涓婃捣AI鐢�(ch菐n)妤�(y猫)鐨勭嵉闋粌閲戞湡锛氱畻娉�銆佹ā鍨�銆佽惤鍦板皥瀹剁倷鎵嬪彲鐔�
鐧�(f膩)甯冩檪闁擄細2025-12-08
——灏氳尝閬旂嵉闋叕鍙告繁搴﹁В鏋愶紙2025锛�
灏庤畝
2025 骞达紝涓婃捣宸茬稉(j墨ng)閫插叆 AI 浜烘墠鐖オ鐨�“楂橀牷鏈�”——鏈湴浜烘墠瑕�(gu墨)?锛熷３鍟娾拕顟瑰惒c璩囬噾瀵嗛泦銆佷紒妤�(y猫)寰炴ā鍨嬬爺绌跺悜宸ョ▼鍖栬垏钀藉湴杞�(zhu菐n)鍚�锛屼娇寰楃畻娉曞伐绋嬪斧銆佸ぇ妯″瀷宸ョ▼甯�銆�MLOps/宸ョ▼鍖栧皥瀹惰垏琛屾キ(y猫)钀藉湴瑙ｆ焙鏂规灏堝鎴愮偤鏈�绶婄己銆佽鍍硅兘鍔涗篃鏈�楂樼殑浜烘墠銆備笅鏂囩偤灏氳尝閬斿熀浜庡叕闁嬫斂绛�銆佷汉鎵嶅牨鍛�銆佹嫑鑱樻暩(sh霉)鎿�(j霉)鑸囩嵉闋鎿嶇稉(j墨ng)椹楃殑绯荤当(t菕ng)瑙ｆ瀽锛屽苟绲﹀嚭浼佹キ(y猫) / 鐛甸牠 / 姹傝伔鑰呬笁鏂圭殑鍙煼(zh铆)琛屽缓璀�銆�(鍎勬瓙缍�(w菐ng))
涓�銆佺偤浠�涔堢従(xi脿n)鍦ㄦ槸“鐛甸牠鐨勯粌閲戞湡”锛燂紙涓夊ぇ椹�(q奴)鍕曞姏锛�
1. 浜烘墠楂旈噺澶т絾绲�(ji茅)妲�(g貌u)鎬х煭缂烘槑椤� — 涓婃捣浜哄伐鏅鸿兘浜烘墠瑕�(gu墨)妯℃帴杩� 30 钀紝鍗犲叏鍦嬬磩涓夊垎涔嬩竴锛屼絾“鑳芥妸妯″瀷钀藉湴銆佸仛宸ョ▼鍖栬垏琛屾キ(y猫)閬╅厤”鐨勪腑楂樼寰╁悎鍨嬩汉鎵嶄粛鐭己銆�(鍎勬瓙缍�(w菐ng))
2. 鏀跨瓥+璩囬噾闆欒吉椹�(q奴)鍕� — 涓婃捣鍙婂悇鍗�(q奴)锛堝娴︽澅銆佸緪鍖級灏嶆櫤鑳介珨銆佸ぇ妯″瀷銆佸叿韬櫤鑳界瓑闋�(l菒ng)鍩熺郸浜堣〒绶�/绠楀姏/妯″瀷鍒�銆佷汉鎵嶈惤鎴惰垏浣忔埧瑁滆布绛夊畾鍚戞敮鎸侊紝鐩存帴鏀惧ぇ浜嗕紒妤�(y猫)鎼朵汉闋愮畻鑸囨剰鎰�銆�(涓婃捣甯備汉鍔涜硣婧愬拰绀炬渻淇濋殰灞�)
3. 鐢ㄤ汉闇�姹傚緸“绠楁硶鐮旂┒”鍚�“宸ョ▼鍖�/钀藉湴”閬风Щ — 鍫卞憡鑸囨嫑鑱樻暩(sh霉)鎿�(j霉)鍧囬’绀虹畻娉曞伐绋嬪斧銆�AI 鐢�(ch菐n)鍝佺稉(j墨ng)鐞嗚垏宸ョ▼鍖栧礂浣嶏紙MLOps銆佹ā鍨嬮儴缃�銆佺畻鍔涘劒(y艒u)鍖栵級鎷涜仒澧為�熸渶蹇�锛屼紒妤�(y猫)鏇寸湅閲嶃�岃兘鎶婃ā鍨嬭畩鎴愮敘(ch菐n)鍝�/鏈嶅嫏(w霉)銆嶇殑鑳藉姏銆�(鏉辨柟璨″瘜)
