21270?\u12289?\u27969?\u31243?\u21270?\u-230?\u22914?\u20309?\u29992?AI\u25913?\u-28640?\u24037?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u20351?\u29992?BROKE\u26694?\u26550?\u-29762?\u-29791?ChatGPT\u25552?\u31034?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u-28646?\u-28729?\u26696?\u20363?\u20998?\u26512?\u-244?\u23637?\u31034?\u22914?\u20309?\u20351?\u29992?\u22823?\u27169?\u22411?prompt\u25216?\u26415?\u-28795?\u21161?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411? API \u24212?\u29992?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.DeepSeek-V3 \u22823?\u27169?\u22411?API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.DeepSeek-R1\u25512?\u29702?\u22823?\u27169?\u22411?API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.DeepSeek\u27169?\u22411? & \u20215?\u26684?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.DeepSeek\u27169?\u22411?\u21442?\u25968?Temperature \u-29762?\u32622?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.DeepSeek\u27169?\u22411?Token \u29992?\u-28209?\u-29791?\u31639?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.DeepSeek\u27169?\u22411?\u-27367?\u-29713?\u30721?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.DeepSeek\u22823?\u27169?\u22411?\u22810?\u-28818?\u23545?\u-29731?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.DeepSeek\u22823?\u27169?\u22411?\u23545?\u-29731?\u21069?\u32512?\u32493?\u20889?\u-248?Beta\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.DeepSeek\u22823?\u27169?\u22411?FIM \u-30619?\u20840?\u-248?Beta\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.DeepSeek\u22823?\u27169?\u22411?JSON Output\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.DeepSeek\u22823?\u27169?\u22411?Function Calling\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 12.DeepSeek\u22823?\u27169?\u22411?\u19978?\u19979?\u25991?\u30828?\u30424?\u32531?\u23384?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 13.\u25991?\u26412?\u20869?\u23481?\u-30619?\u20840?\u21021?\u25506?\u-248?Text Completion\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 14.\u-32694?\u22825?\u26426?\u22120?\u20154?\u21021?\u25506?\u-248?Chat Completion\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 15.\u22522?\u20110?DeepSeek\u24320?\u21457?\u26234?\u-32515?\u32763?\u-29743?\u21161?\u25163?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 16.\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19977?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?\u23545?\u27604?\u20854?\u20182?\u22823?\u27169?\u22411?API\u-248?\u22269?\u22806?\u21644?\u22269?\u20869?\u20854?\u20182?\u-247?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.OpenAI\u22823?\u27169?\u22411?API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.claude\u22823?\u27169?\u22411?API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.Gemini \u22823?\u27169?\u22411?API\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u26234?\u-29647?\u22823?\u27169?\u22411?API \u20171?\u32461?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u20351?\u29992? GLM-4 API\u26500?\u24314?\u27169?\u22411?\u21644?\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u22522?\u20110?\u-28646?\u20041?\u21315?\u-27154?\u22823?\u27169?\u22411?API\u30340?\u24212?\u29992?\u19982?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u22522?\u20110?\u30334?\u24230?\u22823?\u27169?\u22411?API\u24212?\u29992?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u22522?\u20110?\u23383?\u-32126?\u-244?\u-32386?\u-29777?\u-244?\u21326?\u20026?\u22823?\u27169?\u22411?\u24212?\u29992?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u22235?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?API\u26500?\u24314?\u24212?\u29992?\u31243?\u24207?\u-248?12\u26696?\u20363?\u-244?\u28789?\u27963?\u-28663?\u25321?\u-247?1.\u24212?\u29992?\u31243?\u24207?\u24320?\u21457?\u27010?\u-28688?