灏氳尝閬�(d谩)鐛甸牠鍏徃瑙�瀵燂細2025鍗楀楂樼浜烘墠鈥滅穵缂烘寚鏁�(sh霉)鈥濇帓琛屾
鐧�(f膩)甯冩檪闁擄細2025-12-30
“绶婄己鎸囨暩(sh霉)”鍙嶆槧鐨勬槸宕椾綅闇�姹傚挤(qi谩ng)搴�銆佷緵绲︾█缂虹▼搴�銆佷紒妤�(y猫)鐢ㄤ汉鐥涢粸(di菐n)鑸囧競鍫寸鐖鍔涚稖鍚堣⿻鍒嗭紙10 鍒嗗埗锛�銆�
涓�銆佹帓琛屾锛氶珮绔汉鎵�“绶婄己鎸囨暩(sh霉) Top 15”
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鎺掑悕
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宕椾綅椤炲垾
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鎵�灞敘(ch菐n)妤�(y猫)
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绶婄己鎸囨暩(sh霉)锛�1–10锛�
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缂哄彛鐗瑰緛
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1
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浜哄伐鏅鸿兘绠楁硶宸ョ▼甯�
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鏁�(sh霉)瀛楃稉(j墨ng)婵�(j矛)/鏅鸿兘鍒堕��
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9.5
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绠楁硶闆ｆ嫑銆侀爡(xi脿ng)鐩惤鍦拌兘鍔涚█缂�
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2
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浜戣▓(j矛)绠楁灦妲�(g貌u)甯� / 骞宠嚭鏋舵(g貌u)甯�
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鏁�(sh霉)瀛楀寲鍩虹(ch菙)瑷�(sh猫)鏂�
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9.3
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骞宠嚭绱氳ō(sh猫)瑷�(j矛)缍�(j墨ng)椹�(y脿n)绋�缂�
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3
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澶ф暩(sh霉)鎿�(j霉)宸ョ▼鑸囨暩(sh霉)鎿�(j霉)娌荤悊灏堝
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鏁�(sh霉)鎿�(j霉)椹�(q奴)鍕曟キ(y猫)鍕�(w霉)
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9.0
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鏁�(sh霉)鎿�(j霉)鏋舵(g貌u)浜烘墠渚涗笉鎳�(y墨ng)姹�
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4
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鑷嫊鍖栨帶鍒惰垏姗�(j墨)鍣ㄤ汉楂樼礆宸ョ▼甯�
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鏅鸿兘鍒堕��/宸ユキ(y猫)鍗囩礆
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8.8
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鐢�(ch菐n)绶氭暩(sh霉)瀛楀寲鍗囩礆浜烘墠绋�缂�
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5
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鍗婂皫(d菐o)楂旇ō(sh猫)瑷�(j矛)鑸囧伐钘濆伐绋嬪斧
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鍗婂皫(d菐o)楂�/寰浕瀛�
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8.7
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鏍稿績瑷�(sh猫)瑷�(j矛)鑸囧伐钘濅汉鍝″毚(y谩n)閲嶇煭缂�
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6
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楂樼瑁濆倷鍒堕�犵郴绲�(t菕ng)宸ョ▼甯�
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鍏堥��(j矛n)鍒堕��
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8.6
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瑷�(sh猫)鍌欓泦鎴愯垏绯荤当(t菕ng)钀藉湴浜烘墠涓嶈冻
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7
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鏂版潗鏂欑爺鐧�(f膩)灏堝
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鏂版潗鏂�/鏂拌兘婧�
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8.5
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鎳�(y墨ng)鐢ㄥ瀷鐮旂櫦(f膩)浜烘墠渚涚郸寮�
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8
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鏁�(sh霉)瀛楀寲鐢�(ch菐n)鍝佺稉(j墨ng)鐞嗭紙Smart City/IoT锛�
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鏁�(sh霉)瀛楁湇鍕�(w霉)鑸囧钩鑷�
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8.4
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璺ㄦキ(y猫)鍕�(w霉)鐢�(ch菐n)鍝佽兘鍔涚█缂�
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9
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宸ユキ(y猫)浜掕伅(li谩n)缍�(w菐ng)/OT-IT铻嶅悎灏堝
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鏅鸿兘鍒堕��
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8.2
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寰�(f霉)鍚堝瀷浜烘墠缂哄彛鏄庨’
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10
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鏅鸿兘閱�(y墨)鐧傜畻娉曡垏鐢�(ch菐n)鍝佸伐绋嬪斧
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閱�(y墨)鐧傜鎶�/鍋ュ悍
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8.0
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閱�(y墨)鐧傝垏AI浜ゅ弶鑳藉姏绋�缂�
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11
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宸ョ▼闋�(xi脿ng)鐩附鐩�(ji膩n)锛堝ぇ瑕�(gu墨)妯￠爡(xi脿ng)鐩級
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澶氳妤�(y猫)
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7.9
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寰�(f霉)闆滈爡(xi脿ng)鐩稉(j墨ng)椹�(y脿n)鍏峰倷鑰呭皯