浜�銆佹渶绶婄己鐨勫礂浣嶏紙宕椾綅鐣儚鑸囨牳蹇冭兘鍔涳級
1. 澶фā鍨� / 绠楁硶宸ョ▼甯紙NLP / Vision / 澶氭ā鎱�(t脿i)锛�
o 鎶�鑳斤細妯″瀷闋愯〒绶�/寰(di脿o)锛�SFT锛�銆�RLHF銆佹ā鍨嬪绺�/钂搁ぞ銆佽法妯℃厠(t脿i)铻嶅悎銆佹�ц兘瑾�(di脿o)鍎�(y艒u)鑸囨帹鐞嗗劒(y艒u)鍖栥��
o 鑳屾櫙锛氭湁绔埌绔ā鍨嬭〒绶�/瑭曚及鑸囧ぇ瑕�(gu墨)妯℃暩(sh霉)鎿�(j霉)铏曠悊缍�(j墨ng)椹�锛岀啛鎮夊垎甯冨紡瑷撶反妗嗘灦鑸囩畻鍔涜(di脿o)搴�銆�(鏉辨柟璨″瘜)
2. MLOps / 妯″瀷宸ョ▼鍖栬垏閮ㄧ讲宸ョ▼甯�
o 鎶�鑳斤細妯″瀷涓婄窔娴佹按绶氾紙CI/CD锛�銆佸鍣ㄥ寲锛�Docker/K8s锛�銆�ONNX/ TensorRT/鎺ㄧ悊鍔犻�熴��A/B 娓│銆佹ā鍨嬬洠(ji膩n)鎺�/鎬ц兘鍥炴妾㈡脯銆�
o 鑳屾櫙锛氳兘涓茶伅(li谩n)鏁�(sh霉)鎿�(j霉)宸ョ▼銆佺爺鐧�(f膩)鑸囬亱缍�锛屼繚璀夋ā鍨嬪湪鐢熺敘(ch菐n)鐠�(hu谩n)澧冪┅(w臎n)瀹氶亱琛�銆�(璀夊埜鏅傚牨)
3. AI 鐢�(ch菐n)鍝佺稉(j墨ng)鐞� / 瑙ｆ焙鏂规缍�(j墨ng)鐞嗭紙琛屾キ(y猫)鍖栬惤鍦板皥瀹讹級
o 鎶�鑳斤細鎶� AI 鑳藉姏杞�(zhu菐n)鍖栫偤鍟嗘キ(y猫)鍖栫敘(ch菐n)鍝佺殑鑳藉姏锛堥渶姹傛媶瑙ｃ�佹寚妯欏寲銆佺敤鎴堕璀�銆佸悎瑕�(gu墨)/闅辩灏嶆帴锛夈��
o 鑳屾櫙锛氱啛鎮夎妤�(y猫)娴佺▼锛堥噾铻�/閱�(y墨)鐧�/鍒堕��/闆跺敭绛夛級骞惰兘涓诲皫 MVP 鍒拌(gu墨)?锛涱嚜婕燼(ch菐n)鍝佸寲璺緫銆�(鏉辨柟璨″瘜)
4. 绠楀姏鏋舵(g貌u)甯� / 鍩虹(ch菙)瑷�(sh猫)鏂藉伐绋嬪斧锛堣〒绶磋垏鎺ㄧ悊锛�
o 鎶�鑳斤細GPU/TPU/鐣版(g貌u)绠楀姏瑾�(di脿o)搴�銆佹垚鏈劒(y艒u)鍖�銆佸垎甯冨紡瑷撶反鏋舵(g貌u)銆佺鏈変簯鑸囨贩鍚堜簯绠楀姏绠＄悊銆�
o 鑳屾櫙锛氭湁澶ц(gu墨)妯¤〒绶�銆佺畻鍔涚法鎺掕垏鎴愭湰绠℃帶瀵﹁笎缍�(j墨ng)椹�銆�(涓婃捣甯備汉鍔涜硣婧愬拰绀炬渻淇濋殰灞�)
5. 瀹夊叏/鍚堣(gu墨)鑸囬毐绉佸伐绋嬪斧锛�AI 鍚堣(gu墨)锛�
o 鎶�鑳斤細妯″瀷瀹夊叏闃茶銆佹暩(sh霉)鎿�(j霉)鑴晱/闅辩瑷堢畻銆佸彲瑙ｉ噵鎬�銆佸�悊瀵╂煡鑸囧悎瑕�(gu墨)娴佺▼瑷�(sh猫)瑷�銆�
o 鑳屾櫙锛氬挨鍏跺湪閱�(y墨)鐧�銆佹斂鍕�(w霉)銆侀噾铻嶅牬鏅�锛屽悎瑕�(gu墨)浜烘墠鎴愮偤钀藉湴鐨�“闁�妾�”绱氬礂浣嶃��(涓婃捣甯備汉姘戞斂搴�)
6. 鍏疯韩鏅鸿兘 / 姗熷櫒浜轰氦鍙変汉鎵嶏紙璺ㄦā鎱�(t脿i) + 鎺у埗 + 鍌虫劅锛�
o 鎶�鑳斤細瑕栬鎰熺煡銆佸妯℃厠(t脿i)浜や簰銆佹帶鍒剁畻娉�銆佸祵鍏ュ紡绯荤当(t菕ng)鑸囨鍣ㄤ汉浠跨湡/閮ㄧ讲銆�
o 鑳屾櫙锛氫笂娴锋鍦ㄦ壎鎸佸叿韬櫤鑳界浉闂�(gu膩n)浜烘墠鍩归(y菐ng)鑸囦紒妤�(y猫)鐧�(f膩)灞�锛屽舰鎴愭柊涓�杓礂浣嶅闀烽粸銆�(涓婃捣甯備汉姘戞斂搴�)
涓�銆佽柂閰付鑸囪鍍硅兘鍔涳紙2025锛屼笂娴峰競鍫村弮鑰冿級
瀵﹂殯绺藉寘鏈冨彈浼佹キ(y猫)椤炲瀷锛堢崹瑙掔嵏/澶栦紒/鍦嬩紒/绉戠爺闄㈡墍锛�銆佸礂浣嶇█缂烘��銆侀爡鐩偂娆�(qu谩n)婵�鍕佃垏鏄惁闇�娴峰/澶滅彮鍑哄樊绛夊洜绱犲奖闊块’钁�銆�
• 鍒濈礆 / 宕椾綅鍏ラ杸锛�0–2 骞达級
骞磋柂鍙冭�冿細20–40 钀� RMB銆�
• 涓礆锛�2–5 骞�锛屾湁妯″瀷宸ョ▼鍖栨垨琛屾キ(y猫)浜や粯缍�(j墨ng)椹楋級
骞磋柂鍙冭�冿細40–80 钀� RMB銆�(璀夊埜鏅傚牨)
• 璩囨繁 / 闋�(l菒ng)鍩�?q奴)锛滈仴?/span>5–10 骞�锛岃兘甯跺湗闅�/璨犺铂钀藉湴闋呯洰锛�
骞磋柂鍙冭�冿細80–200 钀� RMB锛堟牳蹇冨皥瀹舵垨闋呯洰璨犺铂浜哄彲鍔犺偂娆�(qu谩n)/闀锋湡婵�鍕碉級銆�(鏉辨柟璨″瘜)