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u26696?\u20363?\u-26503?\u30446?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u-26503?\u30446?1\u-230?\u26500?\u24314?\u26032?\u-27141?\u31295?\u29983?\u25104?\u22120?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u-26503?\u30446?2\u-230?\u-29715?\u-26637?\u25511?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u-26503?\u30446?3\u-230?\u20225?\u19994?\u31649?\u29702?\u31995?\u32479?MIS\u24212?\u29992?\u26696?\u20363?\u20998?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u-26503?\u30446?4\u-230?\u26576?\u20225?\u19994?\u26234?\u-32515?\u31649?\u29702?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u19977?\u31456? DeepSeek\u21644?LangChain\u24320?\u21457?\u24212?\u29992?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?: \u22823?\u27169?\u22411?\u24212?\u29992?\u24320?\u21457?\u26694?\u26550? LangChain\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u22823?\u27169?\u22411?\u24212?\u29992?\u24320?\u21457?\u26694?\u26550? LangChain\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.LangChain \u26159?\u20160?\u20040?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u20026?\u20160?\u20040?\u-26880?\u-30335? LangChain\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.LangChain \u20856?\u22411?\u20351?\u29992?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.LangChain \u22522?\u30784?\u27010?\u24565?\u19982?\u27169?\u22359?\u21270?\u-29762?\u-29791?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.LangChain \u26680?\u12092?\u27169?\u22359?\u20837?\u-27160?\u19982?\u23454?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.LangChain \u30340?3 \u20010?\u22330?\u26223?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.LangChain \u30340?6 \u22823?\u27169?\u22359?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.LangChain \u30340?\u24320?\u21457?\u27969?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.\u21019?\u24314?\u22522?\u20110?LangChain\u-32694?\u22825?\u26426?\u22120?\u20154?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: \u22522?\u20110?DeepSeek\u21644?LangChain\u26500?\u24314?\u25991?\u26723?\u-27154?\u31572?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u26500?\u24314?\u22797?\u26434?LangChain\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.LangChain\u27169?\u22411?(Models)\u-230?\u20174?\u19981?\u21516?\u30340? LLM \u21644?\u23884?\u20837?\u27169?\u22411?\u20013?\u-28709?\u-30644?\u-28663?\u25321?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.LangChain\u25552?\u31034?(Prompts)\u-230?\u31649?\u29702? LLM \u-28781?\u20837?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.LangChain\u-27394?(Chains)\u-230?\u23558? LLM \u19982?\u20854?\u20182?\u32452?\u20214?\u30456?\u32467?\u21512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.LangChain\u32034?\u24341?(Indexs)\u-230?\u-29761?\u-27154?\u22806?\u-28440?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.LangChain\u-29776?\u24518?(Memory)\u-230?\u-29776?\u20303?\u20197?\u21069?\u30340?\u23545?\u-29731?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.LangChain\u20195?\u29702?(Agents)\u-230?\u-29761?\u-27154?\u20854?\u20182?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u20351?\u29992?\u22823?\u27169?\u22411?\u26500?\u24314?\u25991?\u26723?\u-27154?\u31572?\u31995?\u32479?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u22235?\u31456? DeepSeek\u26500?\u24314?\u20225?\u19994?\u32423?RAG\u30693?\u-29754?\u24211?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?\u20225?\u19994?RAG\u24212?\u29992?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.RAG\u25216?\u26415?\u27010?\u-28688?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u21152?\u-28803?\u22120?\u21644?\u20998?\u21106?\u22120?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u25991?\u26412?\u23884?\u20837?\u21644? \u21521?\u-28209?\u23384?\u20648?