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12
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淇℃伅瀹夊叏鑸囦簯鍘熺敓瀹夊叏灏堝
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鏁�(sh霉)瀛楀寲鑸囦簯鏈嶅嫏(w霉)
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7.8
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瀹夊叏浜烘墠鏁撮珨鐭己
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13
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渚涙噳(y墨ng)閺堟埌(zh脿n)鐣ヨ垏棰�(f膿ng)闅皥瀹�
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鍒堕�犺垏鐗╂祦
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7.7
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鍏ㄧ悆渚涙噳(y墨ng)閺堝劒(y艒u)鍖栫稉(j墨ng)椹�(y脿n)绋�缂�
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14
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璺ㄥ湅妤�(y猫)鍕�(w霉)鑸囧湅闅涘競鍫磋矤(f霉)璨�(z茅)浜�
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闁嬫斁鍨嬬稉(j墨ng)婵�(j矛)鑸囪部(m脿o)鏄�
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7.5
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缍�(j墨ng)椹�(y脿n)鍨嬪湅闅涘寲浜烘墠娆犵己
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15
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閱�(y墨)钘�/鐢熺墿鎶�琛�(sh霉)楂樼礆鐮旂櫦(f膩)浜烘墠
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鐢熺墿閱�(y墨)钘�
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7.2
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楂橀殠鐢熺墿鐮旂櫦(f膩)浜烘墠杓冨皯
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浜屻�佺穵缂烘寚鏁�(sh霉)瑙ｆ瀽鑸囪妤�(y猫)椹�(q奴)鍕曢倧杓�
1. 鏁�(sh霉)瀛楃稉(j墨ng)婵�(j矛)鑸囨櫤鑳藉埗閫犱汉鎵嶉渶姹傜垎鐧�(f膩)锛堟寚鏁�(sh霉)鏈�楂橈級
鍗楀浣滅偤寤ｈタ鏍稿績鍩庡競鑸囧湅瀹舵暩(sh霉)瀛楃稉(j墨ng)婵�(j矛)瑭﹂粸(di菐n)鍩庡競锛屾鍦ㄦ帹鍕曞埗閫犳キ(y猫)鏁�(sh霉)瀛楀寲鏀归��銆佹櫤鎱у煄甯傚缓瑷�(sh猫)鑸囨暩(sh霉)瀛楁湇鍕�(w霉)鐢熸厠(t脿i)鐧�(f膩)灞曪細
· 绠楁硶宸ョ▼甯�銆�浜戞灦妲�(g貌u)甯� 鑸� 澶ф暩(sh霉)鎿�(j霉)宸ョ▼甯� 鎴愮偤鐢�(ch菐n)妤�(y猫)鏁�(sh霉)瀛楀寲钀藉湴鐨勫熀绀�(ch菙)浜烘墠锛�
· 浼佹キ(y猫)灏� AI + 妤�(y猫)鍕�(w霉)鍫存櫙瑙ｆ焙鏂规浜烘墠鐨勮姹傛洿楂�锛岃�屾湰鍦颁緵绲︿笉瓒冲皫(d菐o)鑷寸穵缂烘寚鏁�(sh霉)杓冮珮銆�
閫欑ó鐝�(xi脿n)璞′笉鍍呴珨鐝�(xi脿n)鍦ㄥ崡瀵э紝閭勫湪鍏ㄥ湅鏂颁竴绶氬煄甯傜殑鏁�(sh霉)瀛楀寲鐢熸厠(t脿i)涓弽寰�(f霉)鍑虹従(xi脿n)锛堝叏鍦嬫暩(sh霉)瀛楃稉(j墨ng)婵�(j矛)浜烘墠渚涢渶澶辫 瓒ㄥ嫝椤憲锛夈��锛堣妤�(y猫)鍏枊鍒嗘瀽椤ず鍏ㄥ湅鏁�(sh霉)瀛楀寲浜烘墠瀛樺湪杓冨ぇ缂哄彛锛�
2. 鏅鸿兘鍒堕�犺垏宸ユキ(y猫)鍗囩礆宕椾綅楂樺害绋�缂�
鏅鸿兘鍒堕�犱綔鐐哄崡瀵у埗閫犳キ(y猫)鐨勫闀峰紩鎿庝箣涓�锛屽皪鑷嫊鍖栨帶鍒跺伐绋嬪斧銆佹(j墨)鍣ㄤ汉闆嗘垚灏堝銆佸伐妤�(y猫)浜掕伅(li谩n)缍�(w菐ng)浜烘墠绛夋妧琛�(sh霉)寰�(f霉)鍚堝瀷浜烘墠闇�姹傚挤(qi谩ng)鐑堬細