• 闋傚皷寮曢牁(l菒ng)浜烘墠 / 鎶�琛�(sh霉)鍚堜紮浜� / 鑱�(li谩n)鍚堝壍(chu脿ng)濮嬩汉绱氬垾
骞磋柂 + 鑲℃瑠(qu谩n)/鏈熸瑠(qu谩n)锛�200 钀� RMB 浠ヤ笂锛屼笖甯镐即闅ㄩ暦鏈熼爡鐩垎鎴愯垏鏀剁泭娆�(qu谩n)銆�
瑾槑锛氬湪鐝�(xi脿n)鍫磋(di脿o)鏌ヨ垏鎷涜仒鏈冧腑锛屼笉灏� AI 宕椾綅鐨勬湀钖崁(q奴)闁撴浘鍑虹従(xi脿n) 3–6 钀�/鏈� 鐨勬鐗�锛岃鏄庝紒妤�(y猫)鐐哄揩閫熸惗浜烘墠鎰挎剰澶у箙鎻愰珮鐝�(xi脿n)閲戣柂閰垨鐭湡瑁滆布銆�(璀夊埜鏅傚牨)
鍥�銆侀�犳垚渚涚郸鐭己鐨勬牴鏈師鍥狅紙绲�(ji茅)妲�(g貌u)鎬у垎鏋愶級
1. 瀛歌(sh霉)→鐢�(ch菐n)妤�(y猫)鍖栫殑杞�(zhu菐n)鍖栨化鍚庯細楂樻牎鑸囩爺绌舵妲�(g貌u)鍦ㄥ熀绀�(ch菙)鐮旂┒鏈夋繁搴�锛屼絾鎶婃ā鍨嬪伐绋嬪寲銆佺敘(ch菐n)鍝佸寲銆佸湪鍤存牸 SLA/鎴愭湰绱勬潫涓嬮暦鏈熺┅(w臎n)瀹氶亱琛岀殑瀵﹁笎杓冨皯銆�(鍎勬瓙缍�(w菐ng))
2. 寰╁悎鍨嬩汉鎵嶅煿椁�(y菐ng)鍛ㄦ湡闀凤細瑕佸悓鏅傛帉鎻℃ā鍨�銆佸伐绋嬪寲銆佺敘(ch菐n)鍝佽ō(sh猫)瑷堣垏琛屾キ(y猫)鐞嗚В闇�瑕佸骞磋法宕椾綅缍�(j墨ng)椹楃⿳绱�銆�(鏉辨柟璨″瘜)
3. 鏀跨瓥鑸囪璨煎紩鐧�(f膩)鐭湡鎼朵汉锛氶洊鑳借繀閫熷付渚嗕汉鎵嶆祦鍏�锛屼絾鑻ヤ紒妤�(y猫)娌掓湁闀锋湡鎴愰暦璺緫鑸囨縺鍕�锛岀暀浠荤巼鎴愮偤鍟忛銆�(涓婃捣甯備汉鍔涜硣婧愬拰绀炬渻淇濋殰灞�)
4. 琛屾キ(y猫)钀藉湴鐨勫悎瑕�(gu墨)/绠楀姏/鎴愭湰闁�妾伙細寰堝灏忓瀷AI鍦橀殜鍗充究鍋氬嚭妯″瀷锛屼篃闆ｄ互鎵挎摂瑷撶反/鎺ㄧ悊鎴愭湰鍜屽悎瑕�(gu墨)鎴愭湰锛屽緸鑰屽皣浜烘墠绔剁埈鎺ㄥ悜鏈夊鍔涘钩鑷猴紙澶у粻/鐛ㄨ鐛�/绠楀姏鏀寔鐨勫叕鍙革級銆�(涓婃捣甯備汉鍔涜硣婧愬拰绀炬渻淇濋殰灞�)
浜�銆佸皪涓夐涓婚珨鐨勫鎴�(zh脿n)寤鸿锛堝彲鐩存帴钀藉湴锛�
A. 灏嶄紒妤�(y猫)锛堟嫑鑱樻柟 / HR / CTO锛�
1. 寰炲礂浣嶅埌“鎴愭灉”鍐嶅埌“婵�鍕�”锛�JD 涓嶅彧瀵妧鑳斤紝閭勮瀵�“90 澶╂垚鏋� KPI锛�MVP 鎸囨锛�”鑸囬暦鏈熸縺鍕碉紙鑲℃瑠(qu谩n)/闋呯洰鍒嗙磪/鑱锋キ(y猫)璺緫锛�銆�
2. 妯″鍖栧礂浣嶆媶瑙ｏ紜杓礂鍩归(y菐ng)锛氭妸“妯″瀷鐮旂櫦(f膩)→宸ョ▼鍖�→鐢�(ch菐n)鍝佸寲→閬嬬嚐”鎷嗘垚鍙氦浠樼殑妯″锛屽収(n猫i)閮ㄨ吉宕楁垨澶栧寘鐭湡寮峰寲銆�
3. 绠楀姏+鍩硅〒鎵撳寘鍚稿紩锛氭彁渚涚畻鍔涘埜 / 妯″瀷鍒� /瑷撶反璩囨簮 + 灏堥爡闋愮畻锛屾瘮鍠磾鍔犺柂鏇磋兘鍚稿紩宸ョ▼鍖栦汉鎵�銆�(涓婃捣甯備汉鍔涜硣婧愬拰绀炬渻淇濋殰灞�)
4. 寤虹珛“钀藉湴鍔犻�熷櫒”/琛屾キ(y猫)娌欑锛氱郸鍊欓伕浜哄彲瑕嬬殑钀藉湴鍫存櫙鑸囧揩閫熻凯浠ｇ殑骞宠嚭锛堜緥濡傝垏鍟嗘キ(y猫)閮ㄩ杸鍚堜綔鐨� 3 鍊嬫湀瑭﹂粸锛�锛屾彁楂橀爡鐩垚灏辨劅鑸囩暀浠荤巼銆�
B. 灏嶇嵉闋妲�(g貌u)
1. 鎶�琛�(sh霉)娓⿻ + 浜や粯璀夋槑锛氶櫎绨℃澶栨彁浜ゃ�屽伐绋嬪寲妯ｄ緥銆嶃�岀窔涓婇儴缃叉埅鍦�/鎸囨銆嶃�岀畻鍔涙垚鏈劒(y艒u)鍖栨渚嬨�嶇瓑浜や粯鐗�锛岄檷浣庝紒妤�(y猫)鎿旀唫銆�
2. 鍋�“鍏ヨ伔钀藉湴鍖�”鏈嶅嫏(w霉)锛氭彁渚涜惤鎴�/瀹夊眳/绠楀姏灏嶆帴/棣栨湀绺炬晥鐩杓斿皫锛岄’钁楁彁楂樺饱绱勭巼銆�
3. 妲�(g貌u)寤鸿妤�(y猫)绺辨繁浜烘墠姹狅細鎸夎妤�(y猫)锛堥啱(y墨)鐧�/閲戣瀺/鍒堕��/闆跺敭锛夊缓绔嬪彲閬风Щ鐨勫京鍚堝瀷浜烘墠搴�锛屽苟缍闀锋湡鍥炶í鏁�(sh霉)鎿�(j霉)銆�
C. 灏嶆眰鑱疯�咃紙绠楁硶/妯″瀷/宸ョ▼鍖栦汉鎵嶏級
1. 鎶�“鍙噺鍖栦氦浠�”瀵�茬啊姝凤細渚嬪“灏囨ā鍨嬪欢閬插緸 300ms 闄嶅埌 50ms銆佹垨鎶婃垚鏈檷浣� 30%”姣�“鍋氶亷妯″瀷”鏇存湁璀板児鍔�銆�
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鍏�銆佹寜灏氳尝閬旇瑙掔殑鐭腑鏈熼爯娓紙2025–2027锛�
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