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u26816?\u32034?\u22120?\u21644?\u22810?\u25991?\u26723?\u-32684?\u21512?\u26816?\u32034?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.RAG\u25216?\u26415?\u30340?\u20851?\u-27346?\u25361?\u25112?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u26816?\u32034?\u22686?\u24378?\u29983?\u25104?\u23454?\u-29195?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.RAG\u25216?\u26415?\u25991?\u26723?\u-26492?\u22788?\u29702?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.RAG\u25216?\u26415?\u25991?\u26723?\u26816?\u32034?\u-28729?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: \u26500?\u24314?\u22522?\u20110?DeepSeek RAG Agent\u-230?\u23454?\u29616?\u26816?\u32034?\u22686?\u24378?\u29983?\u25104?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u20309?\u-29677?\u26816?\u32034?\u22686?\u24378?\u29983?\u25104?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u25552?\u31034?\u24037?\u31243?\u12289?RAG\u19982?\u24494?\u-29693?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u20174?\u25216?\u26415?\u-30254?\u24230?\u30475?\u26816?\u32034?\u-28440?\u20998?\u30340?Pipeline\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u20174?\u29992?\u25143?\u-30254?\u24230?\u30475?RAG\u27969?\u31243?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.RAG\u21644?Agent\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u-28646?\u-28729?Llamalndex\u30340?ReAct RAG Agent\u23454?\u29616?\u26816?\u32034?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u-31817?\u21462?\u20117?\u21152?\u-28803?\u30005?\u21830?\u30340?\u-29406?\u25253?\u25991?\u20214?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u23558?\u-29406?\u25253?\u25991?\u20214?\u30340?\u25968?\u25454?\u-28820?\u25442?\u20026?\u21521?\u-28209?\u25968?\u25454?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.\u26500?\u24314?\u26597?\u-29726?\u24341?\u25806?\u21644?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.\u-28339?\u32622?\u25991?\u26412?\u29983?\u25104?\u24341?\u25806?\u22823?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 11.\u21019?\u24314?Agent\u20197?\u26597?\u-29726?\u20449?\u24687?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20116?\u31456? \u22522?\u20110?DeepSeek\u22823?\u27169?\u22411?Agent\u26234?\u-32515?\u20307?\u24320?\u21457?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?:DeepSeek\u22823?\u27169?\u22411?\u-25999?\u21160?\u30340?Agent\u26234?\u-32515?\u20307?\u24320?\u21457?\u27010?\u-28688?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u26234?\u-32515?\u20307?\u30340?\u23450?\u20041?\u19982?\u29305?\u28857?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u26234?\u-32515?\u20307?\u19982?\u20256?\u32479?\u-28817?\u20214?\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u26234?\u-32515?\u20307?\u19982?LLM\u30340?\u20851?\u31995?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u20174?ChatGPT\u21040?\u26234?\u-32515?\u20307?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u26234?\u-32515?\u20307?\u30340?\u20116?\u31181?\u-32515?\u21147?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u-29776?\u24518?\u-244?\u-30268?\u21010?\u-244?\u24037?\u20855?\u-244?\u-32278?\u20027?\u20915?\u31574?\u-244?\u25512?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.\u22810?\u26234?\u-32515?\u20307?\u21327?\u20316?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.\u20225?\u19994?\u32423?\u26234?\u-32515?\u20307?\u24212?\u29992?\u19982?\u20219?\u21153?\u-30268?\u21010?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.\u26234?\u-32515?\u20307?\u24320?\u21457?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: \u22522?\u20110?Deepseek\u21644?LangChain\u26500?\u24314?Agent\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.\u-28646?\u-28729?LangChain\u20013?\u30340?ReAct\u26694?\u26550?\u23454?\u29616?\u-32278?\u21160?\u23450?\u20215?