· 閫欎簺宕椾綅瑕佹眰鍊欓伕浜哄叿鍌欑郴绲�(t菕ng)闆嗘垚鑸囩従(xi脿n)鍫磋惤鍦扮稉(j墨ng)椹�(y脿n)锛�
· 鑰屾湰鍦颁汉鎵嶅競鍫翠腑姝ら楂樻妧鑳戒汉鎵嶄緵绲︽槑椤笉瓒�锛�
· 浼佹キ(y猫)寰�寰�渚濊炒璺ㄥ崁(q奴)鍩熸嫑鍕熸垨澶栬仒銆�
3. 楂樼鐮旂櫦(f膩)鑸囧壍(chu脿ng)鏂颁汉鎵嶅湪鏂版潗鏂欒垏鍗婂皫(d菐o)楂旈牁(l菒ng)鍩熶笉瓒�
闅ㄨ憲鏂版潗鏂�銆佹柊鑳芥簮鍙婂崐灏�(d菐o)楂旂敘(ch菐n)妤�(y猫)鍦ㄥ崡瀵у竷灞�鍔犻�燂細
· 鐮旂櫦(f膩)鍨嬪礂浣嶏紙濡傛潗鏂欐�ц兘瑷�(sh猫)瑷�(j矛)銆佺磵绫虫潗鏂欓枊鐧�(f膩)銆佸崐灏�(d菐o)楂斿伐钘濆皥瀹讹級鐨勬湰鍦颁緵绲﹂珨绯诲皻鏈垚鐔燂紱
· 楂樼鐮旂櫦(f膩)浜烘墠涓昏闆嗕腑鍦ㄤ竴绶氬煄甯傛垨绉戠爺姗�(j墨)妲�(g貌u)锛屽皪鍗楀鏈湴浼佹キ(y猫)鍚稿紩涓嶈冻銆�
閫欎竴鐝�(xi脿n)璞″湪鍏ㄥ湅澶氬�嬫柊鑸堢敘(ch菐n)妤�(y猫)鐢熸厠(t脿i)涓潎鏈夐珨鐝�(xi脿n)銆�
4. 閱�(y墨)鐧傝垏鐢熷懡鍋ュ悍浜ゅ弶浜烘墠鎸佺簩(x霉)绋�缂�
鏅鸿兘閱�(y墨)鐧傝垏鍋ュ悍绉戞妧鐧�(f膩)灞曞付渚嗗皪閱�(y墨)鐧� AI 绠楁硶銆佸奖鍍忚檿鐞嗚垏鐢�(ch菐n)鍝佸伐绋嬩汉鎵�鐨勬柊闇�姹傦細
· 閫欓浜烘墠涓嶅儏闇�鍏峰倷绠楁硶鎶�鑳�锛岄倓闇�鐞嗚В閱�(y墨)瀛�(xu茅)鍫存櫙鑸囧悎瑕�(gu墨)瑕佹眰锛�
· 鏈湴閱�(y墨)鐧傜鎶�鑸� AI 浜ゅ弶浜烘墠鍩归(y菐ng)楂旂郴灏氬緟瀹屽杽銆�
涓夈�佷緵绲︾祼(ji茅)妲�(g貌u)鑸囪伔妤�(y猫)娴佸嫊鐗归粸(di菐n)
1. 绲�(ji茅)妲�(g貌u)鎬х煭缂烘瘮绲曞皪鐭己鏇存槑椤�
浜烘墠缂哄彛涓嶅彧鏄汉鏁�(sh霉)涓嶈冻锛屾洿鍛堢従(xi脿n)鎶�鑳借垏鍖归厤涓嶅尮閰�銆�缍�(j墨ng)椹�(y脿n)鑸囩敘(ch菐n)妤�(y猫)鍫存櫙鐞嗚В涓嶈冻鐨勭祼(ji茅)妲�(g貌u)鎬х煭缂恒�備緥濡傦細
· IT 鎶�琛�(sh霉)浜烘墠闇�绲�(ji茅)鍚堣妤�(y猫)妤�(y猫)鍕�(w霉)娣卞害鐞嗚В锛�
· 鑷嫊鍖栬垏宸ユキ(y猫)浜烘墠闇�鑸囨湰鍦板埗閫犵従(xi脿n)鍫磋瀺鍚�銆�
2. 鐪佸収(n猫i)楂樻牎浜烘墠鍚戣嚚杩戠敘(ch菐n)妤�(y猫)鍩庡競娴佸嫊澧炲挤(qi谩ng)
鍗楀鏈湴楂樻牎璜稿鏁�(sh霉)瀛楀寲銆佸伐绋嬮鐣㈡キ(y猫)鐢熷氨妤�(y猫)鍌惧悜浜庯細
· 鍖椾笂寤ｆ繁绛変竴绶氬競鍫达紱
· 鏉窞/鎴愰兘/姝︽饥绛夋暩(sh霉)瀛楃稉(j墨ng)婵�(j矛)澧為�熷揩鐨勫煄甯�銆傚皪鏈湴浼佹キ(y猫)鑰岃█锛岄�欏姞鍔囦簡涓珮绱氫汉鎵嶅惛寮曢洠搴�銆�
鍥涖�佽柂閰蛋鍕㈣垏浼佹キ(y猫)绔剁埈鍔�
1. 鏁�(sh霉)瀛楀寲鑸� AI 鏂瑰悜钖叕婧㈠児鏄庨’
鍦ㄥ叏鍦嬭柂閰珨绯讳腑锛�AI 绛夐珮绔妧鑳藉瀷宕椾綅钖叕鎸佺簩(x霉)楂樹簬鍌崇当(t菕ng)鎶�琛�(sh霉)宕椾綅銆傚崡瀵т紒妤�(y猫)鐐烘惗鍗犱汉鎵�锛岃柂閰線寰�鍑虹従(xi脿n)璺ㄥ湴鍩熸孩鍍癸細
· AI/绠楁硶椤炰腑楂樼礆浜烘墠锛屽勾钖彲鍦� 40–90 钀厓 鐢氳嚦鏇撮珮锛�
· 楂樼鏋舵(g貌u)甯強绯荤当(t菕ng)宸ョ▼甯�锛屾牴鎿�(j霉)缍�(j墨ng)椹�(y脿n)鑸囪妤�(y猫)褰遍熆鍔�锛屽勾钖崁(q奴)闁撳彲閬�(d谩) 80–150 钀厓銆�
閫欎竴瓒ㄥ嫝鍦ㄦ暩(sh霉)瀛楃稉(j墨ng)婵�(j矛)闆嗚仛鍩庡競鏅亶瀛樺湪锛屽嵆“浜烘墠鍍瑰�兼孩鍍硅定鍕�”銆�
2. 楂樼鍒堕�犺垏宸ユキ(y猫)浜烘墠钖叕绌�(w臎n)瀹氬闀�
鑷嫊鍖�銆佹(j墨)鍣ㄤ汉鎺у埗銆佸伐妤�(y猫)瑷�(sh猫)瑷�(j矛)绛夊礂浣嶈柂閰浉灏嶅钩绌�(w臎n)澧為暦锛屼絾灏嶄簬寰�(f霉)鍚堣兘鍔涗汉鎵�锛堝鎳傝粺浠跺張鎳傜‖浠讹級鍏惰柂閰笂闄愰’钁楅珮浜庡柈涓�鎶�鑳戒汉鎵嶃��
浜�銆佷紒妤�(y猫)鑸囦汉鎵嶆噳(y墨ng)灏嶇瓥鐣�
浼佹キ(y猫)绛栫暐
1. 鍒跺畾浜烘墠鐣儚鑸囪兘鍔涙(bi膩o)婧�(zh菙n)
鏄庣⒑宕椾綅鏍稿績鑳藉姏闇�姹傦紝鐐虹簿婧�(zh菙n)鎷涜仒鑸囩暀浠荤瓥鐣ユ墦鍩虹(ch菙)銆�
2. 妲�(g貌u)寤鸿法鍗�(q奴)鍩熸嫑鑱樿垏“浜烘墠鐢熸厠(t脿i)浜掕伅(li谩n)”鏂规
鑸囧懆閭婇暦涓夎銆佺彔涓夎绛夊煄甯傚缓绔嬮暦鏈熶汉鎵嶈伅(li谩n)鍕曟(j墨)鍒�銆�
3. 鍎�(y艒u)鍖栬柂閰垏闀锋湡婵�鍕垫鏋�
鍦ㄩ珮绔礂浣嶈(b菙)鍏呴暦鏈熸縺鍕碉紙闋�(xi脿ng)鐩崕閲�銆佽偂娆�(qu谩n)/鏈熸瑠(qu谩n)绛夛級浠ュ寮�(qi谩ng)鍚稿紩鍔�銆�
鍊欓伕浜虹瓥鐣�
1. 妲�(g貌u)寤哄京(f霉)鍚堣兘鍔涳紙鎶�琛�(sh霉) + 琛屾キ(y猫)锛�
鐗瑰垾鏄� AI 鑸囧埗閫�銆�QA/鍚堣(gu墨)鑸囬啱(y墨)鐧傚牬鏅祼(ji茅)鍚�锛屽皣鎴愮偤绋�缂虹鐖姏銆�
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