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.LangChain ReAct\u26694?\u26550?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.LangChain\u20013?ReAct Agent \u30340?\u23454?\u29616?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.LangChain\u20013?\u30340?\u24037?\u20855?\u21644?\u24037?\u20855?\u21253?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u-28646?\u-28729?create_react_agent\u21019?\u24314?Agent\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u28145?\u25366?AgentExecutor\u30340?\u-28720?\u-30644?\u26426?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.Plan-and-Solve\u31574?\u30053?\u30340?\u25552?\u20986?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.LangChain\u20013?\u30340?Plan-and-Execute Agent\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.\u-28646?\u-28729?Plan-and-Execute Agent\u23454?\u29616?\u29289?\u27969?\u31649?\u29702?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 10.\u20026?Agent\u23450?\u20041?\u19968?\u31995?\u21015?\u-28709?\u-30644?\u-32278?\u21160?\u24211?\u23384?\u-29693?\u24230?\u30340?\u24037?\u20855?\par\pard\plain\s0\fi400\li0\ri0\sb40\sa40\sl300\plain\f0\fs22\b \u31532?\u20845?\u31456? DeepSeek\u28145?\u20837?\u23398?\u20064?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19968?\u-28440?\u20998?: DeepSeek\u21407?\u29702?\u21644?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.DeepSeek\u21407?\u29702?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.DeepSeek\u31995?\u32479?\u-28817?\u20214?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.DeepSeek \u-29779?\u32451?\u25104?\u26412?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.DeepSeek V3\u27169?\u22411?\u21442?\u25968?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.DeepSeek MoE\u26550?\u26500?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.DeepSeek \u26550?\u26500?4\u26041?\u-26782?\u20248?\u21270?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.DeepSeek R1 \u-29766?\u25991?\u-30237?\u-29701?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.DeepSeek R1\u30340?\u21019?\u26032?\u28857?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 9.DeepSeek R1 \u24341?\u21457?\u30340?\u21019?\u26032?\u24605?\u-32765?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u20108?\u-28440?\u20998?: \u31169?\u26377?\u21270?\u-28440?\u32626?DeepSeek\u25512?\u29702?\u22823?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.DeepSeek\u20113?\u31471?\u-28440?\u32626?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.DeepSeek\u21644?\u22269?\u20135?\u20449?\u21019?\u24179?\u21488?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.DeepSeek\u21644?\u22269?\u20869?\u20113?\u24179?\u21488?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u21033?\u29992?Ollama\u31169?\u26377?\u21270?\u-28440?\u32626?DeepSeek R1\u22823?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u19968?\u-27346?\u-28440?\u32626?DeepSeek R1\u22823?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.DeepSeek R1\u31169?\u26377?\u21270?\u-28440?\u32626?\u24635?\u32467?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u31532?\u19977?\u-28440?\u20998?: DeepSeek\u22823?\u27169?\u22411?\u24494?\u-29693?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 1.DeepSeek \u22823?\u27169?\u22411?\u24494?\u-29693?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 2.\u20026?\u20309?\u24494?\u-29693?\u22823?\u27169?\u22411?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 3.\u22823?\u27169?\u22411?\u20808?\u22825?\u32570?\u-27017?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 4.\u-26492?\u-29779?\u32451?\u25104?\u26412?\u-25896?\u26114?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 5.\u22402?\u30452?\u25968?\u25454?\u20998?\u24067?\u24046?\u24322?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 6.\u25552?\u31034?\u25512?\u29702?\u25104?\u26412?\u-27056?\u21046?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 7.DeepSeek\u22823?\u27169?\u22411?\u24494?\u-29693?\u30340?\u19977?\u20010?\u-27082?\u27573?\u21078?\u26512?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 8.DeepSeek\u22823?\u27169?\u22411?\u24494?\u-29693?\u30340?\u20004?\u31181?\u26041?\u27861?\u21078?\u26512?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u19987?\u23478?\u-32767?\u24072?\u20171?\u32461?\b0\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u21016?\u-32767?\u24072? \u124? \u22269?\u20869?\u-26506?\u23574?AI\u19987?\u23478?\par\pard\plain\s0\fi400\li0\ri0\sb80\sl300\plain\f0\fs22 \u26368?\u-28719?\u20960?\u24180?\u24102?\u-27105?\u23436?\u25104?\u20102?\u25968?\u21313?\u20010?AI\u-26503?\u30446?\u-244?\u20869?\u23481?\u19981?\u20165?\u21253?\u25324?\u28145?\u24230?\u23398?\u20064?\u12289?\u26426?\u22120?\u23398?\u20064?\u12289?\u25968?\u25454?\u25366?\u25496?\u31561?\u20855?\u20307?\u25216?\u26415?\u-30335?\u28857?\u-244?\u20063?\u21253?\u25324?AI\u30340?\u25972?\u20307?\u21457?\u23637?\u12289?\u29616?\u29366?\u12289?\u24212?\u29992?\u12289?\u21830?\u19994?\u20215?\u20540?\u12289?\u26410?\u26469?\u26041?\u21521?\u31561?\u-244?\u28085?\u30422?\u20869?\u23481?\u-26786?\u24120?\u20016?\u23500?\u12290?\u23436?\u25104?\u22810?\u20010?\u28145?\u24230?\u23398?\u20064?\u23454?\u-29195?\u-26503?\u30446?\u-244?\u24191?\u27867?\u24212?\u29992?\u20110?\u21307?\u30103?\u12289?\u20132?\u-28646?\u12289?\u-27402?\u-30644?\u12289?\u30005?\u20449?\u31561?\u22810?\u20010?\u-26490?\u22495?\u12290?\u20174?2020\u24180?\u25512?\u20986?\u30340?\u22810?\u-27160?\u-29698?\u31243?\u12298?AI\u22823?\u27169?\u22411?\u-29365?\u-32515?\u-30644?\u19994?\u24212?\u29992?\u19982?\u-30237?\u20915?\u26041?\u26696?\u12299?\u12298?AI\u22823?\u27169?\u22411?\u-28795?\u21161?\u-28817?\u20214?\u30740?\u21457?\u31649?\u29702?\u19982?\u25928?\u-32515?\u25552?\u21319?\u12299?\u21644?\u12298?AI\u22823?\u27169?\u22411?\u25216?\u26415?\u21450?\u24320?\u21457?\u24212?\u29992?\u23454?\u-29195?\u12299?\u26356?\u26159?\u24191?\u21463?\u27426?\u-28722?\u-244?\u24050?\u32463?\u20026?\u20960?\u21313?\u23478?\u20225?\u19994?\u22521?\u-29779?\u-244?\u20316?\u20026?\u19968?\u21517?AI\u25216?\u26415?\u19987?\u23478?\u-244?\u23545?\u20154?\u24037?\u26234?\u-32515?\u30340?\u29702?\u-30237?\u28145?\u20837?\u-28657?\u24443?\u12290?\u20182?\u19981?\u20165?\u31934?\u-28646?AI\u30340?\u32534?\u31243?\u25216?\u26415?\u-244?\u-28712?\u29087?\u24713?\u21508?\u31181?AI\u24037?\u20855?\u30340?\u20351?\u29992?\u-244?\u23588?\u20854?\u22312?AI\u-30644?\u19994?\u24212?\u29992?\u26356?\u26159?\u26377?\u30528?\u29420?\u29305?\u30340?\u-30271?\u-30237?\u21644?\u23454?\u-29195?\u32463?\u-25972?\u-229?\u-32278?\u20174?2023\u24180?\u20197?\u26469?\u24110?\u21161?\u22810?\u23478?\u30740?\u21457?\u20013?\u24515?\u20570?AI\u-28795?\u21161?\u24320?\u21457?\u25928?\u-32515?\u25552?\u21319?\u21672?\u-29726?\u26381?\u21153?\u12290?\u21516?\u26102?\u20063?\u26159?\u24494?\u-28817?\u20154?\u24037?\u26234?\u-32515?\u-29788?\u-29759?\u24037?\u31243?\u24072?\u-244?\u-27073?\u-28212?\u20113?AI\u20154?\u24037?\u26234?\u-32515?\u-29779?\u32451?\u24072?\u12290?\u22312?\u20154?\u24037?\u26234?\u-32515?\u-26490?\u22495?\u30340?\u28145?\u-32747?\u21644?\u21019?\u26032?\u-244?\u20063?\u24471?\u21040?\u20102?\u20986?\u29256?\u31038?\u30340?\u-26798?\u30544?\u-244?\u-29791?\u21010?\u20986?\u29256?\u-32278?\u24049?\u30340?\u-31657?\u20316?\u12290?\u20063?\u22312?\u22810?\u23478?\u25216?\u26415?\u22823?\u20250?\u20570?AI\u25216?\u26415?\u-29774?\u24231?\u12290?\par\pard\plain\s0\fi0\li0\ri0\sb60\sa60\sl300\plain\f0\fs24\b \u25105?\u-30335?\u25253?\u21517?\b0\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u21672?\u-29726?\u30005?\u-29731?\u-230?027-5111 9925 , 027-5111 9926\par\pard\plain\s0\fi400\li0\ri0\plain\f0\fs22 \u20540?\u29677?\u25163?\u26426?\u-230?18971071887    \u-28498?\u31665?\u-230?Service@mingketang.com\par}